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3/<strong>2021</strong> www.maintworld.com<br />

maintenance & asset management<br />

Siri for industry<br />

is on its way<br />

p 14<br />

KEY TO A SUCCESSFUL RELIABILITY IMPLEMENTATION PG 6 9 BUYING TIPS FOR ACOUSTIC IMAGING CAMERAS PG 20 COMPETENCE AND SKILLS IN THE ERA OF INDUSTRY 4.0 PG 48


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EDITORIAL<br />

We Live in<br />

Challenging Times<br />

THE AFTERMATH OF THE COVID-19 pandemic<br />

makes it abundantly clear that we are living in<br />

a VUCA-world*. It is a definite sign of an era<br />

where change is happening faster and faster.<br />

This rapid change also translates to the<br />

world of manufacturing. Not only are there<br />

logistic challenges for the transportation of<br />

goods, but interruptions in the supply chain are<br />

also becoming commonplace, like we saw in the<br />

chip shortage in the manufacturing industries.<br />

This is a clear sign of rapidly-changing business<br />

circumstances.<br />

There is a strong drive towards more flexibility,<br />

faster product innovations and increasingly<br />

smaller production batches. In other words, there is an increasing need for<br />

quickly-adjustable and adaptable production assets. At the same time, manufacturing<br />

companies are being forced to work very cost-efficiently. The answer lies in<br />

digitization.<br />

Industry 4.0 is no longer a faraway concept for the factories of the future, but<br />

a fundamental pillar in staying competitive in the new normal. And guess what,<br />

Maintenance 4.0 proves to be a main driver for Asset Performance 4.0.<br />

A new step in the same direction<br />

Since the Nowlan and Heap report was published in 1978, we know that the majority<br />

of failures follow a random failure pattern. When contemplating the right<br />

maintenance strategy for a certain piece of equipment or function during an RCM<br />

exercise, we find that in many cases condition-based maintenance is the optimal<br />

maintenance strategy. But there is an important follow-up question in the decision<br />

diagram: is the condition inspection or monitoring technically and economically<br />

justifiable?<br />

In the past, that question often had to be answered negatively because of high<br />

investments or labour costs that were needed to set up a condition monitoring<br />

program. Today the industrial internet of things (IIoT), affordable sensors, AI algorithms<br />

and predictive analytics offer unseen possibilities. Now it is technically<br />

and economically justifiable to implement condition-based maintenance in many<br />

more cases. In other words, the fundamental principles of maintenance continue<br />

to apply, but the decision criteria have changed dramatically. Maintenance 4.0 is<br />

a non-fundamental evolution that currently fundamentally changes how maintenance<br />

is conducted.<br />

Have faith<br />

In recent years many organizations have made “a leap of faith” by investing in<br />

reliability, maintenance, and asset management in order to achieve optimal cost<br />

performance and asset uptime. Today again, it requires a fundamental belief in the<br />

added value of digitization in maintenance, whilst keeping the good practices from<br />

the past, to be competitive in the new normal. In current times of drastic change,<br />

asset and maintenance managers need once again to be a true leader to inspire<br />

their organization, to adopt best in class practices in asset performance 4.0.<br />

I am convinced that you will find interesting thoughts and inspiration in this<br />

<strong>Maintworld</strong> <strong>Magazine</strong>.<br />

Wim Vancauwenberghe<br />

Maintenance Evangelist<br />

Member of EFNMS ESHEC (European Health Safety and Environment Committee)<br />

4 maintworld 3/<strong>2021</strong><br />

20<br />

Even<br />

through a pandemic,<br />

leading tech companies<br />

continue to transform their<br />

solutions for the greater<br />

good of reliability.


IN THIS ISSUE 3/<strong>2021</strong><br />

36<br />

The<br />

deficiency in technical<br />

skills is being exacerbated by<br />

both the impact of COVID-19<br />

and the pressure digital<br />

transformation.<br />

=<br />

40<br />

According<br />

to the International<br />

Energy Agency (IEA), electricity<br />

demand will increase by up to<br />

more than 60 percent in the<br />

current decade, depending on<br />

the region.<br />

6<br />

10<br />

14<br />

18<br />

20<br />

One of the Keys to a Successful<br />

Reliability Implementation<br />

Easily Improve Your Operational<br />

Efficiency<br />

"Siri for industry is on its way"<br />

Facts and figures about Asset<br />

Management in Dutch chemical industry<br />

9 BUYING TIPS FOR Acoustic Imaging<br />

Cameras<br />

23 SMPR<br />

24<br />

26<br />

28<br />

30<br />

STEAM TRAP TESTING: Reduce Energy<br />

Costs and Increase Process Stability<br />

with Ultrasonic Testing Equipment<br />

How Water Kills BEARINGS<br />

The Way you Install your Rotating<br />

Machinery is the Way it Will Perform!<br />

A look at five common trouble areas<br />

that derail reliability<br />

36<br />

40<br />

The ABCs of Leadership:<br />

For times of uncertainty and change<br />

Higher energy efficiency –<br />

an imperative from the current<br />

sustainability megatrend<br />

42<br />

Reliability is About Two Things!<br />

48<br />

Competence and Skills in the Era<br />

of Industry 4.0<br />

Issued by Promaint (Finnish Maintenance Society), Messuaukio 1, 00520 Helsinki, Finland tel. +358 29 007 4570 Publisher Omnipress Oy,<br />

Väritehtaankatu 8, 4. kerros, 01300 Vantaa, tel. +358 20 6100, www.omnipress.fi Editor-in-chief Nina Garlo-Melkas tel. +358 50 36 46 491,<br />

nina.garlo@media.fi, Advertisements Kai Portman, Sales Director, tel. +358 358 44 763 2573, ads@maintworld.com Layout Menu Meedia,<br />

www.menuk.ee Subscriptions and Change of Address members toimisto@kunnossapito.fi, non-members tilaajapalvelu@media.fi<br />

Printed by Reusner, www.reusner.ee Frequency 4 issues per year, ISSN L 1798-7024, ISSN 1798-7024 (print), ISSN 1799-8670 (online).<br />

3/<strong>2021</strong> maintworld 5


CASE STUDY<br />

One of the Keys to<br />

a Successful Reliability<br />

Implementation<br />

It is always encouraging<br />

when research “proves”<br />

that your long-held<br />

beliefs are correct. We<br />

asked the maintenance,<br />

reliability, and condition<br />

monitoring community<br />

about their reliability<br />

improvement program<br />

via a detailed survey.<br />

WE HAD OVER 1.000 responses from<br />

around the world and across a wide variety<br />

of industries. The goal was to determine<br />

what the difference was between the<br />

programs enjoying success and those that<br />

were still struggling to achieve their goals.<br />

The results were quite interesting.<br />

Are surveys perfect?<br />

It must be said that it can be difficult to<br />

get perfect data from surveys. Or to put<br />

it another way, it is impossible to get<br />

perfect data from surveys. Everyone<br />

is busy and if you ask too many<br />

JASON TRANTER,<br />

ARP<br />

Mobius Institute<br />

6 maintworld 3/<strong>2021</strong>


CASE STUDY<br />

Four levels of success.<br />

questions people will not complete the<br />

survey. If the information you request is<br />

difficult to access, once again, people will<br />

not complete the survey. However, with<br />

1.000 responses, we felt we had good<br />

information to work with.<br />

What is reliability success?<br />

The first challenge was to measure<br />

“success” - what is the definition of a<br />

successful reliability program? In an ideal<br />

world, we would receive detailed financial<br />

information about production output,<br />

maintenance costs, asset value, and<br />

other key information, and we would be<br />

able to normalize it against industry type<br />

– and we would be able to measure the<br />

contribution that reliability improvement<br />

made to those results.. However, as you<br />

may imagine, too few people have that<br />

information, and even fewer are willing<br />

(or able) to share it.<br />

Instead, we chose to go with three<br />

metrics: maintenance cost as a percentage<br />

of asset value, equipment availability,<br />

and the percentage of reactive maintenance.<br />

As it turned out, the information<br />

we received on the first metric was either<br />

unreliable or too few respondents were<br />

able to provide that information. Instead,<br />

we combined the other two metrics so<br />

that we had four levels of success, as<br />

illustrated above.<br />

Our next challenge was to analyze the<br />

data and attempt to determine what the<br />

people in Group 1 did differently to the<br />

other groups. We asked questions about<br />

training, the techniques they use to<br />

develop their reliability strategy, the age<br />

of the program, the software and instrumentation<br />

they used, and many other<br />

factors. But what appeared to come from<br />

the survey was that the programs with<br />

the best culture achieve the best results.<br />

The programs with the strongest management<br />

support had the best culture.<br />

And the programs that developed the<br />

financial business case had the strongest<br />

management support.<br />

Our conclusion, therefore, was that<br />

developing a business case was one of the<br />

root causes of program success.<br />

Do surveys and correlation<br />

prove anything?<br />

Stepping back for a second, it is fair to say<br />

that it can be challenging to distinguish<br />

between causation and correlation.<br />

As I like to point out, global warming is<br />

statistically correlated with the number<br />

of pirates in the world. As the number<br />

of pirates has steadily decreased, the<br />

temperature of the globe has steadily<br />

increased, as illustrated on the next page.<br />

There is a mathematical correlation.<br />

But I think most people would agree that<br />

the size of the population of pirates has<br />

had little to do with global warming.<br />

And thus, it is the same with the<br />

author’s interpretation of the survey results.<br />

Can I say, categorically, that it was<br />

the existence of the business case that<br />

resulted in achieving the support of senior<br />

management? I expected that to be<br />

the case, therefore I may be guilty of<br />

confirmation bias. But a close examination<br />

of the data showed that 95% of the organizations<br />

that have a business case also had<br />

strong senior management support.<br />

It is also true that there may be<br />

other reasons why an organization had<br />

a culture that supported the concept of<br />

reliability improvement. But we did find<br />

that 96% of the organizations that either<br />

had strong or moderate senior management<br />

support had the right culture.<br />

And finally, it is also difficult to prove,<br />

without a doubt, that the nature of the<br />

culture influenced the success achieved<br />

by the reliability improvement program.<br />

But approximately 90 percent of the<br />

organizations in Group 1 reported:<br />

• Everyone understands the benefits<br />

[86%]<br />

• Everyone is encouraged to provide<br />

suggestions for improvement [90%]<br />

• Everyone understands the mission<br />

[95%]<br />

• Everyone is actively engaged [90%]<br />

As mentioned earlier, we examined other<br />

factors, mostly technical, but none of them<br />

achieved the high percentages listed above.<br />

As the owner of an international training<br />

organization, I was disappointed to learn<br />

that the level of training and certification<br />

did not strongly correlate with program<br />

success. Fifty percent of Group 1 and 2 said<br />

they had strong training, skills, and certification<br />

while another 40 percent said they<br />

had “somewhat strong” training, skills, and<br />

certification.<br />

3/<strong>2021</strong> maintworld 7


CASE STUDY<br />

Why is it so?<br />

In the author’s opinion, and in the<br />

author’s experience, no amount of<br />

technical expertise and investment<br />

in instrumentation and software will<br />

guarantee a successful program. Yes,<br />

the program will be enhanced if the<br />

expertise, instrumentation, and software<br />

exist, but the technical people will<br />

always be hamstrung by the people who<br />

make decisions that ultimately lead to<br />

premature failure.<br />

Those decisions include:<br />

• Making design, engineering, and<br />

purchasing selections that reduce<br />

the upfront cost but ultimately<br />

lead to reduced reliability and<br />

maintainability (and thus increased<br />

lifecycle costs).<br />

• Storing spares and materials in a<br />

way that results in degradation<br />

of those items (due to vibration,<br />

humidity, heat, and dust).<br />

• Installing and repairing equipment<br />

without the appropriate tools,<br />

skills, procedures, and standards<br />

thus leading to premature failure<br />

and rework (when the mistakes are<br />

made again).<br />

• Placing the equipment under<br />

undue stress and strain when<br />

starting, operating, and shutting<br />

down the equipment.<br />

• Failing to care for the equipment<br />

by allowing it (and the lubricants,<br />

filters, etc.) to get dirty and stay<br />

dirty.<br />

• Failing to heed the advice of condition<br />

monitoring and reliability professionals<br />

to respond to pending<br />

failures and eliminate root causes.<br />

And the list goes on…<br />

No amount of technical skill, tools, and<br />

technology can overcome apathy, poor<br />

motivation, and lack of appreciation for<br />

the benefits of improved reliability.<br />

Therefore, developing a culture where<br />

everyone is motivated (personally and<br />

professionally) to achieve high reliability<br />

and operational performance is the<br />

only way to achieve high reliability and<br />

performance.<br />

So, what is the key ingredient<br />

in culture change?<br />

It has always been the author’s opinion,<br />

as has been borne out by the survey results,<br />

that you must have strong leadership<br />

from senior management. Unless the<br />

leaders of the organization are saying<br />

SENIOR MANAGEMENT MUST BE AS VOCAL ABOUT RELIABILITY<br />

AS THEY ARE (OR SHOULD BE) ABOUT SAFETY.<br />

and doing the right things, the rest of<br />

the employees in the workforce will not<br />

change their ways.<br />

Senior management must be as vocal<br />

about reliability as they are (or should<br />

be) about safety. They must constantly<br />

repeat the mantra that “safety and<br />

reliability are key to success.”<br />

They must not simply say the right<br />

things, they must do the right things:<br />

being willing to spend a little more on<br />

a project to achieve reliability and<br />

maintainability; invest in awareness<br />

training, skills training, and the tools<br />

and technologies; standing strong when<br />

short-cuts are available; and “punishing”<br />

those who do not do what is necessary<br />

to achieve reliability and high performance.<br />

But how do you gain management<br />

support?<br />

In an ideal world, it would be possible<br />

to “simply” explain the “common sense”<br />

philosophy of reliability improvement<br />

and they would be convinced and thus<br />

do what they must do.<br />

But that will not work.<br />

Most senior management cannot<br />

translate between the common sense<br />

technical need to improve reliability<br />

in the financial and other benefits that<br />

will be achieved. Senior management<br />

are motivated to increase profits (or<br />

operate within a budget), improve customer<br />

satisfaction, achieve the highest<br />

level of safety and environmental protection,<br />

and to meet the requirements<br />

of the regulators. It is up to you to<br />

demonstrate how improving reliability<br />

will enable them to meet their goals.<br />

In the author’s opinion, as has<br />

been borne out by the survey, the best<br />

approach is to develop a financial<br />

business case using the terminology<br />

they use to assess all the major projects:<br />

internal rate of return (IRR),<br />

net present value (NPV), and so on.<br />

Do not just talk about the “saves” you<br />

expect to make – no one sees what<br />

you avoided, but they do see the net<br />

benefits of the failures you avoided:<br />

increased production output, reduced<br />

maintenance costs, safety improvements,<br />

and so on.<br />

In conclusion<br />

Ninety-five percent of the organizations<br />

that had developed a business case were<br />

in Group 1. Whether you are starting a<br />

new program, looking to improve the<br />

performance of an existing program, or<br />

searching for ways to sustain a successful<br />

program, you must develop the financial<br />

business case – and constantly report<br />

on the financial (and other) gains being<br />

made by the program.<br />

8 maintworld 3/<strong>2021</strong>


PARTNER ARTICLE<br />

Easily Improve Your Operational Efficiency<br />

Hint: Use Technology to Upgrade Your System<br />

The water industry has<br />

some tough challenges<br />

to overcome, and the list<br />

is long. The first item on<br />

this list of many is, of<br />

course, an aging infrastructure<br />

along with the<br />

related leaking pipes and<br />

water loss, which also<br />

translates into substantial<br />

lost revenue.<br />

MARY ANNE<br />

BALLOUZ,<br />

ICONICS<br />

OTHER CHALLENGES INCLUDE retirement<br />

of experts and the loss of their<br />

knowledge and experience and the<br />

difficulty in attracting capable and<br />

talented employees to keep facilities<br />

running. Moreover, there is the population<br />

migration from rural areas to<br />

urban areas resulting in a decreased<br />

revenue base.<br />

Keeping smaller utility plants efficiently<br />

operating is a balancing act<br />

between the available workforce and<br />

finances. However, there is light at the<br />

end of the tunnel as the water & wastewater<br />

industry adopts and implements<br />

available technology. The Lake Cities<br />

Municipal Utility Authority (LCMUA)<br />

is an example of how utility authorities<br />

can use technology to improve<br />

their system’s operational efficiency<br />

even with a lean workforce.<br />

10 maintworld 3/<strong>2021</strong>


PARTNER ARTICLE<br />

LCMUA Use Case - Navigating<br />

the Challenges of an Aging<br />

Facility<br />

Lake Cities Municipal Utility Authority<br />

(http://lcmua.org) is located in Lake Dallas,<br />

Texas and provides superior drinking<br />

water, fire protection, and pressure to the<br />

Shady Shores, Lake Dallas, and Hickory<br />

Creek areas (together known as the Tri-<br />

Cities). It also operates according to the<br />

Texas Commission on Environmental<br />

Quality (TCEQ) standards in potable<br />

(drinking) water and sanitary sewer services.<br />

LCMUA operates 21 lift stations, 3<br />

elevated storage tanks, 3 ground storage<br />

tanks, 10 pumps on the water side (with 3<br />

altitude valves), and 46 sewer pumps on<br />

the wastewater side.<br />

The reality was that LCMUA had an<br />

aging infrastructure system that needed<br />

help from top to bottom. To better manage<br />

and maintain their facility, upgrading<br />

the system was one of the organization’s<br />

biggest priorities. In addition, a large<br />

portion of LCMUA’s budget at the time<br />

was spent on call-outs, false alarms, and<br />

failing equipment. For instance, the team<br />

had to constantly send test alarms to<br />

make sure the system was still functioning,<br />

and it was common for an operator<br />

to get a call once a week that alarms<br />

were not working. Additionally, the preexisting<br />

SCADA system was actually a<br />

combination of three competitor products,<br />

which ended up providing LCMUA<br />

personnel with three different sets of operating<br />

data. Besides requiring a unified<br />

solution for their new HMI/SCADA, the<br />

authority also required one that could<br />

handle Distributed Network Protocol<br />

(DNP3) communications and interface<br />

with existing Servelec Technologies TBox<br />

combined PLC/RTU hardware installed<br />

at every lift station, pump station, and elevated<br />

storage tank in their system.<br />

KEEPING SMALLER UTILITY<br />

PLANTS EFFICIENTLY OPERATING<br />

IS A BALANCING ACT BETWEEN<br />

THE AVAILABLE WORKFORCE<br />

AND FINANCES.<br />

And as with most facilities, LCMUA’s<br />

personnel are typically busy everyday<br />

working on projects such as preventative<br />

maintenance or making repairs,<br />

so they cannot monitor the operations<br />

at all times. Because this facility works<br />

with a lean workforce, they needed a<br />

solution that could give them 24/7 operational<br />

visibility and accommodate the<br />

often-remote workforce. The software<br />

solution also needed to be able to send<br />

alerts notifying personnel to pull their<br />

attention away from their daily duties<br />

to address larger, more serious issues.<br />

Consequently, to upgrade their system,<br />

LCMUA sought solutions to replace the<br />

older SCADA system, to reduce the related<br />

costs, and to ultimately manage<br />

the facility more efficiently with a lean<br />

workforce. To tackle their challenges<br />

and achieve their goals, LCMUA first<br />

worked with system integrator<br />

WHECO Controls of Fort Worth, Texas<br />

(www.whecocontrols.com) and then<br />

completed the project with system<br />

integrator Impact Automation and<br />

Controls of the Dallas/Fort Worth area<br />

(www.impactaac.com).<br />

The Solution: Using Technology<br />

to LCMUA’s Advantage<br />

WHECO Controls selected and deployed<br />

the following ICONICS software and<br />

installed its plant historian:<br />

• GENESIS64 web-based real-time<br />

HMI/SCADA suite with WebHMI<br />

• MobileHMI data mobility software<br />

suite<br />

• AlarmWorX64 Multimedia OPC<br />

alarm management software<br />

• ReportWorX enterprise reporting,<br />

charting, and analysis software<br />

• Hyper Historian high-speed, reliable,<br />

and robust plant data historian.<br />

By using ICONICS solutions, LCMUA<br />

saw immediate value.<br />

LCMUA on-call monitoring.<br />

3/<strong>2021</strong> maintworld 11


A<br />

PARTNER ARTICLE<br />

Realized Real-Time Benefits<br />

Through an Upgraded System<br />

Lake Cities Municipal Utility Authority<br />

immediately realized benefits through<br />

an upgraded system with ICONICS<br />

solutions. The facility obtained a new<br />

HMI/SCADA system that met their<br />

needs for quality and maintenance<br />

within their water and wastewater system<br />

without any of the issues or data<br />

discrepancies they had experienced with<br />

their previous system. With ICONICS<br />

GENESIS64, they achieved improved<br />

secure visualization of water and sewer<br />

levels, as well as improved monitoring<br />

and control of potable water and wastewater,<br />

elevation, PSI, intrusion pumps,<br />

pump monitors/controls, pump failure<br />

status, and temperature. Moreover, as<br />

many of the organization’s operators<br />

utilize iPads in the field, ICONICS’<br />

WebHMI and MobileHMI software<br />

enabled LCMUA’s teams to monitor<br />

and control connected systems through<br />

“Any Glass” - a user interface that delivers<br />

2D and 3D real-time operational<br />

visualization and intelligent dashboards.<br />

The authority now considers their<br />

visualization to be “top notch”, their<br />

alarming to be “solid”, and their data<br />

mobility to have an “impressively fast<br />

response time”, all of which were vast<br />

improvements compared to their previous<br />

system.<br />

Fast forward a couple of years and<br />

in addition to new graphic displays and<br />

trends brought about through the software,<br />

the authority sought to further increase<br />

their team’s efficiency and<br />

collaboration with the new alarms<br />

and notifications provided through<br />

WANT YOUR OPERATION<br />

TO BE MORE EFFICIENT,<br />

SUSTAINABLE, AND<br />

COMPETITIVE?<br />

LEARN MORE ABOUT how your<br />

facility can benefit from available<br />

software. Register for ICONICS<br />

Connect <strong>2021</strong> virtual event to<br />

discover the latest in digital and<br />

automation technology and what’s<br />

in store for the future. Visit<br />

https://iconics.com/Connect<strong>2021</strong> for<br />

complimentary, on-demand access.<br />

ICONICS CFSWorX, including voice and<br />

text alerts. That’s where system integrator<br />

Impact Automation and Controls came in,<br />

performing the complete system upgrade<br />

along with configuration and testing of<br />

the new CFSWorX deployment. LCMUA<br />

considers that the new ICONICS automation<br />

software has made its employees’ lives<br />

and work easier and better as there are<br />

fewer calls asking if the alarms being sent<br />

are real or false. Now managers can spend<br />

their time more wisely, managing team<br />

resources according to real-time data and<br />

thereby optimizing efficiency, improving<br />

response times, and reducing downtime.<br />

Essentially, this new technology<br />

allows them to be more efficient, while<br />

maintaining a leaner workforce. As a<br />

message comes in on their personnel’s<br />

smartphones, with their devices in their<br />

hands, they can quickly switch over to<br />

the mobile app and see what's going on,<br />

acknowledge alarms, send out a truck,<br />

or whatever they need to do to get the<br />

problem solved. And they can make that<br />

decision very quickly. They also appreciate<br />

having a system that allows them to<br />

share the workload. For example, water<br />

alarms are sent to the water department,<br />

and wastewater alarms are sent to the<br />

wastewater department. Rather than<br />

everyone getting the same alarms all<br />

the time, the team can decide who gets<br />

what alarm when, which is extremely<br />

important as operators are not always on<br />

shift. This new software also addresses<br />

the problems of new hires or retiring<br />

operators. With the improved ability<br />

to control and manage the facility, it is<br />

easier to transfer knowledge from the retiring<br />

personnel and attract new talent.<br />

Simply put, the team is better equipped<br />

to maintain the expertise needed to run<br />

the facility efficiently.<br />

Concluding Thoughts<br />

Now that Lake Cities Municipal Utility<br />

Authority has experienced what ICONICS<br />

automation software can do, they anticipate<br />

expanding their remote worker<br />

support to further increase efficiency<br />

with more advanced capabilities such as<br />

worker location, push notifications, and<br />

priority calling. Rather than continuing<br />

to maintain a disparate, obsolete<br />

system, LCMUA made an investment in<br />

technology to improve operational efficiency<br />

and pave a path to better serve the<br />

Tri-Cities areas. Other companies in the<br />

water and wastewater industry can take<br />

LCMUA’s lead to get a handle on their<br />

own challenges moving towards more<br />

sustainable and efficient operations. And<br />

technology is key.<br />

12 maintworld 3/<strong>2021</strong>


Acoustic Imaging Camera<br />

Acoustic Imaging Camera<br />

Bring Bring compressed air air leaks, leaks, fugitive emissions,<br />

Bring compressed air leaks, fugitive emissions,<br />

and and electrical discharge into into focus. focus.<br />

and electrical discharge into focus.<br />

www.sonavu.com<br />

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DIGITALISATION<br />

"Siri for industry<br />

is on its way"<br />

THOMAS<br />

MEERSSEMAN<br />

We are no longer surprised when we see<br />

people talking to Alexa or Siri in plain<br />

English. Having a digital industry assistant<br />

is only a matter of time. But first, we need<br />

a team effort to build a corpus!<br />

LET ME START BY SAYING THAT I WROTE THIS ARTICLE<br />

COMPLETELY MYSELF! REALLY?<br />

Well, fooling us with AI-generated articles is one of the many<br />

ways GPT-3 has caught our attention for the past months. A<br />

college student used GPT-3 to generate a blog post on what<br />

to do when feeling unproductive. It ended up at the top of<br />

Hacker News with more than 26,000 views. Only one person<br />

asked if it was written by AI. Earlier, another blogpost on<br />

why GPT-3 may be the biggest thing since bitcoin went viral,<br />

mainly because the author surprised his readers in the last<br />

14 maintworld 3/<strong>2021</strong>


DIGITALISATION<br />

NLP CAN BE CONSIDERED A BRANCH OF AI<br />

AND IS ALL ABOUT MAKING SENSE<br />

OF HUMAN LANGUAGE.<br />

given all other words in that text (e.g. “It is [MASK] today.<br />

Let’s go to the beach”). Knowing the conditional probability of<br />

words is the basis for a variety of downstream NLP tasks such<br />

as content creation, language translation, auto-completion,<br />

question answering and text classification. Most language<br />

models are pre-trained on a large dataset (such as Wikipedia)<br />

and afterwards fine-tuned to perform a specific NLP task on a<br />

smaller dataset. This process is called transfer learning.<br />

What is GPT-3?<br />

GPT-3 is the third version of the Generative Pre-trained<br />

Transformer models developed by OpenAI, the AI specialist<br />

co-founded by Elon Musk, although he is no longer onboard.<br />

Nevertheless, there are no major breakthroughs in terms<br />

of architecture, it is considered the most powerful language<br />

model ever. Why? Because of its size!<br />

The model has a stunning 175 billion parameters and was<br />

pre-trained on a corpus of nearly half a trillion words, mainly<br />

sourced from the internet. In fact, the model is so large that<br />

no fine-tuning at all is required. It knows so much about<br />

language that it can learn NLP tasks that it has never encountered<br />

before by just giving it a few examples. This is called<br />

few-shot learning. The idea of such a general model is very<br />

tempting because it opens the path for democratizing AI and<br />

making NLP accessible for everyone.<br />

paragraph by revealing all the text was generated by GPT-3. A<br />

few months ago, The Guardian generated some publicity with<br />

a similar experiment.<br />

There are a lot of other intriguing examples making GPT-3<br />

a real buzz in the AI community and even beyond. But why is<br />

it such a big deal for Natural Language Processing (NLP)?<br />

NLP so far…<br />

NLP can be considered a branch of AI and is all about making<br />

sense of human language. NLP originates from the 1950s<br />

but the last decade brought a real revolution. We went from<br />

vectorizing words and analyzing word similarities (e.g. “man<br />

is to boy” what “woman is to girl”) with word2vec in 2013 to<br />

the Transformer model proposed in the “Attention Is All You<br />

Need” paper released in 2017. Transformers leverage the use<br />

of attention mechanisms to gather information about the<br />

context of a given word and encode that information in the<br />

vector representing the word (e.g. I have a “date” tonight vs<br />

What “date” is it today?). Transformers are the basis for stateof-the-art<br />

language models such as BERT and GPT.<br />

"Attention please"<br />

Language models are the new kids on the block in NLP. They<br />

basically predict how likely one word will appear in a text,<br />

Let’s get practical<br />

The idea is tempting. Unfortunately only limited people<br />

have access to the beta API for GPT-3 for now, but subscribing<br />

to the premium version of AI Dungeon gives you a workaround<br />

allowing you to catch a glimpse of what the model<br />

really can do.<br />

Let us have a look and see how it could help maintenance<br />

professionals and operations managers in supporting their<br />

day-to-day job. I gave the model a little context for warming<br />

up and asked a question about pump failure modes.<br />

The text in bold is fully generated by the AI system.<br />

Centrifugal pumps are one of the world's most widely used<br />

type of pump, having an extensive range of applications, from<br />

food processing to water or sewage transportation. Problems<br />

that arise within these machines decrease the flow of the fluid<br />

within the pipelines, thus interrupting the production and<br />

transport of the fluid to its destination within the process.<br />

What are the most common failure modes that are found in<br />

centrifugal pumps in the sewage industry?<br />

A: The main cause for failures is a lack of lubrication.<br />

If there is no oil or grease on the gears, then it will not<br />

move smoothly and the machine may stop working altogether.<br />

3/<strong>2021</strong> maintworld 15


DIGITALISATION<br />

B: The water pressure inside the pipes may be too low.<br />

When this happens, the pump will start leaking and<br />

eventually explode.<br />

C: There may be a problem with the bearings of the gearbox.<br />

If these are worn, then they will need to be replaced<br />

along with the oil and grease within them.<br />

D: A plugged or dirty filter may be restricting the flow of<br />

the liquid. If the filter becomes clogged, then it needs to<br />

be cleaned or replaced.<br />

E: If the operator does not have the correct maintenance<br />

methods, then the machine may begin to overheat and<br />

break down. This involves stopping the pump mechanism<br />

and giving it a thorough clean.<br />

F: Sometimes, the pump will fail due to a manufacturing<br />

defect. This is extremely rare and only occurs due to<br />

poor quality control during manufacturing. If the pump<br />

is functioning correctly, but is old and showing signs of<br />

wear, then it should be replaced.<br />

G: The highest risk of failure is down to operator error.<br />

Pumps are very heavy duty machines that can go<br />

through thousands of hours of operation and still take a<br />

long time to break down. The operator must be careful<br />

when working on and around the pump, keeping their<br />

footing firmly on the ground at all times.<br />

You must admit the model can somehow pass the Turing<br />

test and fool you enough by pretending it knows a thing or<br />

two about pumps. It can talk like someone who has been<br />

HAVING A DIGITAL INDUSTRY ASSISTANT<br />

IS ONLY A MATTER OF TIME.<br />

around in the industry for years, but is this enough to become<br />

your digital buddy? Another round. I confronted the<br />

model with a slightly more specific case. Again, the bold text<br />

is generated by the AI.<br />

A Guinean mine operator is using a Wirtgen 2200 SM<br />

surface miner with a C27 ATAAC V12 diesel engine producing<br />

950 HP at 2100 RPM and a 2.2 m-long cutting drum for<br />

mining bauxite*. The surface miner was taken out of service<br />

and the turbocharger came into the repair shop with a broken<br />

exhaust valve. It was all red. What could be the reason of this<br />

failure?<br />

*For the curious minds: bauxite is the main ore used for<br />

aluminum production.<br />

The Wirtgen 2200 SM is a very reliable<br />

machine, but it has its limitations. Its main<br />

weakness is that it can only operate in one<br />

direction: up or down.<br />

This time it makes you laugh. I had other conversations where<br />

the model initially gave back a meaningful answer but ended<br />

up by telling a story of two men getting out of a vehicle, wearing<br />

overalls with their faces covered by dust masks, pointing<br />

their guns on an operator dismantling a pump.<br />

The funny thing is that GPT-3 will never tell you “I don’t<br />

know”. This reminds me of those guys in the bar who always<br />

have something to say and act as if they are experts on every<br />

topic. At first you are impressed, but are they so smart?<br />

16 maintworld 3/<strong>2021</strong>


"It is human if you don't know something"<br />

I ended up with the same feeling after a couple of rounds of<br />

AI Dungeon. First you are blown away, but then you realize<br />

the model will not get the pump or turbocharger fixed. Every<br />

random person with some brains and a search engine eventually<br />

can formulate an answer on the first question without<br />

understanding how a pump works. For the second example, it<br />

is clear you need to step away from design failure modes and<br />

have a good understanding of the operating conditions before<br />

you can make a thorough fault diagnosis.<br />

In fact, you cannot blame GPT-3 for being wrong, because<br />

it was trained with knowledge from books and not with any<br />

language that has meaning in a mining facility or a production<br />

floor. Reading the internet is simply not enough to understand<br />

how physical assets behave in the real world.<br />

What is in it for the industry?<br />

"Reading the internet is not enough. We should start<br />

reading the factory"<br />

General models are a great idea but if we really want to<br />

democratize the use of language models for industrial companies,<br />

they should start reading the factory. Therefore, we<br />

should build out a Common Crawl for the industry: a large<br />

corpus with domain-specific jargon, abbreviations, misspellings,<br />

synonyms and word associations that we can typically<br />

find in maintenance records, operator and quality logs, warranty<br />

claims, asset datasheets, product manuals, etc. Databases<br />

on a company level containing thousands or millions<br />

of records are not large enough to learn the true semantics<br />

of industrial language. The effort to build a corpus must be<br />

industry wide.<br />

A great example of a such an effort can be found in healthcare,<br />

where libraries with medical lexicon are used in combination<br />

with NLP to extract relevant clinical information<br />

from unstructured data found in electronic health records.<br />

It is a small step to apply a similar methodology to maintenance<br />

logs, where the most valuable information is often<br />

stored in free text fields, such as the symptoms and root<br />

causes associated with failure events or other problems, and<br />

the physical actions taken to repair components, machines,<br />

or subsystems. This data is collected for every machine over<br />

their entire lifespan. Structuring this human knowledge in<br />

meaningful features and linking it with streaming process<br />

data opens a new door for building prescriptive maintenance<br />

applications where recommendations are based on what<br />

works well within the particular context of a factory, and not<br />

on what works well in general (like we find in design failure<br />

mode libraries).<br />

The road ahead<br />

If we can tap into the hidden potential of all this unstructured<br />

information and truly understand it, then we can link the ears<br />

and eyes of the production floor with the hard facts and measurements<br />

derived from historical and streaming sensor data.<br />

Combining NLP with machine learning (ML) makes it possible<br />

to build real Human-In-The-Loop applications where<br />

actionable insights are gained from human language to support<br />

operators, technicians, and engineers in their day to day<br />

jobs. In addition, the knowledge they have can be used to give<br />

feedback – in their own words – on those prescriptions, improving<br />

the ML system for the next challenges that arise.


PARTNER ARTICLE<br />

Facts and figures about<br />

Asset Management<br />

in Dutch chemical industry<br />

To make the Dutch (petro) chemical industry the safest in the world, is the<br />

ambition of the Sustainable Safety 2030 programme. That is why the sector is<br />

committed to guaranteeing safety, secure vitality and reliability and enforcing<br />

the competitiveness, even with ageing assets. Research has shown that the<br />

implementation of asset management is an enormous contribution.<br />

ASSET MANAGEMENT<br />

Previous investigation showed that the ageing of installations<br />

is not a matter of age, but of the condition of the installations.<br />

The good news: this condition can be influenced. –<br />

– Asset management enables companies to mitigate integrity<br />

risks, explains Mark Haarman, managing partner at<br />

Mainnovation.<br />

– It's about professional management and maintenance of<br />

installations in which we continuously look for the optimum<br />

between technical performance, costs and risks in the field of<br />

safety. We can monitor the condition of assets over time, so that<br />

we can get an idea of the remaining lifespan and of the necessary<br />

actions to guarantee safety, availability and reliability.<br />

EVOLVE TO THE NEXT LEVEL<br />

Introducing asset management or growing to the next maturity<br />

level within asset management, is not a simple task. It<br />

requires a structured approach. With the formulation of the<br />

Roadmap Asset Management, there is now a practical manual<br />

for the implementation of asset management.<br />

The roadmap originated from interviews with several industry<br />

leaders, who proved to be in control of their asset base.<br />

– Combined with our own knowledge and experience, we<br />

were able to map out the route to professional asset management,<br />

specifically for the (petro) chemical industry. It gives<br />

insight in the current maturity level in maintenance or asset<br />

management and also shows what is necessary to improve to<br />

be able to evolve to the next level.<br />

CONTENT OF THE ROADMAP<br />

The Roadmap Asset Management describes which processes<br />

must be set up if a company wants to start with asset management.<br />

How these processes should be set up, depends on the<br />

maturity level of the organization. Four levels are defined<br />

in the report. By indicating which criteria apply per process<br />

in the Checklist Asset Management (part of the report), it<br />

becomes clear what the current maturity level is. By continuously<br />

critically assessing on which topics the organization is<br />

not yet in control, it becomes clear where the improvement<br />

potential lies. This provides insight to concrete actions needed<br />

to further professionalize the organization step by step.<br />

– So with this roadmap companies can start with asset<br />

management in a pragmatic and structured way, or grow to the<br />

next level, Haarman adds.<br />

Asset Performance 4.0<br />

At Asset Performance 4.0 – to be held October 26, 27 and<br />

28 in Antwerp, Belgium - Mark Haarman will talk about ‘the<br />

facts and figures about Asset Management in Dutch chemical<br />

industry’. What can you do to professionalize your maintenance<br />

organization? Join his presentation on October 27.<br />

18 maintworld 3/<strong>2021</strong>


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CONDITION MONITORING<br />

9 BUYING TIPS FOR<br />

Acoustic Imaging Cameras<br />

Considering an Acoustic Imaging Camera? Read My Buying Tips First.<br />

Each year our condition<br />

monitoring world<br />

experiences innovation<br />

at some level, be it great<br />

or small. Even through a<br />

pandemic, leading tech<br />

companies continue to<br />

transform their solutions<br />

for the greater good<br />

of reliability. A recent<br />

example is the arrival of<br />

Acoustic Imaging Camera<br />

technology, also known as<br />

ultrasonic imagers.<br />

ACOUSTIC IMAGING CAMERAS combine<br />

extremely sensitive multi-frequency sound<br />

sensors with digital imaging technology to<br />

provide ultrasound inspectors with a clear<br />

picture – or video – that illustrates precisely<br />

where an ultrasound source originates.<br />

By marrying our vision sense with our<br />

hearing sense, a more complete outcome<br />

is possible for certain airborne ultrasound<br />

inspections.<br />

Now, mapping the origin of a sound to<br />

its source through imagery is an innovative<br />

breakthrough, but for someone who<br />

has followed the ultrasound market for<br />

more than thirty years, I am not surprised<br />

by these developments. Let us not forget<br />

history. Ultrasound has been with us for a<br />

long time. The notion that sounds existed<br />

outside the limited range of human hearing<br />

was first discovered in the late 1800’s. Some<br />

130 years on, Pierre Currie’s research with<br />

piezo electrics remains as relevant today<br />

as it was when the first SONAR techniques<br />

provided ship’s captains with a solution<br />

for navigating deadly icebergs. Today, ultrasound<br />

offers improvements to our lives<br />

ALLAN RIENSTRA,<br />

SDT Ultrasound<br />

Solutions<br />

allan.rienstra@<br />

sdtultrasound.com<br />

through medical, industrial, navigational,<br />

and cleaning applications.<br />

Acoustic imaging technology is not particularly<br />

new. Sound mapping techniques<br />

have existed for a few years now, focused<br />

primarily on quality control applications.<br />

More recently, some clever manufacturers<br />

pushed forward with ways to utilize the<br />

technology for condition monitoring applications,<br />

primarily for energy waste reduction<br />

and electrical asset reliability.<br />

Buyer Personas<br />

When new technology first hits the market,<br />

predictable buying patterns emerge. Manufacturers<br />

love the early adopters; leading<br />

edge consumers who are always first to own<br />

the latest and greatest gadgets the market<br />

has to offer. These mavens serve as a proving<br />

ground for new tech and often, their<br />

input helps steer the development for 2nd<br />

and 3rd product generations. Early adopters<br />

exist in sharp contrast to the “wait and<br />

see” crowd.<br />

The wait and see crowd prefers to remain<br />

conservatively on the sidelines. They<br />

want assurance the technology will live up<br />

to its hype before opening their own wallets.<br />

If it proves to be a passing trend, they<br />

do not want to risk their money – and ego –<br />

buying something that might end up sitting<br />

on the shelf. If the technology does take<br />

hold, they will still be waiting in line when<br />

the next release is ready, preferring that<br />

the early adopters do the testing for them.<br />

Eventually, when they do come aboard,<br />

their patience is rewarded by a product<br />

with most of the early problems ironed out.<br />

For both the “early adopters” and “wait<br />

and see” users, buying tips from a trusted<br />

source help relieve the stress associated<br />

with selecting their first ultrasound camera.<br />

After all, the investment is considerable<br />

and there may only be one chance to<br />

20 maintworld 3/<strong>2021</strong>


CONDITION MONITORING<br />

get it right. As someone who has lived his<br />

entire career inside the wonderful world of<br />

ultrasound, I am happy to share my insights<br />

about what you should look for in an acoustic<br />

imaging camera. This article identifies<br />

which features you should consider as<br />

“must haves” and which ones are fluffy bits<br />

of window dressing, only there to distract<br />

buyers from less obvious deficiencies.<br />

Buying Tip #1 - Do not buy<br />

brand for brand’s sake alone<br />

Innovations often<br />

come from the<br />

most unlikely<br />

origins, and when<br />

they do, they<br />

are honest and<br />

authentic; like<br />

the two Steve’s<br />

from Palo Alto who, in 1976, set out with a<br />

single goal to make computers personal and<br />

accessible to everyone. Had their mission<br />

been “to create the world’s first two trilliondollar<br />

company” or “the world’s most iconic<br />

brand” they would not have succeeded beyond<br />

the confines of their parent’s garage.<br />

Many of the ultrasonic imagers emerging<br />

today share similar humble beginnings.<br />

Born and nurtured by underfunded, techsavvy<br />

start-ups, they eventually find their<br />

way to market by hitching themselves to<br />

well established brands. Be mindful of this<br />

when shopping for your camera. The biggest<br />

brands may make the louder noise<br />

when it comes to trumpeting their marketing<br />

message; make sure the solutions they<br />

offer are equally capable of detecting the<br />

quietest noises in the loudest surroundings.<br />

At the end of the day, those are the ones you<br />

need to hear.<br />

Buying Tip #2 - Take a peek<br />

behind the curtains<br />

When manufacturers<br />

develop<br />

new products,<br />

they know they<br />

must compete<br />

for the attention<br />

of the<br />

early adopters first. Some will dress up a<br />

product with features and functions that<br />

make it standout, but do not necessarily<br />

add top priority value. This approach<br />

can confuse buyers into choosing their<br />

camera based on fluffy features rather<br />

than performance. To avoid being duped,<br />

continually ask yourself why you want<br />

an ultrasonic imager in the first place.<br />

For my money, the emphasis should be<br />

placed on sensitivity and detectability.<br />

An acoustic imaging camera should be<br />

capable of detecting multiple types of defects<br />

in varying conditions. Do not allow<br />

yourself to be distracted by less relevant<br />

window-dressing features.<br />

Buying Tip #3 - Buy an allpurpose<br />

camera<br />

Some acoustic<br />

imaging brands<br />

promote one<br />

camera model<br />

for finding<br />

compressed air<br />

leaks, and another<br />

for electrical assets. Really? Do we<br />

need two cameras to perform the same<br />

basic job? Steady now!<br />

Using ultrasound to detect partial<br />

discharge in electrical assets and leaks<br />

in compressed air/vacuum systems has<br />

existed in tandem for five decades. The<br />

jobs were always performed perfectly<br />

using filtered sensors tuned in the range<br />

of 35-40kHz. This frequency choice has<br />

proven optimal for detection performance<br />

set against the contrast of loud,<br />

noisy, industrial factories. It takes into<br />

consideration distance between source<br />

and sensor, directionality of signal for<br />

fast pinpointing, and performance in<br />

environments characterized by elevated<br />

levels of audible background noise.<br />

The laws of physics remain intact. The<br />

turbulent characteristics of these defects<br />

have not suddenly changed. They are as<br />

detectable today at 40kHz, as they were<br />

in the 1970’s, 1980’s, 1990’s, 2000’s and<br />

beyond. There are no new technological<br />

discoveries or breakthroughs that warrant<br />

using a higher frequency for electrical<br />

discharges. In fact, higher frequency<br />

signals have shorter wavelengths, attenuate<br />

faster, and travel shorter distances,<br />

hampering their detectability over long<br />

expanses.<br />

Buying Tip #4 - Do not forget<br />

to listen<br />

One of the first<br />

lessons drilled<br />

into every new<br />

ultrasound<br />

inspector is “always<br />

wear your<br />

headphones.”<br />

As an instructor, the look of amazement<br />

on the face of a student the first time<br />

she hears crystal clear ultrasound in her<br />

headphones is something that never<br />

grows old. Whether it is hunting air leaks<br />

in a noisy factory or scanning a substation<br />

for partial discharge, ultrasound<br />

detectors open our ears to the wonders<br />

of the previously unheard. Acoustic cameras<br />

enhance that experience by marrying<br />

visual and auditory senses together.<br />

Yet some brands do not offer this<br />

basic, yet critical heterodyne circuitry.<br />

Without the ability to hear what the<br />

camera detects handicaps inspectors and<br />

opens the door for missed finds and mistaken<br />

diagnoses. Be sure your ultrasonic<br />

camera comes equipped with the ability<br />

to listen to what it finds, and better yet,<br />

offers Bluetooth connectivity for safer,<br />

more convenient wireless headphones.<br />

Buying Tip #5 - At the end<br />

of the day, it must be about<br />

performance<br />

Are sensitivity<br />

and detectability<br />

mutually exclusive?<br />

We think<br />

so and with<br />

several cameras<br />

available on the<br />

market to choose from, the jury has<br />

returned with their verdict. Sensitivity<br />

is not equally distributed amongst all<br />

brands. All cameras come equipped with<br />

an array of sensors varying in number<br />

from sixty to well over one hundred. The<br />

number of sensors in the array is a significant<br />

factor, and this is definitely one<br />

of those cases where more is better.<br />

To understand sensitivity, users must<br />

first understand the factors affecting<br />

detectability. There is an entire module<br />

written about this subject in our level<br />

one ultrasound training course, but<br />

suffice to say, not every leak or defect is<br />

created equally. Take for example compressed<br />

air leaks. The primary factors affecting<br />

detectability include leak shape,<br />

leak size, system pressure, system volume,<br />

and proximity to the leak. Due to<br />

the natural attenuation of sound through<br />

its medium, the last factor – proximity<br />

– is inversely proportional to all others.<br />

This point can be summarized by saying,<br />

“the closer you are to the leak source, the<br />

better your chance of hearing it.” This<br />

point is more relevant for cameras with<br />

fewer sensors and consequently lower<br />

sensitivity.<br />

For compressed air and other gases,<br />

higher system pressures produce more<br />

turbulence at the leak site. These are<br />

easier to detect, especially in areas with<br />

3/<strong>2021</strong> maintworld 21


CONDITION MONITORING<br />

elevated levels of ambient background<br />

noise. With pressure regulators in use<br />

throughout a facility, it is common to<br />

find higher pressures near the compressor<br />

room and medium and lower pressures<br />

distributed throughout the system.<br />

In side-by-side testing, some brands of<br />

acoustic imaging cameras – those with<br />

fewer sensors and therefore lower sensitivity<br />

thresholds – struggled to hear leaks<br />

at medium and low pressures.<br />

Some claim up to 50m (165’) detectability<br />

distance on their spec sheet.<br />

When put to the test, this span proved<br />

too far in anything less than perfect conditions.<br />

Many cameras proved ineffective<br />

beyond 5m (16’) for low and medium<br />

pressure leaks. Performance was further<br />

exacerbated in noisy areas of the plant.<br />

Some models seemed confused by excessive<br />

parasite noise, identifying sources<br />

of ultrasound that were part of normal<br />

plant processes, and not really leaks at<br />

all. The ability to listen through heterodyned<br />

headphones would have proven<br />

helpful here.<br />

When specifying your acoustic camera,<br />

be sure it can perform equally well<br />

for high, medium, and low pressures.<br />

What is written on paper does not always<br />

pan out to fact in the real world. Providing<br />

a clear, crisp image matters little if<br />

the camera’s sensitivity is too poor to<br />

reveal even the most basic leaks.<br />

Buying Tip #6 - Ergonomics<br />

and comfort matters<br />

The science of<br />

ergonomics applies<br />

to everything<br />

we do and<br />

use in our daily<br />

lives. Whether<br />

it is the car we<br />

drive, the desk<br />

we sit at, the workstation we stand at,<br />

or the instruments we use, ergonomics<br />

plays a role in our comfort and our<br />

safety. Bad ergonomic design is not<br />

always initially obvious. But use a system<br />

for an hour, a day, or even a week<br />

and thoughtless design elements reveal<br />

themselves one by one.<br />

Size and weight are two overriding<br />

factors when considering your<br />

ultrasonic camera. Inspectors should<br />

expect to carry their camera around for<br />

several hours, and some inspections<br />

require a steady hand; especially for<br />

overhead leaks and partial discharge at<br />

a distance. Here, size definitely matters<br />

and bigger is not better. If the camera is<br />

too large or too heavy to be comfortably<br />

used in all situations, inspectors may be<br />

less engaged to utilize the technology.<br />

They could even be in danger of suffering<br />

a repetitive strain type injury.<br />

Another issue of concern is extra<br />

cables. Some cameras can only power<br />

themselves with external batteries<br />

which means the operator must always<br />

tether herself to a heavy battery which<br />

slips into a pocket for carrying. Add to<br />

that a second wire for headphones and<br />

you now have a recipe for frustration<br />

and injury from entanglement. Make<br />

your inspector’s safety a top priority.<br />

Choose cameras with internal batteries<br />

and wireless, Bluetooth headphones.<br />

Buying Tip #7 - Battery life<br />

From houses<br />

to cars, laptops<br />

to cellphones,<br />

our daily lives<br />

depend heavily<br />

on evolving<br />

battery technology.<br />

There<br />

is nothing more frustrating than getting<br />

halfway into our day only to have<br />

our ambitions crippled by poor battery<br />

life. A reasonable amount of battery life<br />

from any inspection solution should at<br />

least get you to the midday portion of<br />

your workday and preferably beyond.<br />

That means a minimum of four hours<br />

from the start of the day to lunch break,<br />

with a fast charge option to power you<br />

through the afternoon.<br />

Today’s first-generation cameras<br />

boast an average battery life of 4-6<br />

hours on a single charge, with a battery<br />

boost option to provide a quick<br />

charge during breaktime. A combined<br />

autonomy of 8-12 hours is more than<br />

sufficient. The use of lithium-ion battery<br />

technologies allows for fast charging<br />

and zero “memory effect.” Batteries<br />

should be integral to the instrument,<br />

when possible, as tethered batteries<br />

detract from overall ergonomics and<br />

safety.<br />

Buying Tip #8 – Reporting<br />

software<br />

What a wonderful<br />

experience<br />

it is to<br />

venture into a<br />

noisy production<br />

area with<br />

your ultrasound camera and document<br />

compressed air leaks. In just a short<br />

while you can lay the foundation for a<br />

waste-free facility. But wait! Your efforts<br />

do not start saving the company money<br />

until they are fixed. For that, you need a<br />

quick report generating option that not<br />

only documents where the leaks are, but<br />

how much their cost saving potential<br />

represents. Armed with a comprehensive<br />

web-based report, you now have the<br />

artillery to provide instructions to the<br />

repair personnel, and to management.<br />

Remember, no savings, however great or<br />

small, should go unreported.<br />

Does the reporting software:<br />

• Allow for easy uploading of images?<br />

• Remember the compressor<br />

information?<br />

• Report on total cost savings<br />

potential?<br />

• Account for the inverse distance<br />

attenuation factors?<br />

• Provide a simple, tamper-free<br />

PDF that is sharable across digital<br />

platforms?<br />

• Work equally for both compressed<br />

air leaks and electrical partial<br />

discharge?<br />

Buying Tip #9 - Knowledge,<br />

know-how, and experience<br />

Perhaps the<br />

most overlooked<br />

buying<br />

tip is one<br />

rarely written<br />

on a product<br />

spec sheet. Yet<br />

the single most<br />

important discussion in any buying decision<br />

must include the solutions provider.<br />

Isn’t who you buy from as critical<br />

to you as the product you purchase?<br />

Today, the number of pure ultrasound<br />

companies actively engaged in innovating<br />

twenty-first century solutions<br />

are few; and only one of them offers an<br />

ultrasound imaging camera. The wise<br />

choice to partner with nearly 50 years<br />

of ultrasound experience, a globally positioned<br />

sales and support channel with<br />

after-sales service teams on four continents,<br />

and a knowledge base responsible<br />

for producing most of the training materials<br />

written about the topic of ultrasound,<br />

will pay welcome dividends when<br />

the time comes to implement and train<br />

your inspectors on this exciting condition<br />

monitoring technology.<br />

22 maintworld 3/<strong>2021</strong>


PARTNER ARTICLE<br />

Why Attend the SMRP 29th<br />

Annual Conference?<br />

SMRP's 29th Annual Conference returns October 25-28, and this year, we're debuting<br />

a hybrid model for attendees to join from anywhere in the world with internet<br />

access OR in-person in St. Louis, Missouri! Register now to join fellow maintenance,<br />

reliability and physical asset management professionals from around the world for<br />

four days of education, networking and innovation at this premiere event.<br />

Top 5 Reasons to Attend the SMRP 29th<br />

Annual Conference<br />

1. Education: Sharpen your skills during 50 education sessions<br />

across six tracks and more than 25 workshops covering business<br />

and management, manufacturing process reliability, equipment<br />

reliability, organization and leadership, work management and<br />

emerging technology.<br />

2. Networking: Connect with like-minded peers during sessions,<br />

roundtables and in the in person and virtual exhibit hall featuring<br />

60+ exhibitors and fellow maintenance and reliability<br />

professionals. Don’t miss out on the chance to share ideas, grow<br />

your professional network and advance your career.<br />

3. Certification Hours: Earn up to 24 hours of recertification<br />

credits (48% of the requirement for CMRPs and CMRTs!) by<br />

attending workshops and track sessions. Plus, after the event,<br />

all attendees will receive an official certificate of attendance to<br />

verify your hours.<br />

4. Latest Trends: Gain valuable insight about emerging and<br />

cutting-edge technologies, innovative practices and next-level<br />

techniques from presenters, exhibitors and fellow attendees.<br />

5. Convenience: View at your own pace and from anywhere.<br />

During the event, sessions will be live-streamed. Then, after<br />

the event, all registrants will have access to session recordings.<br />

With nearly 100 presenters from around the world sharing<br />

valuable insight, 50 education sessions across six tracks<br />

and more than 25 engaging workshops, the <strong>2021</strong> SMRP Annual<br />

Conference will be the event of the year for the maintenance<br />

and reliability profession.<br />

Don’t miss out on this incredible opportunity to interact<br />

with friends and make new connections with global maintenance,<br />

reliability and physical asset management professionals.<br />

About SMRP: The Society for Maintenance & Reliability<br />

Professionals (SMRP) is a nonprofit professional society<br />

formed by practitioners to develop and promote excellence<br />

in maintenance, reliability and physical asset management<br />

while creating leaders in the profession. SMRP provides<br />

unparalleled value for individual practitioners and professionals<br />

looking to expand their knowledge and skills and<br />

build more business connections with others. SMRP is the<br />

premier asset management resource for companies looking<br />

to improve their processes and procedures. Join SMRP’s<br />

community with thousands of worldwide members and take<br />

advantage of all of the membership benefits. Learn more at<br />

smrp.org.<br />

3/<strong>2021</strong> maintworld 23


PARTNER ARTICLE<br />

STEAM TRAP TESTING:<br />

Reduce Energy Costs and<br />

Increase Process Stability with<br />

Ultrasonic Testing Equipment<br />

© SONOTEC GmbH, Different types of steam traps<br />

Regular inspections of production equipment are essential in preventive<br />

maintenance. Early detection of damage or signs of wear leads to increased plant<br />

availability and also saves enormous costs.<br />

24 maintworld 3/<strong>2021</strong><br />

SONOTEC<br />

Is the steam trap working correctly or is it defective?<br />

Digital ultrasonic testing technology provides the answer.<br />

Energy losses are reduced and process stability is<br />

increased.<br />

Steam traps that no longer close prevent optimum heat transfer<br />

and thus have a significant impact on the energy efficiency,<br />

cost-effectiveness and process stability of a steam system.<br />

Blocked steam traps and thus more condensate in the steam<br />

system, on the other hand, lead to accelerated corrosion, affect<br />

process and product quality and, in the worst case, can cause<br />

dangerous water hammer and unplanned downtime. Regular<br />

steam trap inspection is therefore essential.<br />

HOW MUCH DOES A DEFECTIVE TRAP COST?<br />

Experts estimate that over 20 percent of the steam produced is<br />

lost due to leaking steam traps. Through just one leaking steam<br />

trap (thermodynamic bimetallic, DN25, system pressure 11<br />

bar), approx. 22 kg of steam per hour and thus approx. 190 t per<br />

year are lost (at 8,400 operating hours per year). With generation<br />

costs of 35 €/t steam, this loss adds up to approx. 6,600 €<br />

per year. Digital ultrasonic testing technology helps the maintenance<br />

engineer to detect and replace defective traps.


PARTNER ARTICLE<br />

Before the inspection process, the type and operating<br />

principle of the steam traps should be known, as well as the<br />

system pressure and temperature. In open systems, even the<br />

first impression can tell a lot about the condition of the traps.<br />

An indication of a defect could be, for example, the absence of<br />

condensate at the condensate outlet. The inspector obtains a<br />

more precise picture with the aid of combined temperature and<br />

ultrasonic measurement. Depending on the design, a functioning<br />

trap opens and closes continuously or discontinuously and<br />

generates characteristic ultrasonic signals during this process.<br />

To record the high-frequency signals, SONOTEC has developed<br />

the SONAPHONE digital ultrasonic testing device with<br />

the SteamExpert app, the BS20 broadband ultrasonic and temperature<br />

sensor, and the SONAPHONE DataSuite PC software.<br />

The first step is to measure the temperature at the inlet and<br />

outlet of the steam trap. The integrated infrared temperature<br />

sensor in the BS20 detects the surface temperature without<br />

contact. The temperature can be used, for example, to determine<br />

whether the steam trap is at the expected operating temperature<br />

or whether it tends to be too cold (condensate buildup)<br />

or too hot (leaking) depending on the system pressure.<br />

With respect to the operating principle of the trap, the difference<br />

in temperature at the inlet and outlet is also evaluated.<br />

BROADBAND ULTRASONIC ANALYSIS<br />

However, temperature measurement alone is not sufficient for<br />

reliable condition assessment. To determine a leaking steam<br />

trap, a broadband recording of the ultrasonic signal in the frequency<br />

range from 20 to 100 kHz is needed. For this purpose,<br />

the BS20 structure-borne sound sensor is placed outside over<br />

the outlet opening of the steam trap. For the evaluation of the<br />

trap, it is important to know which type of trap is being tested.<br />

With the integrated trap database this is no longer a problem.<br />

Steam traps have different noise characteristics depending<br />

on type, manufacturer and point of installation location.<br />

Whereas testers used to have only an analogue, acoustic signal<br />

to evaluate the traps, today it is easier to look at the touch<br />

screen of the digital tester. The broadband spectrogram from<br />

20 to 100 kHz makes it much easier to analyse the condition.<br />

The SteamExpert app on the SONAPHONE accompanies<br />

the inspector during the entire inspection process - from the<br />

creation of the inspection point to temperature and ultrasonic<br />

testing to documentation and evaluation. The evaluation can<br />

be done on site or afterwards on the PC with the SONAPHONE<br />

DataSuite software. For the PC software, the SteamExpert<br />

module has been available since <strong>2021</strong>, which was developed explicitly<br />

for steam trap testing, loss estimation and reporting.<br />

ADVANTAGES OF THE COMPLETE SOLUTION AT A GLANCE<br />

• Reduction of energy costs by more than 20 percent<br />

• Increase process stability<br />

• Easy determination of all traps<br />

• Fast and intuitive test procedure<br />

• Efficient data collection<br />

• Integrated trending and reporting<br />

• Tools for steam loss determination<br />

SteamExpert App for<br />

SteamExpert App for<br />

SONAPHONE ®<br />

SONAPHONE ®<br />

Smart Steam Trap Testing<br />

Smart Steam Trap Testing<br />

Optimized test procedure -<br />

Test more steam traps per day<br />

Optimized test procedure -<br />

Test more steam traps per day<br />

Efficiently collect data and<br />

create reports directly on device<br />

Efficiently collect data and<br />

create reports directly on device<br />

Simple determination of trap<br />

type from large database<br />

Vorbeugende Instandhaltung<br />

$<br />

Trending and analysis with<br />

DataSuite PC software<br />

Vorbeugende Instandhaltung<br />

Tool for calculating steam loss<br />

and energy costs<br />

Simple determination of trap<br />

type from large database<br />

Trending and analysis with<br />

DataSuite PC software


ASSET MANAGEMENT<br />

How Water Kills<br />

BEARINGS<br />

Out of all contaminants<br />

known to affect bearing life,<br />

water arguably does the<br />

most harm. It only takes<br />

a small amount to lessen<br />

the oil’s ability to properly<br />

do its job, creating friction,<br />

oxidation and more.<br />

ADRIAN MESSER,<br />

CMRP, UE Systems<br />

adrianm@uesystems.com<br />

RECOGNIZING WATER-RELATED failure<br />

modes can help you determine the optimum<br />

lubricants, seals and bearings to<br />

protect your equipment’s oil.<br />

Where Is It Coming from?<br />

In a circulating oil system, water can<br />

enter in a variety of places. For instance,<br />

the reservoir headspace typically<br />

breathes into the environment. If<br />

a proper breather arrangement is not<br />

implemented or there are other breathing<br />

locations, humid air will condense in<br />

the headspace and water will drain into<br />

the oil.<br />

Pipe junctions and flanges can also<br />

allow ingression of water and other<br />

contaminants. Internal and external<br />

seals should be considered as well. These<br />

may include nearby steam joint leaks,<br />

leakage past seals and gland seams, heat<br />

exchangers, seal water zones, seals being<br />

washed down by high-pressure hoses,<br />

etc.<br />

Water-Related Failure Modes<br />

Knowing what each failure mode looks<br />

like and its cause can help you prolong<br />

bearing life by identifying a means of<br />

defence.<br />

Corrosion<br />

Bearings corrode when met with oxygen<br />

and water. Once corrosion occurs, the<br />

bearings begin to flake and crack over<br />

time. This can lead to pitting, a more irreversible<br />

form of damage that can cause<br />

machine failure.<br />

Oxidation<br />

When high temperatures meet metal<br />

particles and water, the antioxidants in<br />

the lubricant can be consumed at rapid<br />

rates. Oil oxidation comes with an array<br />

of negative consequences including<br />

varnish, sludge corrosion, and impaired<br />

oil flow.<br />

Hydrogen-Induced Fractures<br />

In theory, water is drawn to microscopic<br />

cracks in the surface of the bearing by<br />

capillary forces. The contact between<br />

the water and metal allows hydrogen<br />

particles to break free and cause an even<br />

deeper fracture. Furthermore, the sulphur<br />

found in additives, mineral oils, and<br />

environmental hydrogen sulphide can<br />

accelerate this process.<br />

Aeration and Foam<br />

Water impacts oil’s ability to handle air.<br />

This means when water and oil meet,<br />

oil films are weakened, causing excess<br />

heat, induced oxidation, cavitation, and<br />

restricted oil flow—all of which can cause<br />

serious harm to the bearing. The worst<br />

part is it doesn’t take much. Amounts as<br />

small as 1,000 ppm of water are enough<br />

to create air bubbles that prevent oil<br />

slingers, ring oilers, and collar oilers from<br />

operating efficiently.<br />

Oil Flow Restrictions<br />

Due to its polarity, water attracts impurities<br />

such as particles, dead additives,<br />

carbon fines and resin. This attraction<br />

results in the formation of sludge and<br />

emulsions, which can enter oil ways<br />

meant to provide lubrication to bearings.<br />

26 maintworld 3/<strong>2021</strong>


ASSET MANAGEMENT<br />

The blockage then causes bearing starvation,<br />

and as we know, a starved bearing<br />

rarely lives a long life.<br />

Additive Depletion<br />

There’s no sense in using quality additives<br />

if water contamination is going to<br />

rid them of all their benefits. Depending<br />

on the type (AW, EP, rust inhibitors,<br />

detergents, dispersants, etc.), water can<br />

either hydrolyse, agglomerate, or wash<br />

additives out of the oil and onto sump<br />

floors. If you use sulphur-phosphorous<br />

EP additives, water can even increase an<br />

oil’s acid number (AN) by breaking the<br />

substance into sulfuric and phosphorous<br />

acids.<br />

Preventing Contamination<br />

Undoubtedly, the best way to avoid these<br />

moisture-related problems is to prevent<br />

the contamination from occurring. Effort<br />

expended in this area can have significant effects<br />

on reliability and availability.<br />

Steam joints: Leaking steam joints are a<br />

major source of water contamination. Typically,<br />

escaping steam is blown against bearing<br />

housings on the back side of dryer sections.<br />

The resulting condensate contaminates the<br />

oil system.<br />

Seals: Most bearing housings are fitted<br />

with a labyrinth-type seal that allows water<br />

to pass through into the bearing housing.<br />

Flingers or stationary add-on shields improve<br />

the protection afforded to the bearing.<br />

Inspections: Check lubrication drainage<br />

systems for holes or openings that allow<br />

water or water vapor to get into the system.<br />

Such problems are commonly found in<br />

vents. Consistently check piping for holes.<br />

Oil/water heat exchangers: The<br />

purpose of these units is to cool the oil as it<br />

returns to the reservoir. The design of modern<br />

systems is usually such that the oil pressure<br />

is higher than the pressure of the cooling<br />

water so that any leaks should result in<br />

oil contaminating the water, rather than<br />

the other way around. Severe leaks of this<br />

kind can be a serious problem, but it’s usually<br />

of a different kind (e.g., environmental.)<br />

Monitoring for water<br />

contamination using<br />

Ultrasound technology<br />

Measuring and preventing water contamination<br />

requires an investment in time and<br />

resources, but in the long run, it is imperative<br />

to maintaining bearing health.<br />

In the meanwhile, what you can do to<br />

avoid bearing failures is monitoring them.<br />

And ultrasound is just the perfect technology:<br />

because water contamination will<br />

increase the bearings’ friction levels, and<br />

friction generates high frequency sound,<br />

an ultrasonic instrument will be able to indicate<br />

what’s going on with the bearing.<br />

Either by measuring dB levels and comparing<br />

them to a dB baseline, or by simply<br />

assessing the sound quality coming from<br />

the bearing, an ultrasonic instrument will<br />

inform the inspector about the condition<br />

of the bearing. This is particularly useful<br />

for facilities with water contamination<br />

issues – you can then easily monitor your<br />

bearings, observing which ones are above<br />

their dB baseline. Instruments such as the<br />

Ultraprobe 10000 or Ultraprobe 15000<br />

from UE Systems are recommended for<br />

this application.<br />

Solutions to monitor your bearings<br />

remotely are also available, via ultrasonic<br />

sensors connected to data processing<br />

devices. This can be a big-time saver, allowing<br />

maintenance teams to focus their<br />

efforts on tackling the water contamination<br />

issue. The OnTrak SmartLube, for<br />

example, is effective in reducing the time<br />

spent lubricating bearings – in many cases<br />

by 95 percent. It will provide alerts as soon<br />

as friction is detected, giving inspectors<br />

the opportunity to regrease remotely with<br />

the touch of a button. Having this technology<br />

in place allows you more time and<br />

energy to focus on addressing pesky water<br />

contamination and other areas in need of<br />

improvement in your plant.<br />

3/<strong>2021</strong> maintworld 27


PARTNER ARTICLE<br />

The Way you Install your<br />

Rotating Machinery<br />

is the Way it Will Perform!<br />

Because of my many years of experience in the field of installation<br />

and maintenance of rotating equipment I can say that installation is<br />

a fundamental thing. But why is this phase so important?<br />

WELL, BECAUSE THE INSTALLATION HAS<br />

DIRECT IMPACT ON THE MACHINERY,<br />

and it will determine operating conditions,<br />

performance, and life cycle cost.<br />

Basically, the way you install your rotating<br />

equipment is the way it will perform.<br />

And personally, I always ask myself<br />

why companies buy a million-dollar<br />

equipment and let unexperienced<br />

installers do the installation. Then, they<br />

spend another million dollars in condition<br />

monitoring watching them fail.<br />

Don’t get me wrong; condition<br />

monitoring is extremely important to<br />

understand what is happening to the<br />

machines and detect an early failure.<br />

But the fact is that most of the failures<br />

occur due to poor installation and design.<br />

Here, let’s focus on the installation<br />

phase of rotating machinery.<br />

What do we expect from our<br />

machinery?<br />

• Reliable operation - We expect<br />

our rotating equipment to deliver<br />

its intended purpose or service<br />

without failure.<br />

• High performance - We expect<br />

our equipment to perform as per<br />

design.<br />

• Long service life - If our equipment<br />

has been designed for 20 or 30<br />

years of operation, that is what we<br />

want to achieve.<br />

• Low maintenance cost - We expect<br />

not to spend any additional money<br />

after the investment has been<br />

made.<br />

ROMAN MEGELA,<br />

Senior Reliability<br />

Engineer,<br />

Easy-Laser AB<br />

Responsibilities towards the<br />

installation<br />

Communication, Procedures, and Integrity.<br />

These are responsibilities which are<br />

so important in the installation phase. Let<br />

me explain:<br />

Communication – It is a must to assure<br />

proper communication among the Design,<br />

Engineering, and Installation teams.<br />

We know there are constant challenges to<br />

keep the installation work to be on time<br />

and within specifications. The teams must<br />

have constant communication to be able<br />

to solve any difficulties or changes. In the<br />

real world not everything fits as it fits on<br />

the drawings. I think many of you have<br />

experienced this, right?<br />

Procedures - Installation procedures<br />

must be created according to design specifications<br />

and every member of the team<br />

must be familiar with them. Depending on<br />

which industry, the procedures will differ<br />

from each other. It is not the same thing to<br />

perform installation on the nuclear plant<br />

compared to pharmaceutical industry.<br />

There should always be a reference to<br />

which specific standard belong to the<br />

site where the installation is taking<br />

place. API Recommended Practices for<br />

Machinery Installation and Installation<br />

Design (API 686) are perfect foundation to<br />

start with.<br />

Integrity - Integrity is an important part<br />

of the installation phase and it starts with<br />

Safety. Everyone who participates in the<br />

installation must go through safety training.<br />

Specific trainings must be performed such<br />

as working in heights, confined spaces, fire<br />

protection or chemicals handling. Breaking<br />

the safety rules will put the project behind<br />

the schedule therefore it is very important<br />

to follow them.<br />

Always do things in the right<br />

order<br />

The installation of the rotating equipment<br />

must follow certain order. The order of the<br />

installation procedures is designed always<br />

to start from the base. Foundations are the<br />

cornerstone of the entire installation. They<br />

are designed to hold rotating machinery and<br />

transfer and dissipate stresses and dynamic<br />

forces produced by pulsations and processes.<br />

Therefore, special attention must be paid to<br />

the foundations. They must be flat, coplanar,<br />

and levelled. If we skip the order of the installation<br />

procedures, we will not be able to<br />

complete further steps and not achieve reliable<br />

operation of our rotating equipment.<br />

Finally, all the work must be properly documented<br />

during the process by creating digital<br />

reports to be able to review and compare<br />

the values and data. This is important for the<br />

references because further work will depend<br />

on the results.<br />

If you, like me think this is super important<br />

and interesting, let’s connect on LinkedIn,<br />

and we can learn more from each other!<br />

28 maintworld 3/<strong>2021</strong>


RELIABILITY<br />

Are Any of These Elements<br />

Holding Back Your Maintenance<br />

Improvement Strategy?<br />

A look at five common trouble areas that derail reliability<br />

Over the last 15 plus years, I have watched many organizations both flounder and<br />

succeed at maintenance and reliability improvement. I have witnessed many spend<br />

considerable effort without creating the return on investment that they promised<br />

their stakeholders. In my opinion, there are 5 very common reasons that these<br />

experiences demonstrated success, or failure.<br />

SHON ISENHOUR<br />

CMRP CAMA,<br />

Eruditio<br />

Sisenhour@eruditio.com<br />

I AM GOING TO TALK about those five,<br />

not as silver bullets or shortcuts to successes<br />

with your change initiative, but<br />

more so as requirements without which,<br />

you will be marginally successful at best.<br />

Out of the five, some are very obvious to<br />

many, but others may not be as apparent.<br />

While we do not have time to cover<br />

all the ins and outs of each, I will give a<br />

few reasons why each is important and<br />

how they help with your success. Please<br />

know these are not the answer to all your<br />

reliability and maintenance problems.<br />

You must implement many other foundational<br />

elements, but these are the ones<br />

that I have watched limit success the<br />

most over the years. So, without further<br />

ado here they are...<br />

• Applying leadership and change<br />

management practices<br />

• Executing from a project plan<br />

• Creating success by using a pilot<br />

area implementation strategy<br />

• Driving a problem-solving culture<br />

• Building a real planning and<br />

scheduling organization<br />

Leadership and change management are<br />

likely the most obvious in the group. We<br />

know we need to lead the organization<br />

through the change from reactive maintenance<br />

to proactive maintenance but<br />

either we are not comfortable with it, or<br />

we do not take the time to understand it.<br />

Many organizations want to hurry up<br />

and get started. They don’t take the time<br />

to get a clear vision and mission for the<br />

maintenance improvement strategy or<br />

identify and prioritize the risk associated<br />

30 maintworld 3/<strong>2021</strong>


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RELIABILITY<br />

with a change of this magnitude. They<br />

don’t look at the root cause of their past<br />

implementation failures. They want to<br />

just get started on the technical part of<br />

the implementation as soon as they can.<br />

Done right, the leadership team<br />

of your implementation should have<br />

worked multiple months or more depending<br />

on their focus and time availability<br />

to prepare before bringing the<br />

larger organization into the mix. They<br />

should be able to articulate the vision<br />

in their own words and know the early<br />

risks they will likely face so that they can<br />

have strategies identified for execution<br />

against those risks. They should model<br />

the behaviours they want from the organization<br />

(proactiveness) and not just<br />

be reacting to things as they happen<br />

within the implementation. They need<br />

to look like ducks: calm on the surface<br />

because they have prepared but under<br />

the water, they are kicking furiously to<br />

stay ahead of the teams and any issues<br />

they face. The implementation teams<br />

will look to the leaders for this and if<br />

they don’t see it then they will start to<br />

wander in the wrong directions and<br />

possibly get lost on their journey. Think<br />

of it as a long hike; if I don’t trust that<br />

my leaders know where we are going<br />

and what we might face, then I think I<br />

would prefer to hike back to the base<br />

camp where it is safe, comfortable, and<br />

predictable and I will not likely be eaten<br />

by a bear. You don’t have to know everything<br />

about the subject or what we will<br />

encounter, but you should know enough<br />

to have a plan, ask the right questions,<br />

bring the bear spray, find the right people<br />

to be involved, and occasionally hold<br />

our hands during the tricky parts of the<br />

hike. There is so much more to leadership<br />

and change management, but these<br />

are some of the elements that I see trip<br />

up the leadership team and drive the<br />

hiker back to camp or off a cliff during<br />

the journey.<br />

Executing from<br />

a project plan<br />

The second element is to create a plan of<br />

execution. It starts with understanding<br />

where you are and then looking at that<br />

32 maintworld 3/<strong>2021</strong>


RELIABILITY<br />

the leak, then understand why the leak is<br />

happening, then fix the leak, then we can<br />

begin to mop up the water. To provide a<br />

more maintenance-specific example you<br />

don’t need to implement operator care or<br />

autonomous maintenance to free up maintenance<br />

resources for firefighting or emergency<br />

reactive repairs. If that is the world<br />

you are living in, then in essence you are<br />

mopping the floor while the water floods in.<br />

Not only that, but you also look silly asking<br />

operations to be proactive when you and<br />

your maintenance organization are still<br />

fully in the reactive maintenance world.<br />

There is an order in which you need to<br />

implement the elements of reliability and<br />

maintenance improvement. It is not the<br />

same for everyone or every site. You need<br />

to understand your specific issues and reasons<br />

for the change in your organization.<br />

Then, understand the vision for the future<br />

support it. Pick a pilot area. An area where<br />

you can, without a doubt, be successful. If<br />

you are not successful in the pilot area, then<br />

your chances of being able to implement in<br />

other areas diminishes rapidly.<br />

The second big mistake I see here is that<br />

the area that is selected is too risky. The<br />

high-risk selections come from leadership<br />

teams that are trying to solve an issue in a<br />

problem area that might be your problem<br />

area for another reason. For example, “Let’s<br />

improve maintenance in area X because we<br />

need more volume or throughput.” However,<br />

had they really looked to ensure success<br />

and understand the issues, they would have<br />

noticed that this area is running a product<br />

that the equipment was not designed to run<br />

and has a high operational turnover so the<br />

equipment is being told to do things that<br />

it just physically cannot do by unskilled<br />

operators, or maybe they would find that<br />

WITHOUT MAINTENANCE PLANNING, YOUR RELIABILITY<br />

IMPROVEMENT IS DOOMED.<br />

vision and mission and developing the<br />

plan to get to the new level of performance.<br />

Many sites over the years have not taken<br />

the time to really figure out what needs to<br />

happen in order to get to their vision or future<br />

state on time. What do they do? Without<br />

understanding where they truly are,<br />

they just do things. They decide to tackle<br />

random improvement strategies. They get<br />

a list from a book or corporate that is not<br />

tied to the issues at the site or the goals and<br />

vision. I would compare this to trying to<br />

mop the floor dry when we have not identified<br />

where the leak is coming from. You<br />

can mop for days but the water just keeps<br />

coming. You need an order of execution or<br />

a master plan if you will. It should make it<br />

clear that first, we must find the source of<br />

state and let that help you select both the<br />

order and the elements that become part of<br />

your plan.<br />

Creating success<br />

The next area that trips many organizations<br />

up is that they spread themselves too<br />

thinly from an implementation resources<br />

perspective. They try to do everything<br />

everywhere in the organization. In most,<br />

if not all organizations we have limited<br />

people and financial resources and we have<br />

to build our implementation strategy with<br />

that in mind. You should not plan to paint<br />

an entire building with one three-inch<br />

brush and two painters painting a brick<br />

here and a brick there. You could, but most<br />

organizations do not have the patience to<br />

wait on the painted bricks to join up and<br />

generate the results they expect. If I have<br />

one brush and two painters then I am going<br />

to train those painters to be as effective<br />

as possible and then have them tackle one<br />

small section at a time, maybe a wall of 600<br />

bricks, so that the organization can see the<br />

change in that area and imagine what the<br />

change will look like once we paint more.<br />

To put this into maintenance terms, you<br />

don’t want to try and do every facet of reliability<br />

improvement in every area of the<br />

plant all at once. It will not connect, the<br />

vision gets lost, and you likely just cannot<br />

the leadership in that area is disengaged or<br />

unskilled. It would be hard to be successful<br />

with a maintenance improvement strategy<br />

if that is your pilot area.<br />

So, to increase your chances of success,<br />

pick an area that you have the resources to<br />

manage and can guarantee success because<br />

you have the unwavering support of the<br />

area leadership, as an example. Think not<br />

about your bottlenecks or trouble spots<br />

alone, because that is how the trap is set<br />

and then we fall and fail.<br />

Driving a problem-solving<br />

culture<br />

The next area that trips up many is based<br />

on the thinking that problem-solving and<br />

root cause analysis is something you should<br />

start employing after you have data in your<br />

enterprise asset management system, and<br />

you have many of the tenets of reliability<br />

started. This could not be further from the<br />

truth. You have to understand what is at<br />

the root of your past failures during other<br />

implementations or simply why you never<br />

implement at all. You need to know what<br />

has held you back. I also do not mean just<br />

a simple five whys or fishbone either. You<br />

need to understand what we call the systemic<br />

and latent roots. Some refer to these<br />

as organizational roots. What culturally has<br />

distracted or derailed us in the past or what<br />

3/<strong>2021</strong> maintworld 33


RELIABILITY<br />

in this area is the real issue holding back<br />

performance. Without understanding these<br />

root causes how will you know if reliability<br />

will succeed in the culture of this area?<br />

If you don’t dive into these problem areas,<br />

like we mentioned in the planning section<br />

above, and understand the real reasons<br />

for underperformance then these very issues<br />

could be the reason your maintenance<br />

improvement initiative fails in the future.<br />

When I suggest starting early with root<br />

cause analysis, I am not suggesting you train<br />

everyone in the plant, but I do believe you<br />

need a few great facilitators to support you<br />

early on in your initiative. They will serve<br />

you well and lower your stress as you begin<br />

the change initiative.<br />

Building a real planning and<br />

scheduling organization<br />

And finally, without maintenance planning,<br />

your reliability improvement is<br />

doomed. That may seem like hyperbole<br />

maybe, but my observations suggest<br />

that it is not. I have seen some great<br />

maintenance improvement initiatives<br />

stall out because of this element. It is<br />

that important. It is the one point in the<br />

process where everything flows and if it<br />

is not effective, it reduces all the results<br />

associated with it. It is a challenging<br />

element that takes a lot of focus, desire,<br />

and grit to succeed. I equate it to a leg<br />

workout at the gym, everybody knows<br />

that they need to do it but very few people<br />

want to or enjoy doing it. Regardless,<br />

planning has to be done just like your<br />

leg day or you will be weak at your very<br />

foundation.<br />

Good planning improves<br />

safety, efficiency, and<br />

effectiveness<br />

So, what is good planning? It is identifying<br />

the work that needs to be done<br />

and building a job plan that improves<br />

safety, efficiency, and effectiveness for<br />

the executing party. It is building a job<br />

plan library where you can save, and<br />

reuse job plans so that more of the work<br />

that is executed is done with a plan and<br />

with precision. It is creating job kits that<br />

contain all the parts required to perform<br />

the repair.<br />

IMPLEMENTATION TEAMS WILL<br />

LOOK TO THE LEADERS FOR THIS<br />

AND IF THEY DON’T SEE IT THEN<br />

THEY WILL START TO WANDER<br />

IN THE WRONG DIRECTIONS.<br />

Why should we plan? It reduces the<br />

introduction of defects during maintenance<br />

repairs, while also reducing the<br />

time required to complete the work.<br />

This affects the amount of downtime required<br />

and the amount of maintenance<br />

craft hours required for the job. Many<br />

companies are struggling to find skilled<br />

maintenance technicians to meet the<br />

needs of the site. Planning can reduce<br />

the number of technicians required and<br />

provide the precision maintenance information<br />

they need to excel beyond their<br />

skill level.<br />

It is not as simple as just creating the job<br />

plan of course, you have to have the supervision<br />

and change management in place<br />

to require the use of the job plans as well.<br />

The supervisors must drive continuous<br />

improvement by getting feedback from the<br />

technicians to the planners to refine the job<br />

plans over time and of course the planners<br />

must be expected to edit the job plans and<br />

carefully store them in the job plan library<br />

until they can be used again.<br />

If this element is done correctly though<br />

it will be a game changer for the organization.<br />

The use of these planned jobs can<br />

reduce your cost to execute the work by five<br />

to seven times. That will allow you to do<br />

more with the resources you have allowing<br />

for greater success for the maintenance improvement<br />

strategy.<br />

So, has your organization embedded all<br />

five of these foundational pieces into your<br />

reliability improvement strategy? What<br />

are you missing? What issues can you see<br />

that could be connected to those missing<br />

elements? How can you incorporate them<br />

into your strategy moving forward? As you<br />

are thinking about making changes to your<br />

current strategy don’t forget element one:<br />

change management and the communication<br />

of the change to the strategy. If you<br />

would like to discuss your specific situation,<br />

do not hesitate to reach out and we can talk<br />

through your specific challenges and refine<br />

your master plan for your success with reliability<br />

and maintenance improvement and<br />

at the higher level the generation of a more<br />

profitable site and company.<br />

D<br />

34 maintworld 3/<strong>2021</strong>


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LEADERSHIP<br />

The<br />

s of Leadership:<br />

For times of uncertainty<br />

and change<br />

THOMAS J. FURNIVAL,<br />

Vice President,<br />

MARSHALL<br />

INSTITUTE, INC.<br />

Life in <strong>2021</strong> is starting<br />

to resemble the opening<br />

of the Charles Dickens’<br />

classic novel, A Tale of<br />

Two Cities, “It was the<br />

best of times, it the worst<br />

of times, it was an age of<br />

wisdom, it was an age of<br />

foolishness”.<br />

We are experiencing a triad of rapid<br />

change with digital transformation,<br />

the skills gaps, and COVID-19. The onslaught<br />

of daily changes has created incredible<br />

amounts of anxiety, stress, and<br />

uncertainty, which can leave us feeling<br />

like it’s the “worst of times”. At the same<br />

time, these changes present lessons to<br />

learn from and great opportunity for<br />

those who successfully adapt, making us<br />

also feel like it could become the “best of<br />

times”.<br />

36 maintworld 3/<strong>2021</strong>


LEADERSHIP<br />

Triad of Change<br />

DIGITAL TRANSFORMATION<br />

A tsunami of new technology is reaching<br />

the shore. The amazing and sometimes<br />

complex technologies of cloud, mobile<br />

CMMS, connected sensors, robotics, machine<br />

learning, AR, VR, AI, digital twins,<br />

and more, are creating excitement and<br />

anxiety in equal measure.<br />

Many companies are rushing to adopt<br />

new technologies either out of excitement<br />

or from fear of being ‘late to the<br />

game’. Regardless of the motivation,<br />

the rush to transform can result in ineffective<br />

use of the new tech, selecting<br />

the wrong technology for the need, and<br />

bringing internal frustrations and confusion<br />

to a boiling point.<br />

Although I think digital transformation<br />

will be slower than what others may<br />

predict, I am confident that industry<br />

will continue down this path of an everincreasing<br />

digital ecosystem. So, this is<br />

something we must come to terms with<br />

and learn how to appropriately select the<br />

right tech, offering the needed benefits,<br />

which supports the goals of the business.<br />

Alternatively, we must have the patience<br />

and courage to wait. Not every cut requires<br />

a ‘digital bandage’.<br />

TECHNICAL SKILLS GAP<br />

Although the skills gap has been talked<br />

about for 20 years now, it unfortunately<br />

remains a significant issue. Many companies<br />

(especially in the United States)<br />

are short on the skilled technical talent.<br />

This issue raises its ugly head each shift<br />

for some departments. Underskilled<br />

labor is contributing to unsafe work and<br />

working conditions, over-worked and<br />

overburdened skilled staff, higher turnover,<br />

lower quality work, lower productivity,<br />

greater expense for quick training<br />

and upskilling, and may more issues.<br />

WE ARE EXPERIENCING A TRIAD<br />

OF RAPID CHANGE.<br />

The deficiency in technical skills is<br />

being exacerbated by both the impact<br />

of COVID-19 and the pressure digital<br />

transformation is putting on the need for<br />

newer types of skills like programming,<br />

cyber security, and data science to name<br />

just a few.<br />

COVID-19<br />

We can’t forget the global villain, COV-<br />

ID-19, as much as we may try. It continues<br />

to hurt our health, commercial<br />

activity, work practices, and our feeling<br />

of normality. This pernicious virus has<br />

impacted work and job availability, work<br />

schedules, work locations, and more.<br />

Social and corporate policies are shifting<br />

daily, which has the feeling of being<br />

stopped at traffic lights on the highway.<br />

The constant commercial stop-start<br />

stutter is aggravating and seriously interrupting<br />

our momentum.<br />

Add the worry and uncertainty of<br />

COVID, with the challenges and frustrations<br />

of the skills gap and corporate<br />

‘arms race’ for digital transformation, we<br />

truly are finding ourselves in a triad of<br />

constant and complex change.<br />

How can leadership show us the<br />

way to better times?<br />

Change can be scary at the best of times.<br />

With the coming together of the dramatic<br />

change that’s taking place currently<br />

it can be downright terrifying.<br />

We are experiencing incredible levels of<br />

overwhelming, complex, and uncertain<br />

change in our lives. So, what can we do?<br />

THIS IS A TIME FOR REAL LEADERSHIP<br />

TO STEP UP.<br />

Real leadership is the behavior directed<br />

at providing service to others. I am not<br />

referring to those with higher ranking<br />

positions or titles, although I expect their<br />

support here too. True leadership is by<br />

the people for the people, and I truly believe<br />

that it’s our own choice to lead.<br />

As the world gets faster, more complex,<br />

and more anxious, the appropriate response<br />

is to slow down and to simplify. It’s<br />

time to go back to basics, as foundational<br />

3/<strong>2021</strong> maintworld 37


LEADERSHIP<br />

as the ABCs. These three powerful concepts<br />

will help to refocus our leadership<br />

mindset, actions, and contribution.<br />

The Leadership ABCs<br />

AWARENESS<br />

Being aware of how the events and situations<br />

affect you and the people around<br />

you is an extremely important foundation<br />

for leadership. It’s essential to be<br />

aware of how you are doing in order to<br />

lead and support others. Being aware of<br />

how your team is feeling and reacting<br />

to events and situations is essential to<br />

helping them survive and grow through<br />

challenges.<br />

It’s important to be aware of our feelings<br />

and emotions. Psychologist Susan<br />

David explains, “emotions are data, not<br />

directives”. Just because we are feeling<br />

anxious doesn’t mean we have to<br />

become anxious for prolonged periods.<br />

Paying attention to our feelings gives us<br />

data on how we are biologically and psychologically<br />

reacting to situations. When<br />

we are aware, we choose how we move<br />

forward.<br />

Be aware of what you can control and<br />

can’t control. This is important for managing<br />

anxiety and stress. In so many cases<br />

all that we control is how we choose to<br />

respond to any given situation.<br />

Be aware and acknowledge the people<br />

and things you should be truly grateful<br />

for. Being able to sincerely experience<br />

gratitude helps to buffer us from negative<br />

effects of change and challenge. Do<br />

you express gratitude regularly for<br />

your health, your family, your job, your<br />

home, and the likely many things you<br />

are blessed with? If you find this notion<br />

cheesy, I implore you to give it a sincere<br />

try. It’s positively game-changing to your<br />

outlook and experience.<br />

BEHAVIOR<br />

Are you behaving in a way that supports<br />

those around you, and your shared mission?<br />

How are you helping others grow<br />

through these challenges and change?<br />

Now more than ever we need to be kind<br />

to each other. Leadership by nature is supportive.<br />

True leaders are understanding<br />

to what others are going through and supportive<br />

with what they’re trying to accomplish.<br />

True leadership is compassionate to<br />

other people’s struggles. Leaders show love.<br />

Do your best to anticipate upcoming<br />

changes and shifts, or at least be prepared<br />

for the effects of known changes. Accept<br />

that which you did not anticipate and adapt<br />

as you need to make the most out of the situation.<br />

Remember Napoleon Hill’s inspiring<br />

statement that “every adversity, every<br />

failure, every heartache carries with it a<br />

seed of an equivalent or greater benefit”. It<br />

is up to you to be ready to find, plant, and<br />

water that seed of opportunity.<br />

COMMUNITY<br />

Feeling overwhelmed in a time of great<br />

change and crisis is normal. We can feel<br />

lonely and terrified, and sometimes this can<br />

be debilitating. The remedy is community.<br />

Community built around a common<br />

struggle or shared mission creates sincere<br />

togetherness. Connection with others destroys<br />

fear and anxiety. Use your leadership<br />

awareness and behavior to build or contribute<br />

to a community. We need sincere<br />

connection focused on a common mission,<br />

sustained by respectful and compassionate<br />

communication and collaboration.<br />

In times of crisis, real leadership amplifies<br />

the importance of community and<br />

fosters the spirit of meaningful connection<br />

and togetherness. Look for ways to provide<br />

those around you with the community they<br />

need and the connection they desire.<br />

Put the ABCs into Practice<br />

Holocaust survivor Viktor Frankl exemplified<br />

that the last of human freedoms is to<br />

choose our own attitude in any given set of<br />

circumstances. Although we may not love<br />

what’s happening in the world today, it is<br />

our choice how to think, feel, and respond<br />

to the uncontrollables that surround us.<br />

As life gets overwhelming and complex,<br />

leaders simplify. As life becomes uncertain,<br />

leaders gain awareness. As rapid change<br />

negatively impacts people’s feelings and<br />

attitudes, leaders intentionally support<br />

others through understanding, care, and<br />

compassion. As life feels disconnected and<br />

lonely, leaders grow community and connection.<br />

And as life becomes more digital,<br />

let’s remember the importance of being<br />

human.<br />

Awareness, Behavior, and Community<br />

are three ways to provide comfort, direction,<br />

hope, and growth to those you are<br />

officially and unofficially responsible for.<br />

The better we use our leadership ABCs, the<br />

greater the chance in making this the best<br />

of times, or at least prevent it from feeling<br />

like the worst of times.<br />

38 maintworld 3/<strong>2021</strong>


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MISSION CRITICAL MAINTENANCE &<br />

RELIABILITY SOLUTIONS<br />

All departments must work together to achieve the shared mission<br />

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and strategic contributor to plant performance. Let us be your<br />

mission control to elevate reliability and take production to new<br />

heights.<br />

Launch your mission today at<br />

www.marshallinstitute.com


ASSET MANAGEMENT<br />

Higher energy efficiency -<br />

an imperative from the current<br />

sustainability megatrend<br />

According to the International Energy Agency (IEA), electricity demand will increase<br />

by up to more than 60 percent in the current decade, depending on the region.<br />

ALEXANDER LEIS, New Business Development Manager at Klüber Lubrication<br />

THE REASONs for this are the electrification<br />

of mobility and the use of more and<br />

more electrical appliances such as air<br />

conditioners and heat pumps. Last but<br />

not least, the conversion of various industries<br />

such as the chemical or steel industry<br />

to new processes that want to use hydrogen<br />

as an energy carrier or educt also<br />

plays a role. After all, this is also produced<br />

by means of hydrolysis through the use of<br />

electric power.<br />

All these changes are leading to competition<br />

for electricity as a resource.<br />

Even with rapid expansion of generation<br />

capacities, the result is likely to be<br />

rising electricity prices and rising CO2<br />

emissions, since a large proportion of the<br />

global electricity mix is still based on fossil<br />

fuels.<br />

The latter is poison for fighting the<br />

climate change, the former for the profitability<br />

of energy-intensive companies<br />

such as refrigeration plant operators,<br />

whose operating costs are largely caused<br />

by their electricity consumption.<br />

40 maintworld 3/<strong>2021</strong><br />

How can both negative effects be avoided<br />

or at least mitigated? The answer lies in<br />

increasing the energy efficiency of companies<br />

and, consequently, of your plants.<br />

There are several ways to achieve this.<br />

One of them is the acquisition of<br />

new, technologically advanced equipment.<br />

However, not every company can<br />

afford capital-intensive investments.<br />

Another option is retrofitting, i.e.<br />

retrofitting existing plants. This also<br />

includes changing the lubricants used.<br />

In fact, increases in energy efficiency<br />

of several percent can be achieved by<br />

using precision-fit, high-performance<br />

synthetic lubricants instead of mineral<br />

oil-based lubricants.<br />

This type of upgrade is also possible<br />

for refrigeration systems or in the case of<br />

refrigeration compressors.<br />

How can energy savings be realized<br />

in refrigeration systems with the help of<br />

lubricants and application knowledge?<br />

Lubricants basically have various functions<br />

in a tribological system.<br />

In refrigeration compressors, these<br />

include reducing friction as well as removing<br />

heat from heat-stressed areas.<br />

In screw compressors in particular,<br />

the lubricant also performs a sealing<br />

function by closing the gap between<br />

the two rotors in the compression<br />

chamber, thus preventing the refrigerant<br />

from flowing back from the<br />

high-pressure side to the low-pressure<br />

side. In addition, the tendency<br />

to evaporate as well as the change in<br />

viscosity over a longer period of time<br />

plays a major role in the energy efficiency<br />

of a compressor system.<br />

Above all, a lubricant's tendency to<br />

evaporate and its resistance to aging<br />

determine the formation of residues<br />

and thus the cleanliness of a system.<br />

That a clean system runs more efficiently<br />

than a dirty one is self-explanatory.<br />

In short, the better a lubricant<br />

performs the functions listed, the<br />

higher is the energy efficiency of a<br />

refrigeration system in the end.<br />

The lubricants themselves differ<br />

significantly in the dimensions of base<br />

oil, additives and viscosity. Even within<br />

these dimensions, there are considerable<br />

differences in quality. In other<br />

words, even the same type of base oil,<br />

for example, hides different qualities<br />

that ultimately determine the performance<br />

of the lubricant used.<br />

Basically, it can be stated that synthetic<br />

high-performance lubricants<br />

are superior to mineral oil-based<br />

products. Nevertheless, it is important<br />

to select the right high-performance<br />

lubricant with care to avoid<br />

problems with seals or with compatibility<br />

with the previously used<br />

lubricant.


ASSET MANAGEMENT<br />

Proof of energy savings by<br />

means of measurements<br />

Synthetic high-performance lubricants differ<br />

not only in their superior performance,<br />

for example, compared with mineral oilbased<br />

products, but also in their much higher<br />

price. Nevertheless, their use is generally<br />

worthwhile not only from an environmental<br />

point of view but also from an economic one.<br />

However, an estimate of the energy and<br />

cost savings is not always sufficient for a<br />

well-founded investment decision. Especially<br />

not if a changeover to a high-performance<br />

lubricant is appropriate as a measure to<br />

increase energy efficiency as part of a monitoring<br />

audit of an ISO 50001 certification.<br />

Concrete proof of increased energy efficiency<br />

by means of measurements can then help.<br />

There are different approaches to prove<br />

the increased energy efficiency of the equipment<br />

and thus also the energy savings. A<br />

common mistake here is the assumption<br />

that a quick glance at the electricity meter<br />

is enough. This is, of course, only a snapshot<br />

that merely represents the current electricity<br />

consumption in an unknown operating<br />

state.<br />

Precisely to prevent such errors, there<br />

are standards that define how a measure to<br />

increase energy efficiency is to be measured<br />

to be able to make a reliable statement at<br />

the end regarding the savings achieved. The<br />

best-known standards include the following:<br />

- the International Performance Measurement<br />

and Verification Protocol<br />

- the ISO 50015<br />

Figure 1: Electricity demand outlook in selected regions/countries in the Stated Policies<br />

Scenario, 2019-2030 (IEA, 2020).<br />

Both standards are very similar in content<br />

and, among other things, make the statement<br />

that verification of energy savings is<br />

not possible or meaningful without considering<br />

the influencing factors (influence on<br />

the energy consumption of a system).<br />

Klüber Lubrication<br />

Klüber Lubrication not only offers its<br />

customers expertise when it comes<br />

to selecting the right lubricant, but<br />

also carries out corresponding measurements<br />

according to international<br />

standards on the customer's plant if<br />

required as part of the "KlüberEnergy"<br />

service program (see Figure 2).<br />

The measured<br />

The KlüberEnergy Service Program<br />

has achieved energy savings<br />

on several refrigeration plants. For<br />

example, a reduction in energy consumption<br />

of more than 3 percent<br />

or around 28 MWh per year was<br />

achieved and verified on a refrigeration<br />

compressor of an Italian food<br />

manufacturer.<br />

Together with the cost savings<br />

resulting from the longer service life<br />

of the Klüber Lubrication lubricant,<br />

the savings add up to more than EUR<br />

4,300 per year with a payback period<br />

of only 4 months. The absolute savings<br />

will now be maximized by converting<br />

all refrigeration compressors<br />

to Klüber Lubrication's lubricant.<br />

KlüberEnergy<br />

Energy Efficiency<br />

Figure 2: KlüberEnergy overview<br />

Energy consulting<br />

Evaluation of equipment<br />

and report on energy<br />

savings potential<br />

Find out which of your<br />

equipment has a real potential<br />

for energy reduction<br />

Energy<br />

measurements<br />

Professional measurement<br />

of all relevant influencing<br />

factors before and after<br />

application optimization<br />

Maximize efficiency in<br />

measurement to avoid<br />

retrials<br />

Services for optimum energy efficiency<br />

of your lubricant application.<br />

Reports on concrete savings.<br />

Energy consulting<br />

(tribo-system)<br />

Energy analysis<br />

Analysis of measurement data<br />

Provide complete transparency<br />

regarding savings and energy<br />

consumption with a high level<br />

of confidence<br />

Energy measurements<br />

Energy analysis<br />

Reporting<br />

Translation of analysis results<br />

into relevant key figures<br />

Clear and simple reporting<br />

of relevant values, e.g. cost<br />

savings, CO2 emissions, ROI,<br />

energy consumption<br />

Reporting<br />

(energy + cost savings)<br />

SOURCES:<br />

IEA, Electricity demand outlook in selected regions/countries in the Stated Policies Scenario, 2019-2030, IEA,<br />

Paris https://www.iea.org/data-and-statistics/charts/electricity-demand-outlook-in-selected-regions-countries-in-the-stated-policies-scenario-2019-2030<br />

3/<strong>2021</strong> maintworld 41


ASSET MANAGEMENT<br />

Reliability is<br />

About Two Things!<br />

Have you ever experienced<br />

a Reliability and<br />

Maintenance Improvement<br />

Project where it<br />

feels like you are drowning?<br />

High level project<br />

plans, a lot of meetings<br />

and the latest buzzwords<br />

being thrown around to<br />

describe what you should<br />

do. Sound familiar?<br />

OWE FORSBERG,<br />

IDCON,<br />

Vice President.<br />

HAVE YOU BEEN INVOLVED in implementing<br />

a new computer system that<br />

“will improve maintenance by 50<br />

percent” but so far it hasn’t made any<br />

improvements? Have you seen projects<br />

where a consultant from one of the BIG<br />

consulting companies was brought in<br />

to decrease maintenance costs and yet<br />

a year later, somehow, the cost is higher<br />

than before? The company may have<br />

started a major training program in<br />

reliability and maintenance but there<br />

is no improvement to show for that<br />

either. Or maybe a decision was made<br />

to change the organizational structure<br />

where maintenance employees report<br />

in small units of the Operations organization.<br />

Could it be the changes in your organization<br />

have led to a lack of training<br />

and vision for reliability—the maintenance<br />

technicians are expected to<br />

repair the equipment as soon as possible<br />

instead of practicing prevention<br />

and condition monitoring. Part of the<br />

change was to put all maintenance<br />

42 maintworld 3/<strong>2021</strong>


ASSET MANAGEMENT<br />

technicians on shifts so that repairs<br />

could be done faster, which led to many<br />

parts of the preventive maintenance<br />

and condition monitoring tasks being<br />

left behind. Have you been a part of<br />

outsourcing maintenance to contractors?<br />

Have you noticed an increase in<br />

the number of equipment breakdowns<br />

since you started to use contractors?<br />

Hopefully, you haven’t seen all these<br />

pain points in your organization.<br />

What is needed?<br />

How do you focus on reliability and<br />

maintenance to ensure that there are<br />

value added improvements in throughput<br />

and that unit cost decreases? It<br />

comes down to some of these fundamentals:<br />

• Improved planning of work<br />

• Improved equipment technical<br />

data and Bill of Materials<br />

• Improved scheduling of daily and<br />

weekly work orders<br />

• An optimized PM system<br />

• Technicians trained on the equipment<br />

and instrumentation<br />

• Organized spare parts<br />

• Input on new equipment and projects<br />

to improve reliability and<br />

maintainability<br />

You are sitting in meetings all day long,<br />

and we know that nobody can stay focused<br />

in that situation.<br />

There are two things that will improve<br />

maintenance! What I mean by<br />

improving maintenance is improving<br />

reliability and lowering the total cost.<br />

Everything we do in maintenance<br />

leads back to TWO things:<br />

1. Prevent failures, which extends the<br />

life of the equipment<br />

2. Find failures early and make efficient<br />

repairs safely and of high<br />

quality<br />

How do we get to this state of being<br />

good at two things? Maintenance and<br />

reliability are built on several key<br />

processes, and these need to be implemented<br />

and executed with discipline<br />

and rigor.<br />

IDCON Circle of Continuous<br />

Improvement<br />

Market and Production Plan:<br />

You are a successful manufacturer,<br />

and the market wants more of your<br />

products. The market drives the plant’s<br />

production plan. There are other players<br />

competing on the market that are<br />

putting pressure on you to lower cost<br />

per unit and improve quality.<br />

Maintenance Planning and Scheduling:<br />

The plant is operating at max<br />

capacity and every time equipment is<br />

down, quality specifications are not<br />

met, or the speed (performance) goes<br />

down, revenue is decreased and sometimes<br />

delivery dates are missed for<br />

customer orders. This puts a lot of pressure<br />

on Production Planning and the<br />

Maintenance Planning and Scheduling<br />

process. Because of the market opportunity<br />

and the pressure to compete, Operations<br />

and Maintenance have started<br />

to work in a close partnership to make<br />

sure that the production and maintenance<br />

schedules are well coordinated.<br />

Preventative Maintenance and<br />

Condition Monitoring:<br />

The plant is currently trying to improve<br />

the Overall Equipment Efficiency<br />

(OEE) from 72% to 85%. This increase<br />

is valued at $50 million in additional<br />

revenue. It should also be noted that


PARTNER ARTICLE<br />

the calculation indicates that using<br />

the same amount of resources with<br />

improved OEE will decrease cost per<br />

unit, since fixed cost will be spread over<br />

more units. Increasing OEE strategically<br />

points to improving maintenance<br />

work, specifically decreasing corrective<br />

maintenance and breakdowns. It is best<br />

if we can set up work processes to prevent<br />

repairs altogether. We can prevent<br />

failures with good lubrication, correct<br />

installation, cleaning, good operating<br />

practices and correct design of equipment.<br />

To enable Planning and Scheduling<br />

of maintenance work (in addition<br />

to coordination with the production<br />

plan) there must be good Condition<br />

Monitoring (inspections) of equipment.<br />

Condition Monitoring provides<br />

lead time for Planning and Scheduling<br />

by finding failures early before they<br />

develop into breakdowns. The failures<br />

found by Condition Monitoring should<br />

be prioritized according to defined priority<br />

rules.<br />

There is now a project to utilize<br />

machine learning that installs sensors<br />

and downloads software for some of<br />

the manufacturing equipment. Craftspeople<br />

and Reliability Engineers have<br />

already started to use that information<br />

to improve their PM programs<br />

by identifying and correcting conditions<br />

that eventually lead to failure of<br />

components. In fact, the maintenance<br />

organization has direct access to the<br />

machine learning database while they<br />

are inspecting, troubleshooting, or trying<br />

to find the root cause of a failure on<br />

their tablets and laptops.<br />

Technical Database:<br />

In an effort to improve OEE, Maintenance<br />

realized that there must be a<br />

good technical database and stores to<br />

enable effective planning. The technical<br />

database that includes OEM helps<br />

the planner find instructions, materials,<br />

spares, and technical specifications.<br />

Information such as clearances, set<br />

points, torque specs, etc. needs to be<br />

included in the work order packages.<br />

Stores must be well organized to protect<br />

the condition of parts. The Bill of<br />

Materials, as part of a technical database,<br />

must be complete and up to date<br />

to ensure that information is known,<br />

and correct parts are allocated to the<br />

job. This process will decrease the<br />

amount of time spent tracking down<br />

manuals, ordering parts and executing<br />

corrective maintenance work, allowing<br />

us to focus on improving OEE.<br />

Do:<br />

Once the job is planned and scheduled,<br />

the repair is executed at high quality.<br />

The craftspeople meet with the supervisor<br />

for 15 minutes in the morning<br />

to see if there are any changes to the<br />

schedule. The schedule is posted in the<br />

maintenance shop, but all the craftspeople<br />

have the schedule up on their<br />

tablets. The schedule shows start and<br />

stop times of each job and downtime<br />

of equipment coordinated with Operations<br />

and agreed upon by the Operations<br />

and Maintenance Coordinator<br />

(OMC). The OMC is the one point of<br />

contact between Maintenance and Operations.<br />

Record:<br />

After the work is completed, the job<br />

history is recorded in the CMMS. Recording<br />

work order history will answer:<br />

What was the problem? What was done<br />

to repair the problem? How can it be<br />

prevented in the future? The craftsperson<br />

has the flexibility to do this though<br />

their tablet, phone, or laptop. Since<br />

craftspeople update the work order history<br />

daily, the maintenance schedule is<br />

up to date in real time. This helps the<br />

Figure 1: IDCON's Circle of<br />

Continuous Improvement<br />

44 maintworld 3/<strong>2021</strong>


PARTNER ARTICLE<br />

maintenance supervisor to update the<br />

weekly and daily schedule and manage<br />

the resources more effectively.<br />

Continuous Improvements:<br />

Equipment history can be analysed<br />

for continuous improvement actions<br />

through the Root Cause Problem Elimination<br />

(RCPE) process. The RCPE<br />

process analyses history by looking<br />

at equipment and components with<br />

costly and repetitive repairs. Once the<br />

root of the costly and repetitive repairs<br />

is known, corrective actions can be<br />

planned and scheduled. The organization<br />

takes pride in its problem-solving<br />

skills and eliminating equipment problems.<br />

The Reliability Engineer gives out<br />

a monthly summary report describing<br />

which root causes have been eliminated,<br />

including the worth measured in<br />

dollars.<br />

Circle of Despair:<br />

Of course, the circle of continuous<br />

improvement is not always followed.<br />

Break-in work happens because we<br />

react to an emergency (or perceived<br />

emergency) and subsequently the<br />

equipment is subject to poor-quality<br />

repairs causing us to go back to the<br />

same job. This does not mean that the<br />

technician made a mistake when doing<br />

the repair, but that the root cause<br />

problem was not eliminated. Therefore,<br />

the circle of despair is often<br />

repeated over and over. To break the<br />

circle of despair, you must focus on<br />

those two things: preventing failures<br />

that extend the life of the equipment<br />

and finding failures early to make<br />

efficient repairs safely and of high<br />

quality.<br />

3/<strong>2021</strong> maintworld 45


PARTNER ARTICLE<br />

Define the Two Things<br />

Now, when we have laid out the Core or<br />

Fundamental System, you must define<br />

how to implement and manage the two<br />

things.<br />

The first thing: Prevention. What<br />

is that? Your own health may be an<br />

example of how you think about prevention.<br />

You might eat healthily, exercise,<br />

spend time outdoors, have fun<br />

and challenge your brain. Each one of<br />

these tasks can help prevent mental<br />

and physical deterioration. To draw the<br />

parallel with equipment in processes,<br />

manufacturing and facilities, prevention<br />

includes the following:<br />

• Cleaning of equipment<br />

• Lubrication<br />

• Operation practices<br />

• Design for reliability<br />

• Alignment<br />

• Balancing<br />

• Calibration<br />

• Storage and transportation of<br />

equipment and parts<br />

• Precision maintenance following<br />

specifications during repairs and<br />

installation<br />

All the above tasks lead to healthy and<br />

extended life of the equipment.<br />

The second thing is the process of<br />

Work Management. Work management<br />

can be described as “the chain<br />

that cannot be broken.” The chain (as<br />

shown in the picture below) or work<br />

management process is a simplified<br />

view of the Circle of Continuous Improvement.<br />

Work management includes the<br />

process of Preventive Maintenance,<br />

condition monitoring (inspecting)<br />

to find failures early to get lead time<br />

for planning and scheduling, which<br />

will minimize the impact on operations.<br />

The next step is to plan work<br />

to provide a job plan that is efficient,<br />

high quality and safe. When the job is<br />

planned, we can schedule to determine<br />

when and who is going to do the work.<br />

The last step is to provide seamless execution<br />

according to the planned and<br />

scheduled work.<br />

You must ask yourselves, how well<br />

are we executing each step in the<br />

chain?<br />

Guide to Leadership and Two<br />

More Things<br />

Now, here are two more things for you<br />

to make it happen. Let’s say that you<br />

have implemented the chain of work<br />

management, but you are still treading<br />

water.<br />

A well-built work management<br />

system requires great leadership to be<br />

effective. Maintenance processes rely<br />

on people to follow the process and<br />

execution of the work. Your ability to<br />

motivate and lead people will be a big<br />

part of your road to success. Motivating<br />

your organization comes down<br />

to having a vision of the future state,<br />

communicating that vision on a regular<br />

basis, and seeing actual progress.<br />

You must involve the organization in<br />

implementing these additional two<br />

things and reward them when they<br />

succeed. You must also practice what<br />

you preach and show the organization<br />

that you know what is going on daily<br />

by measuring performance.<br />

If there are roadblocks you need<br />

to remove them, and if there are performance<br />

issues you must deal with<br />

them quickly. Leadership also includes<br />

creating partnerships and agreements<br />

with Operations and other important<br />

stakeholders. Remind yourself that the<br />

first line of maintenance starts with<br />

the operators running the process.<br />

SUMMARY OF SUCCESS<br />

The keys to success in Maintenance<br />

and Reliability:<br />

1. Focus on two things: prevention,<br />

and finding failures early to execute<br />

repairs<br />

2. Implement the chain and do not<br />

break it<br />

3. Add two more things by providing<br />

leadership and enabling people to<br />

execute maintenance well.<br />

Success = prevention + finding failures<br />

+ do not break the chain + leadership<br />

+ involving people<br />

46 maintworld 3/<strong>2021</strong>


31 st international exhibition<br />

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Extended<br />

lecture program on the<br />

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SPS on air<br />

Nuremberg, Germany<br />

23–25 November <strong>2021</strong><br />

sps-exhibition.com<br />

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Find answers to current issues as well as possible solutions for the challenges of tomorrow.<br />

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TRAINING AND EDUCATION<br />

Competence<br />

and Skills<br />

in the Era of<br />

Industry 4.0<br />

Digitalisation, Industry 4.0 and IoT transform the industrial landscape at<br />

a breath-taking pace. The technological development is rapid, but<br />

the successful application also requires human skills and capabilities.<br />

What are the most topical issues that should be included in the curriculum<br />

of newcomers and for those already in the profession?<br />

MIRKA KANS, HELENA KORTELAINEN AND LASSE METSO<br />

DIGITAL TRANSFORMATION in the form<br />

of Internet of Things (IoT) or Industry<br />

4.0 (I4.0) brings both challenges and<br />

opportunities to maintenance and asset<br />

management. The transformation<br />

makes available a broad variety of tools<br />

and technologies including smart devices<br />

and sensors, intelligent inspection,<br />

diagnosis and prognosis, cloud-based<br />

computing, simulation, location and<br />

tracking, and virtual and augmented<br />

reality (VR/AR) tools. Cloud technologies<br />

enable on-demand network access<br />

to shared information resources and<br />

mobile devices allow access to the necessary<br />

information from any location.<br />

Simulation - combined with information<br />

collected from smart sensors, devices<br />

and information systems - enables virtual<br />

presentation of a physical system<br />

i.e. digital twins. Location and tracking<br />

technologies support operator and<br />

48 maintworld 3/<strong>2021</strong><br />

equipment identification and enable<br />

traceability of the past maintenance actions<br />

and geo-localisation.<br />

Digital transformation influences<br />

maintenance, and asset management<br />

processes and offers solutions for more<br />

effective practices. The implementation<br />

of such technologies in current asset<br />

management practices is, however, not<br />

straightforward. Novel competencies<br />

and skills are needed when deploying<br />

and enrolling digital technologies into<br />

the operations and on different levels or<br />

organisation, and when maintaining intelligent<br />

equipment. The training of both<br />

experienced employees and newcomers<br />

is necessary. What knowledge and skills<br />

do maintenance and asset managers<br />

need in their working life, and what skill<br />

and competence requirements does<br />

the rapid technological development<br />

impose? In this article, we highlight domains<br />

where special attention needs to<br />

be paid to the development of new skills<br />

and competences and the content of<br />

education at all levels.<br />

Industry 4.0 induced<br />

competence needs<br />

I4.0 and IoT are changing the industrial<br />

landscape requiring new capabilities for<br />

information management. Manufacturing<br />

companies are required to collect measured<br />

data, analyse it, refine information<br />

from it, and supplement the information<br />

from it with the knowledge of their employees.<br />

One success factor is flexibility,<br />

it is enabling production companies to<br />

produce and deliver products of high<br />

quality and to adapt quickly to customer<br />

requirements. When the data and the<br />

information is visible and available,<br />

companies can recognize things similar<br />

to each other and make quicker decisions.


TRAINING AND EDUCATION<br />

Manufacturing companies want to become<br />

agile companies that react in realtime<br />

to occurring events and make databased<br />

decisions [1]. Advanced information<br />

and communication technologies are<br />

growing in the industrial automation field<br />

and the Industry 4.0 is based on them.<br />

While implementing Industry 4.0 successfully,<br />

the obtainable data should be<br />

prepared and processed in a way that it<br />

supports decision-making. The data may<br />

be useful if the technical requirements<br />

for real-time access are met and if there is<br />

an infrastructure with the necessary data<br />

processing and seamless data transmission.<br />

Another principle for successful Industry<br />

4.0 implementation is that manufacturing<br />

companies need IT integration<br />

to improve data use and increase agility<br />

[1]. IoT cloud computing architecture has<br />

a big role in IoT data management. IoT<br />

data and applications are stored in the<br />

cloud for easy access in any client software<br />

web browser. The cloud computing<br />

architecture suits Industry 4.0 because<br />

of its centralized control accessibility for<br />

various users like managers, customers,<br />

operators, and programmers [2]. The collected<br />

data should be used to understand<br />

how the existing plants are running, to<br />

identify the inefficiencies in production<br />

capacity.<br />

DESPITE THE FAST DIGITAL<br />

DEVELOPMENT, IT IS THE<br />

RESPONSIBILITY OF HUMANS TO<br />

INTERPRET THE OUTCOMES OF<br />

SMART DEVICES AND SYSTEMS.<br />

Cognitive capabilities are needed to<br />

convert the exploding big data to meaningful<br />

insights that further improve manufacturing<br />

processes and functions. In<br />

order to translate the patterns, anomalies<br />

and trends to predictions of remaining<br />

lifetime or future behaviour of an item,<br />

thorough understanding of the asset system<br />

is required. Traditional physical models<br />

are highly complicated and require a<br />

lot of modelling efforts to capture relevant<br />

behaviour. Data-driven models and algorithms<br />

usually use pattern recognition<br />

and machine learning techniques to detect<br />

changes in system states. Qualitative<br />

information like risk and reliability analyses<br />

provide essential information about<br />

the target application. These analyses<br />

could provide cause-consequence chains<br />

that connect failure indication or initiation<br />

pattern or a deviation from a certain<br />

chain of events and link the emerging<br />

event with expected consequences. This<br />

allows the user to make predictions and to<br />

take proactive actions in time. A further<br />

step to add value is to connect the data<br />

with business-related information like<br />

KPIs, life-cycle cost and profit model, or<br />

decision-making situation.<br />

Despite the fast digital development,<br />

it is the responsibility of humans to interpret<br />

the outcomes of smart devices<br />

and systems. In smart maintenance,<br />

smart systems support the technicians<br />

and managers, but do not replace them.<br />

However, the employees working in the<br />

field often lack necessary technological<br />

competence and skills, and a large<br />

proportion of fieldworkers are unaccustomed<br />

to the use of digital technologies.<br />

The employees feel that they lack<br />

analytical skills and the capability to<br />

interpret the data provided by novel<br />

sensors [3]. The technology has evolved<br />

so rapidly that relevant standards (e.g.<br />

EN15628:2014) do not take into account<br />

the existence or use of these technologies<br />

when defining the competence areas<br />

for a maintenance manager. However,<br />

these competence areas can be extended<br />

to also cover the knowledge and skills<br />

that arise I4.0 [4]. As a conclusion, the<br />

maintenance managers are expected to<br />

3/<strong>2021</strong> maintworld 49


TRAINING AND EDUCATION<br />

use their technical/engineering knowledge<br />

and digital organizational tools to<br />

improve maintenance tasks and plan<br />

efficiency in terms of availability and<br />

reliability.<br />

What skills do the engineers<br />

and technicians in the<br />

maintenance domain require<br />

in the future?<br />

It has traditionally been thought that<br />

the competence profile of people<br />

performing maintenance activities<br />

includes, for example, maintenance<br />

and reliability engineering, standards,<br />

maintenance management skills and<br />

skills necessary for operating maintenance<br />

information systems. In addition,<br />

the understanding of the financial issues,<br />

contracting and health and safety<br />

assurance is regarded as necessary. Digitalisation,<br />

IoT and many other technological<br />

advancements, increasing value<br />

of data in decision making, networking<br />

and transformation towards holistic<br />

approaches as asset management pose<br />

novel competence requirements. It is<br />

also evident that maintenance is not an<br />

isolated function in the company, but<br />

a business area that cooperates, and is<br />

coordinated with several internal and<br />

external partners. Maintenance personnel<br />

are expected to use their traditional<br />

skills and apply an increasing number of<br />

digital tools in an increasingly complex<br />

business and operational environment.<br />

This also requires interpersonal and<br />

interaction skills.<br />

The required competencies and<br />

skills in the era of Industry 4.0 go beyond<br />

those defined e.g. in the standard<br />

EN15628:2014. An extended curriculum<br />

for educational programs as well as for<br />

continuing professional education and<br />

training is therefore proposed, with following<br />

topical content:<br />

Maintenance professionals need the<br />

traditional core competence and knowledge<br />

on technical and engineering topics,<br />

and in addition, the skills to make<br />

use of modern digital technologies and<br />

tools to improve maintenance tasks and<br />

plan efficiency in terms of availability<br />

and reliability. In this domain, there is a<br />

need for continuing education and training<br />

for those already in the profession.<br />

Asset management emphasises management<br />

skills, economic assessment<br />

methods and asset life cycle thinking.<br />

Education should go beyond the worldwide<br />

initiative CDIO and also incorporate<br />

economics, sustainability, and circular<br />

economy.<br />

Data collection, analysis and refining<br />

calls for cognitive capabilities and competence<br />

to apply commercial tools in the<br />

prevailing operational and business environment,<br />

such as analytic reasoning and<br />

problem solving.<br />

Networking, outsourcing and partnering<br />

requires not only capabilities in<br />

formulation of common goals, KPIs and<br />

contracts but good communication, cooperation<br />

and interaction skills. The experienced<br />

professionals would also benefit<br />

from continuing education.<br />

Increasingly complex systems call for<br />

system thinking, and the ability to build up<br />

a holistic view of the positive impacts and<br />

negative consequences of decisions. This is<br />

tightly connected with engineering ethics.<br />

REFERENCES<br />

[1] Stich, V., Schmitz, S. & Zeller, V. (2017) Relevant Capabilities for Information Management to Achieve Industry4.0 Maturity.18th Working Conference on Virtual Enterprises (PROVE), Vicenza,<br />

Italy. pp. 28-38.<br />

[2] Khan, M., Wu, X., Xu, X. & Dou, W. (2017) Big Data Challenges and Opportunities in the Hype of Industry 4.0. IEEE ICC 2017 SAC Symposium Big Data Networking Track.<br />

[3] Kortelainen, H. & Hanski, J. (in press) Asset life cycle management for Smart Grids: Challenges and implications. International Journal of Engineering Asset Management.<br />

[4] Kans, M., Campos, J. and Håkasson, L. (2020) A remote laboratory for Maintenance 4.0 training and education. https://doi.org/10.1016/j.ifacol.2020.11.016<br />

50 maintworld 3/<strong>2021</strong>


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ULTRASOUND<br />

MEASUREMENT<br />

EYESIGHT – HEARING – SENSITIVITY<br />

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