14.03.2015 Views

Industrial Engineering Department - INSA de Lyon

Industrial Engineering Department - INSA de Lyon

Industrial Engineering Department - INSA de Lyon

SHOW MORE
SHOW LESS

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

<strong>Industrial</strong> <strong>Engineering</strong><br />

<strong>Department</strong><br />

I n d u s t r i a l E n g i n e e r i n g<br />

INDUSTRIAL ENGINEERING<br />

INDUSTRIAL ENGINEERING<br />

DEPARTMENT<br />

INDUSTRIAL ENGINEERING<br />

TRAINING<br />

Industries, confronted with international<br />

competition, must unceasingly innovate to<br />

diversify, to conquer new markets, to better<br />

produce, to satisfy customer requests. To<br />

remain competitive, they must adopt a<br />

perspective of continuously improving overall<br />

performance, by using tools and methods:<br />

<br />

<br />

<br />

<br />

<br />

To innovate,<br />

To manage the product life cycle,<br />

To manage and optimize their Supply<br />

chain,<br />

To <strong>de</strong>velop and protect their know-how,<br />

To improve their production,<br />

To fulfill environmental requirements<br />

(ethics, sustainable <strong>de</strong>velopment,)<br />

<strong>Industrial</strong> engineering concerns production<br />

systems, supplying and/or distribution of goods<br />

or services, their <strong>de</strong>sign, their implementation,<br />

their management and their improvement, with a<br />

systemic vision.<br />

The <strong>Industrial</strong> Engineer is essentially a<br />

production manager with an internationallyoriented<br />

outlook.<br />

S/he is able to conceive, establish and control<br />

complex industrial systems while consi<strong>de</strong>ring the<br />

whole technical, organizational, financial and<br />

human dimensions. The skills involved serve to<br />

enhance performance, safety and quality. The<br />

competences extend from installations to<br />

products while including relations and<br />

information brought into play during production.<br />

His/her personal evolution will lead him/her to<br />

take on more and more responsibilities. S/he<br />

must then, be able to accompany and lead<br />

collaborators towards the aims by implementing<br />

human relations qualities to explain, convince,<br />

justify, control...<br />

<strong>INSA</strong> <strong>de</strong> <strong>Lyon</strong> - <strong>Industrial</strong> <strong>Engineering</strong> <strong>Department</strong><br />

Bât. Jules Verne - 19 avenue Jean Capelle<br />

69621 Villeurbanne ce<strong>de</strong>x<br />

w w w . i n s a - l yo n . f r


<strong>Industrial</strong> <strong>Engineering</strong><br />

<strong>Industrial</strong> engineering concerns production systems, supplying and/or<br />

distribution of goods or services, their <strong>de</strong>sign, their implementation, their<br />

management and their improvement, with a systemic vision.<br />

The <strong>Industrial</strong> Engineer is essentially a production manager with an<br />

internationally-oriented outlook.<br />

S/he is able to conceive, establish and control complex industrial systems<br />

while consi<strong>de</strong>ring the whole technical, organizational, financial and human<br />

dimensions. The skills involved serve to enhance performance, safety and<br />

quality. The competences extend from installations to products while including<br />

relations and information brought into play during production. His/her personal<br />

evolution will lead him/her to take on more and more responsibilities. S/he<br />

must then, be able to accompany and lead collaborators towards the aims by<br />

implementing human relations qualities to explain, convince, justify, control...<br />

Main employment fields<br />

The <strong>Industrial</strong> Engineer’s competences and knowledge of the different tools<br />

and methods of optimization are sought by any type of structure and any<br />

branch of industry:<br />

Data processing equipment and electronics,<br />

Automobile industry, aeronautics, transport,<br />

Food industry,<br />

Pharmaceutical, cosmetic, metallurgical and energy industries,<br />

Services, engineering and technical studies,<br />

…<br />

The constant research for overall improvement of corporate performance leads<br />

the <strong>Industrial</strong> Engineer to have a transversal approach to the company<br />

including flows (goods, information, financial data,) and processes in their<br />

entirety. As a Project Lea<strong>de</strong>r, the <strong>Industrial</strong> Engineer has to exert functions in<br />

various fields such as:<br />

INDUSTRIAL<br />

ENGINEERING<br />

Industries, confronted with<br />

international competition,<br />

must unceasingly innovate to<br />

diversify, to conquer new<br />

markets, to better produce, to<br />

satisfy customer requests. To<br />

remain competitive, they must<br />

adopt a perspective of<br />

continuously improving overall<br />

performance, by using tools<br />

and methods:<br />

To innovate,<br />

To manage the product life<br />

cycle,<br />

To manage and optimize their<br />

Supply chain,<br />

To <strong>de</strong>velop and protect their<br />

know-how,<br />

To improve their production,<br />

To fulfill environmental<br />

requirements<br />

<br />

<br />

<br />

<br />

<br />

<br />

<br />

Management, Lea<strong>de</strong>rship,<br />

Research and Development,<br />

<strong>Engineering</strong>, Studies and technical advice,<br />

Project or program management,<br />

Production, exploitation, maintenance, tests, quality, safety,<br />

Information systems<br />


<strong>Industrial</strong> <strong>Engineering</strong> <strong>de</strong>partment<br />

The 1000th graduate<br />

has been celebrated<br />

in 2009<br />

INTERNATIONAL OUTLOOK<br />

Minimum score in English<br />

equivalent to 800 at TOEIC<br />

Possibility to prepare double<br />

diplomas with UPC Barcelona<br />

and the University of Santa<br />

Catarina (Brazil)….<br />

Stay in an English speaking<br />

country for all stu<strong>de</strong>nts (3rd<br />

year)<br />

Possibility of six to twelve<br />

months’ exchange within a<br />

foreign university<br />

Possibility of internship within<br />

a foreign company<br />

A large number of foreign<br />

stu<strong>de</strong>nts are being integrated<br />

each year in an exchange<br />

program<br />

From its creation in 1992, the <strong>Industrial</strong> <strong>Engineering</strong> <strong>Department</strong> has<br />

formalized a strong partnership with its professional environment. These<br />

partners take an active part in the evolution of the <strong>de</strong>partment by i<strong>de</strong>ntifying<br />

the problems and emerging themes in their respective fields.<br />

Each year more than 75 stu<strong>de</strong>nts receive a <strong>de</strong>gree after having<br />

completed 3 years’ studies in the <strong>de</strong>partment.<br />

The stu<strong>de</strong>nts come either from the bachelors’ level at <strong>INSA</strong> or from<br />

preparatory classes in prestigious third-level institutions, university institutes<br />

of technology and university scientific programs that award a diploma after<br />

two years of studies.<br />

Thanks to a solid methodological and technical foundation, stu<strong>de</strong>nts<br />

<strong>de</strong>velop an array of fully exploitable skills that respond to employers’<br />

<strong>de</strong>mands. With a generalist approach to training, the <strong>de</strong>partment<br />

facilitates their entry into professional life and the best career<br />

advancement possible, in France and abroad.<br />

<strong>Industrial</strong> engineers trained by the <strong>de</strong>partment are able to practice a variety of<br />

careers in virtually all economic sectors. The training prepares them for this<br />

as it <strong>de</strong>velops the necessary competences, allied with strong relational skills.<br />

The <strong>de</strong>partment aims to make its aspiring engineers aware of the context in<br />

which they will intervene. The diversity of professional sectors and the<br />

globalization of the economy lead us to consi<strong>de</strong>r and draw from experiences<br />

gained in companies and in foreign countries as priority goals.<br />

Presenting real originality in teaching, the <strong>Department</strong> of <strong>Industrial</strong><br />

<strong>Engineering</strong> is resolutely turned towards project culture and the industrial<br />

world.<br />

Participation in the stu<strong>de</strong>nts’<br />

association ESTIEM<br />

(European Stu<strong>de</strong>nts of<br />

<strong>Industrial</strong> <strong>Engineering</strong> and<br />

Management)<br />

Study of a 2nd and 3rd<br />

language: Spanish, German<br />

or Chinese


The foundation course – Basic training<br />

The role of the two-year "First Cycle" is to change freshly integrated<br />

secondary education stu<strong>de</strong>nts into future <strong>INSA</strong> Engineers. The "First Cycle"<br />

provi<strong>de</strong>s the basic core tuition required in science, technology and<br />

humanities, in or<strong>de</strong>r to follow the specialization programs of engineering<br />

training<br />

The second cycle - Specialization<br />

The second cycle covers three years and aims at training innovating and<br />

enterprising engineers. <strong>INSA</strong> engineers are trained to operate within complex<br />

environments and in complex situations. They are open to the world,<br />

responsible, autonomous and communicate effectively.<br />

PhD<br />

After their engineering <strong>de</strong>gree, stu<strong>de</strong>nts may choose to further their studies<br />

by entering a 3 year training and research course leading to a Doctoral<br />

Thesis. This course is un<strong>de</strong>rtaken within a recognized research team and<br />

un<strong>de</strong>r the direction of a research-professor or researcher qualified to direct<br />

doctoral theses.<br />

The Advanced Masters (AM) is a post <strong>de</strong>gree course that covers at least two<br />

semesters and inclu<strong>de</strong>s theoretical courses, personal research work<br />

conducted in a company and presentation of a professional thesis.<br />

Lifelong training<br />

<strong>INSA</strong> <strong>Lyon</strong> offers a wi<strong>de</strong> range of training programs in the scientific and<br />

technical areas. Also transversal training programs addressing themes such<br />

as management, project management and quality are offered.<br />

GI AND RESEARCH<br />

4 laboratories:<br />

Decision and Information<br />

Sciences for Production Systems<br />

(DISP)<br />

Electrical, Automation, Genomics<br />

and Environmental Microbiology<br />

<strong>Engineering</strong> Lab<br />

Contact Mechanics and<br />

Structures Lab<br />

Laboratory of Images and<br />

Information Systems Information<br />

Technology<br />

Masters of Science<br />

Informatics and Applications<br />

Information Sciences, Devices<br />

and Systems in Electro-technical<br />

and Automation<br />

AWARDING THE DIPLOMA<br />

To obtain the diploma in<br />

<strong>Industrial</strong> <strong>Engineering</strong>, the<br />

stu<strong>de</strong>nt must have completed by<br />

the end of the 5 th year:<br />

<strong>Industrial</strong> internship (18 weeks)<br />

during the 4 th year, validated by a<br />

report and an oral presentation.<br />

Each study unit and final project<br />

assignment presented before a<br />

jury.<br />

An equivalent score of 800 on the<br />

TOEIC test obtained during the 3<br />

years at IE.<br />

A qualification of at least level 1<br />

in another foreign language<br />

(other than English).<br />

The validation of a non-scientific<br />

research project in Humanities


1st year in GI : The Approach<br />

BASIC TRAINING OF THE<br />

ENGINEER<br />

Computer sciences<br />

Mechanics<br />

Automatic control & systems<br />

Mathematics and physics<br />

Languages<br />

SPECIFIC TRAINING<br />

Management<br />

Financial management<br />

Human resources management<br />

Marketing, strategy<br />

Decision-making, Optimization<br />

Planning, Scheduling<br />

Design of production systems<br />

and logistic chains<br />

Information systems, ERP, APS<br />

Automation, Technical data<br />

management,<br />

Knowledge management<br />

Project management<br />

Product Life cycle Management<br />

PROFESSIONAL TOOLS<br />

Acquisition of the technical and methodological bases, discovery of corporate<br />

organizations.<br />

Visits of industrial sites<br />

A stay in an English speaking country for language practice<br />

2nd year in GI : The Integration<br />

Improvement and appropriation of the methods in industrial management<br />

sciences<br />

A seven month group project of (ten stu<strong>de</strong>nts per group), which allows the<br />

stu<strong>de</strong>nts to <strong>de</strong>velop products for IE’s industrial partners. In this framework,<br />

they gain experience in project management and customer relationship<br />

management.<br />

Immersion in a company through long-term industrial internship (minimum 18<br />

weeks). For the stu<strong>de</strong>nt, this is first-hand experience in the situation of an<br />

engineer. This internship gives practical meaning to the concepts and mo<strong>de</strong>ls<br />

discovered in his/her aca<strong>de</strong>mic education. It provi<strong>de</strong>s the opportunity to get in<br />

touch with industrial culture.<br />

3rd year in GI : The Control<br />

Feedback on cultural and industrial dimensions of the internships<br />

Achievement of real business projects by industrial speakers (logistics,<br />

quality, Am<strong>de</strong>c, re-engineering, company creation)<br />

Final project assignment – “PFE” (minimum 18 weeks): a mission in an<br />

industrial environment with full support of the <strong>Department</strong>’s resources<br />

(materials, documentation and human resources)<br />

Flow simulation (ARENA)<br />

ERP (SAP/R3)<br />

Manufacturing Execution System<br />

(MES)<br />

Scheduling (Incoplan)<br />

Process mo<strong>de</strong>ling (ARIS)<br />

Project management (MS<br />

Project)<br />

Product <strong>de</strong>sign (Solid Edge)<br />

Pro Engineer<br />

Minimaint


The 1st year in IE aims to teach the basic and essential concepts inherent to an industrial engineer’s culture and knowledge.<br />

The stu<strong>de</strong>nt thus acquires fundamental knowledge in process control, computer science, mechanics, communication and business<br />

management.<br />

This teaching, with a broad spectrum, prepares the future engineer for communicating with specialists in various fields and in a<br />

project-oriented situation. In<strong>de</strong>ed, projects constitute an important part of the teaching program from the second half of the year<br />

onwards. Training in communication is acquired by practicing within the framework of a theatre project. Extending cultural and<br />

linguistic knowledge is a priority assured through intensive English training and a 2 to 3 month immersion stay in an English<br />

speaking country.<br />

Practical exercises and projects count for 40% of the scientific workload. Business games and interactive software will be used<br />

within all teaching in IE.<br />

6 training fields: Automatic control & systems— Data base— Mo<strong>de</strong>ls, signals & systems—Materials & manufacturing processes—<br />

Mechanics—Management & social sciences<br />

During the 2nd year, the stu<strong>de</strong>nt learns to master the tools which s/he was familiarized with during the 1st year. S/he<br />

also discovers new techniques centered on production management, computer science and management methods to be put to use<br />

in a transversal approach to the company.<br />

Internship<br />

Classes finish in April and are followed by an internship within a company for 18 weeks. The 2nd year is primordial in the education<br />

of an industrial engineer. Mainly organized in project-oriented work in or<strong>de</strong>r to reach and reinforce know-how and better business<br />

knowledge.<br />

Teaching is divi<strong>de</strong>d into 5 fields: Computer science—Production management—Decision & diagnosis support—Management &<br />

Social sciences—Project management<br />

After 5 months of industrial internship, the stu<strong>de</strong>nts have a better knowledge of the industrial environment, have more confi<strong>de</strong>nce in<br />

their competence and have a more accurate i<strong>de</strong>a of their professional objectives.<br />

<strong>Industrial</strong> internship (4IE)<br />

This constitutes the first experience as an engineer. It gives a practical meaning to the concepts and mo<strong>de</strong>ls studied during the<br />

training. It provi<strong>de</strong>s the opportunity to work with industrialists, and to make first <strong>de</strong>cisions in the industrial world.<br />

Team project (4IE)<br />

Each project is conducted by a group of 8 to 10 stu<strong>de</strong>nts using all the technical resources of the <strong>de</strong>partment and its management.<br />

Over 6 months, the project corresponds to an investment of about 3000 hours per team. The main pedagogical objectives are:<br />

- To learn how to conduct a project: to study a market, to<br />

analyze terms and conditions, to negotiate, to manage<br />

resources, to plan, to specify prototypes, to control<br />

quality....and to <strong>de</strong>fend the project in front of a jury,<br />

- To learn how to conduct a real project as a team: group<br />

organization, communication, and coordination. This<br />

training is gui<strong>de</strong>d by sociologists playing the part of<br />

group regulators (1 per group of 8 stu<strong>de</strong>nts),<br />

- To learn how to collect, extract, structure and formalize<br />

knowledge on computer-integrated manufacturing,<br />

- To <strong>de</strong>velop creativity,<br />

- To approach a manufacturing company from all aspects<br />

(history, range, organization, strategy, implementation,<br />

process, branches),<br />

- To reinforce the partnership between IE and its<br />

industrial partners by studying and producing products<br />

corresponding to real needs expressed by the industrial<br />

world,<br />

- To control and to <strong>de</strong>velop the use of new technologies,<br />

to <strong>de</strong>sign products (applied domain) in a training or<br />

communication context.<br />

- The team project is validated by two oral presentations:<br />

the first one relates to terms and conditions and takes<br />

place in January and the second one, at the end of the<br />

project. This last presentation is prece<strong>de</strong>d by the client’s<br />

reception of the final product.


The 3rd year aims at synthesizing the teaching of the 1st and 2nd years in IE (the industrial projects) and at extending<br />

some of the knowledge (final project assignment, information retrieval) by multiplying contacts with industrialists. Some courses<br />

provi<strong>de</strong> additional training or <strong>de</strong>velop an expertise on certain fundamental points of the industrial world. This last year also provi<strong>de</strong>s<br />

the stu<strong>de</strong>nt with, the opportunity to present his personal project in humanities and to acquire knowledge in a second foreign<br />

language (German, Spanish or Chinese), an essential aspect of the international vocation of industrial engineer.<br />

<strong>Industrial</strong> projects (5IE)<br />

The industrial project is a real corporate project. It is the 3rd year’s masterpiece. Each project (each stu<strong>de</strong>nt will <strong>de</strong>al with three of<br />

them) is supervised and led by industrial project lea<strong>de</strong>rs over 6 weeks. The stu<strong>de</strong>nts are working out a solution in response to a set<br />

of conditions. Each group, as the lea<strong>de</strong>r of the project (i.e., 6 stu<strong>de</strong>nts), proposes and <strong>de</strong>fends its technical, organizational,<br />

economic and temporal solutions. Each group is competing to win the market. The <strong>de</strong>bate on the i<strong>de</strong>as proposed during these<br />

projects is generally beneficial for the industrialists.<br />

Final Project Assignment (5IE)<br />

For 18 consecutive weeks (minimum), the PFE aims to solve an industrial problem within an enterprise.<br />

The project provi<strong>de</strong>s a mission similar to that of an engineer. In a general manner, it is question of adopting project management<br />

behavior: product analysis and <strong>de</strong>sign phases, implementation of the manufacturing process, production system organization .<br />

A bibliographical research project is associated with the final project assignment. It aims to broa<strong>de</strong>n the stu<strong>de</strong>nt’s knowledge of the<br />

subject studied using international databases, and the ability to collect documents and synthesize the results.<br />

10 to 15% of the Final Project Assignment is carried out abroad<br />

Personal project in humanities<br />

As in the other <strong>de</strong>partments of <strong>INSA</strong>, each stu<strong>de</strong>nt has to present a PPH. It results from a personal reflection or achievement of a<br />

non-scientific project (social life, culture, sports.)


3 rd YEAR<br />

E3 ECC GI3 ECC 55 Chain of or<strong>de</strong>r environment<br />

Coef Coef Hrs ECTS<br />

50 44 2,5<br />

T8 T8 GI3 API 55 Programmable logic control 9 8 1<br />

E4 ARP GI3 ARP 55 Control, regulation, PID 22 20 1,5<br />

P1 P1 GI3 P/CSR 55 Control of a robotized system 27 24 1,5<br />

T2 T2 GI3 TP/PID 55 Process control – PID 18 16 1<br />

E2 SIM GI3 SIM 55 Simulation of system with discrete events 231 18 16 1<br />

T9 T9 GI3 TP/MATLAB 55 Simulation MATLAB 9 8 0,5<br />

T1 T1 GI3 TP/ARENA 55 Simulation SED ARENA 13 12 1<br />

E14 RDP GI3 RDP 55 Petri nets 29 26 1,5<br />

E12 THG GI3 THG 55 Graphs theory 20 18 1,5<br />

E15 PST GI3 PST 55 Stochastic processes 16 14 1<br />

E6 BDI GI3 BDI 65 Data processing bases<br />

34 30 2<br />

T3 T3 GI3 TP/ALGO 65 Algorithmy 23 20 1,5<br />

E7 UML GI3 UML 65 UML 18 16 1<br />

T4 T4 GI3 TP/OBJET 65 Objects 18 16 1<br />

E5 ARO GI3 ARO 65 Computer architecture 163 18 16 1<br />

T19 T19 GI3 TP/ARO 65 Multi-tasking 9 8 0,5<br />

E8 BDD GI3 BDD 65 Data base 20 18 1,5<br />

T6 T6 GI3 TP/XML 65 XML 9 8 0,5<br />

T5 T5 GI3 TP/SQL 65 SQL 14 12 1<br />

E13 MAC GI3 MAC 55 Design methodologies<br />

22 20 1,5<br />

T20 T20 GI3 TP/ASY 55 Systems analysis 9 8 0,5<br />

T22 T22 GI3 TP/REAKTIK 55 Reaktik 9 8 0,5<br />

P2 P2 GI3 P/CSI 65 Design of an information system 27 24 1,5<br />

164<br />

E1 ACS GI3 ACS 77 Conceptual approach of systems 42 38 2,5<br />

T7 T7 GI3 TP/ACS 77 Mo<strong>de</strong>lling of systems 9 8 0,5<br />

E11 PRS GI3 PRS 61 Probabilities - Statistics 32 28 1,5<br />

T16 T16 GI3 TP/PRS 66 Probabilities - Statistics 14 12 1<br />

E17 CNU GI3 CNU 51 Numerical control<br />

11 10 1<br />

T10 T10 GI3 TP/CNU 51 Numerical control 13 8 0,5<br />

77<br />

P3 P3 GI3 P/PEX 51 Experimental <strong>de</strong>sign 13 12 0,5<br />

P4 ANF GI3 P/ANF 51 Manufacturing analysis 40 32 2 2<br />

E16 MAT GI3 MAT 43 Mechanical properties of materials<br />

30 28 1,5<br />

T12 T12 GI3 TP/MAT 43 Selection of materials, characterisation tests 18 16 1,5<br />

E19 RDM GI3 RDM 43 Strength of materials 40 32 2 2<br />

E20 CSM GI3 CSM 51 Design and fiability of mechanical systems 176 30 28 1,5<br />

P5 CMP GI3 P/CMP 51 Production machines <strong>de</strong>sign 40 32 2<br />

T14 T14 GI3 TP/ASM 51 Mechanical systems analysis 9 8 1<br />

T21 T21 GI3 TP/FIAB 51 Fiability 9 8 1<br />

E21 DFI GI3 DFI 11 The company, financial diagnostic<br />

29 24 1<br />

42<br />

T15 T15 GI3 TP/PUI7 11 Methodology of problem resolution 13 12 1<br />

E22 E22 GI3 COMM Communication practice<br />

32 30 2<br />

E23 E23 GI3 ANGLAIS 1st language practice (English) 114 32 30 4<br />

E24 E24 GI3 SPORT Sport activities 50 45 2<br />

3,5<br />

4<br />

2,5<br />

4<br />

3,5<br />

2<br />

1,5<br />

3<br />

4<br />

3<br />

2,5<br />

2<br />

3<br />

5,5<br />

14<br />

10<br />

9,5<br />

4<br />

10,5<br />

2 2<br />

8 8<br />

GI3 BIBLIO 77 bibliographic research 33 33 2 2 2 2<br />

1000 1000 853 60 60 60


4 TH YEAR<br />

Coef Hrs ECTS<br />

E8 AND GI4 AND 65 Data analysis 154 27 20 1,5<br />

E16 EDD GI4 EDD 65 Data warehouse 19 14 1,5 4,5<br />

P2 P2 GI4 P/EDD 65 Data warehouse Project 27 20 1,5<br />

9,5<br />

E18 RES GI4 RES 65 Networks 18 10 1<br />

3<br />

P1 P1 GI4 P/RI Networks project 33 24 2<br />

E3 IHM GI4 IHM 65 Human-computer interaction 30 22 2 2<br />

E5 GP1 GI4 GP1 55 Production management : basics<br />

30 22 2<br />

E6 GP2 GI4 GP2 65 Production management : complements 25 18 1<br />

3<br />

P6 P6 GI4 CSP 55 Design of production systems 179 43 32 1,5 1,5 8,5<br />

P4 P4 GI4 P/OGF 55 Scheduling and flow management 38 28 2 2<br />

P5 P5 GI4 ERP 55 ERP – production management and planning project 43 32 2 2<br />

E4 MES GI4 MES 55 MES<br />

16 12 1<br />

E1 AUT GI4 AUT 55 Automation 16 12 1<br />

2<br />

P3 P3 GI4 P/MES 55 MES project 43 32 1,5<br />

3<br />

P8 P8 GI4 P/AUT 55 Automation project 166 22 16 1,5 8<br />

E7 DMO GI4 DMO 77 Decision support 22 16 1<br />

E10 SDF GI4 SDF 77 Reliability 22 16 1 3<br />

E12 QMA GI4 QMA 77 Quality – Maintenance 25 18 1<br />

E14 BCG GI4 BCG 11 Budget and Control management<br />

27 22 1<br />

49<br />

E15 ASO GI4 ASO 11 Sociological analysis of the organizations 22 16 1<br />

2 2<br />

E11 GEP GI4 MPC 77 Project management<br />

17 6 1<br />

12<br />

P7 P7 GI4 P/PCO 77 Collective project management 322 105 80 11 28<br />

GI4 SINDUS 77 <strong>Industrial</strong> internship 200 16 16<br />

T GI4 ANGLAIS TOEIC<br />

27 20 0<br />

T2 T2 GI4 LV2 2nd language 130 54 40 2 4 4<br />

T3 T3 GI4 SPORT Sport 49 36 2<br />

1000 1000 584 60 60 60


5 TH YEAR<br />

E1 MRH GI5 MDRH 11 Management of human resources<br />

Coef Hrs ECTS<br />

38 24 2 2<br />

E2 RSE GI5 RSE 11 Corporate social responsibility 31 18 2 2<br />

DED GI5 DED 11 Sustainable Development 15 8 0,5 0,5<br />

E14 KM GI5 KM 11 Knowledge management 32 20 2 2<br />

E4 SVE GI5 SVE 11 Strategy and economical monitoring 138 22 12 1 1<br />

Supply chain and implementation of production<br />

E8 LOG GI5 LOG 55<br />

systems<br />

44 28 2,5 3,5<br />

E11 ACH GI5 ACHAT 55 Purchasing 28 16 1<br />

E15 ERG GI5 ERGO 55 Ergonomy 28 16 1,5<br />

E3 LEA GI5 LEAN 55 Lean 30 18 1,5<br />

E9 SUP GI5 SUP 55 Control - Supervision 28 16 1,5<br />

E13 GMA GI5 GMAO 55 Maintenance assisted by computer 34 22 2<br />

E6 OPA GI5 OPA 55 Advanced planning 34 22 2<br />

E10 PRH GI5 PRH 55 Human resources requirement planning 250 24 14 1<br />

GI5 PFE 77 Final Project Assignment 400 400 30 30 30<br />

GI5 PROINDUS 77<br />

GI5 SPORT<br />

<strong>Industrial</strong> project 1<br />

40 24 2<br />

<strong>Industrial</strong> project 2 40 24 2<br />

<strong>Industrial</strong> project 3 134 54 32 3<br />

Sport<br />

34 21 1<br />

GI5 LV2 Language 78 44 28 1,5<br />

3<br />

3,5<br />

3<br />

7,5<br />

13<br />

7 7<br />

2,5 2,5<br />

1000 1000 363 60 60 60


3 RD YEAR<br />

AUTOMATIC CONTROL AND SYSTEMS<br />

E3 – ENVIRONMENT, COMMAND CHAINS AND REALIZATION -<br />

Hydraulics, actuators, modulators<br />

Measuring chains<br />

Electric actuators<br />

Real case study – choice of actuators and sensors (guiding<br />

principles)<br />

T8 - PROGRAMMABLE LOGIC CONTROLER<br />

Or<strong>de</strong>rs of a rotary store by Grafcet<br />

Control of a system of congestion<br />

E4 - CONTROL, REGULATION and PID<br />

Signal processing, filtering<br />

Feed-back, feed-forward<br />

Frequency analysis<br />

Stability, precision<br />

Control, Regulation PID<br />

Controlled systems, correction by PID<br />

T2 – PROCESS CONTROL: PID<br />

Implementation of a real control system:<br />

Control of position and speed<br />

Temperature control<br />

Level regulation<br />

Vertical store programming<br />

P1 – CONTROL OF A ROBOTIZED SYSTEM<br />

Environment, sensors and information acquisition<br />

Transmission and effectors<br />

Or<strong>de</strong>ring algorithms<br />

Global system behavior<br />

E2 - SIMULATION OF SYSTEMS WITH DISCRETE EVENTS<br />

Typology of production systems<br />

Recall of probabilities and statistics<br />

Mo<strong>de</strong>ling approaches for simulation<br />

Analysis and validation of mo<strong>de</strong>ls<br />

Result analysis of and <strong>de</strong>cision support systems<br />

Mo<strong>de</strong>ling, analysis and evaluation of the performances of systems<br />

with discrete events, in particular production systems<br />

T1 – SIMULATION SED ARENA<br />

Introduction to simulation software and calculation usually used in<br />

companies.<br />

T9 SIMULATION OF CONTINUOUS SYSTEMS WITH MATLAB<br />

E12 - GRAPH THEORY<br />

Various representations of a graph<br />

Connectivity, strong components<br />

Shortest path<br />

Maximal matching, Maximum flow, Minimal spanning tree<br />

Introduction to mo<strong>de</strong>ling and optimization.<br />

E14 –PETRI NETS –<br />

This course aims to give the stu<strong>de</strong>nts, specialized in production systems, the<br />

tools and the methodologies of analysis and dimensioning. The studied<br />

systems are characteristic of systems whose states belong to a discrete<br />

space. Transitions from states are only observed at discrete moments of time,<br />

therefore they are called Systems with Discrete Events.<br />

The mo<strong>de</strong>ling tools used in this course are Petri nets whose structure (static<br />

mo<strong>de</strong>l) induces interesting properties, which allow validating the mo<strong>de</strong>l but<br />

also the studied system. By associating a <strong>de</strong>terministic temporal<br />

characteristic, this mo<strong>de</strong>l shows that it is possible to express performances<br />

quantitatively. Beyond the discovery of a mo<strong>de</strong>ling tool, this course teaches<br />

knowledge on the engineering environment and on system <strong>de</strong>sign and its<br />

terminology.<br />

E15 – STOCHASTIC PROCESSES<br />

This course aims to give the stu<strong>de</strong>nts, specialized in production systems, the<br />

tools and the methodologies for the analysis of stochastic systems. The<br />

studied systems concern systems with Discrete Events for which the<br />

transition moments are not <strong>de</strong>terministic any more but <strong>de</strong>pend on random<br />

phenomena. The mo<strong>de</strong>ling tools used in this course are Markov processes<br />

and queue networks. By expressing the equilibrium equations of these<br />

mo<strong>de</strong>ls it is possible to characterize the load indicator, which is very<br />

interesting for the evaluation of productivity but also of reliability<br />

COMPUTER SCIENCES<br />

E6 – DATA PROCESSING BASES<br />

Introduction (concepts of programming methods, programming<br />

languages, software quality)<br />

Objects and elementary actions<br />

Control structures, Procedures and functions<br />

Iterative Structures<br />

Classes and objects<br />

Polymorphism, sending of message<br />

The reasoning<br />

Knowledge mo<strong>de</strong>ling<br />

Structure of knowledge based system<br />

T3 – ALGORITHMS<br />

Design and <strong>de</strong>velopment of applications in the Java language un<strong>de</strong>r LINUX<br />

respecting the principal concepts seen in the course “Algorithms”.<br />

E7 – UML<br />

Mo<strong>de</strong>ling, UML diagrams in general<br />

Class diagrams in practice, Activity diagrams<br />

Associated tools<br />

T4 – OBJETCS<br />

Oriented Object <strong>de</strong>sign and application <strong>de</strong>velopment in Java language un<strong>de</strong>r<br />

Linux using mechanisms presented during the class “Object Oriented <strong>de</strong>sign”.<br />

E5 – COMPUTER ARCHITECTURE<br />

Design of a calculating unit<br />

Memory <strong>de</strong>sign<br />

Machine language<br />

Interrupts/Communication<br />

Memory management<br />

Processes<br />

Introduction to UNIX and Linux<br />

Description of the essential components of the architecture of a<br />

computer and its operating system.<br />

T19 – MULTI TASKING<br />

Study of the multi-tasking architecture of Linux<br />

E8 - DATA BASES<br />

What is a Data Base Management System?<br />

Mo<strong>de</strong>l entity –association, Relational Mo<strong>de</strong>l – Standardization<br />

Query language – Introduction to SQL<br />

T5 - SQL<br />

Creation of a database un<strong>de</strong>r Access, starting from a real case. Query using<br />

SQL requests<br />

T6 - XML<br />

Discovery of XML structure and associated technologies


MODELS SIGNALS AND SYSTEMS<br />

E13 - DESIGN AND METHODOLOGIES ANALYSIS<br />

Structured approach:<br />

Activities and data,<br />

Data flow diagrams,<br />

Data dictionaries,<br />

The author-rea<strong>de</strong>r cycle.<br />

Process oriented approaches:<br />

Conceptual mo<strong>de</strong>ls of data activities and processes<br />

Organizational mo<strong>de</strong>ls of data and processing<br />

Analysis and <strong>de</strong>sign of the 3 components of a production system:<br />

operational system, <strong>de</strong>cision system, and information system.<br />

T20 – SYSTEM ANALYSIS<br />

Re-engineering of production systems<br />

T22 – REAKTIK (business game)<br />

P2 – DESIGN OF INFORMATION SYSTEMS<br />

In an industrial framework, we study the <strong>de</strong>sign of various processing mo<strong>de</strong>ls<br />

(conceptual, organizational and operational) and the corresponding data<br />

mo<strong>de</strong>ls. The emphasis is laid on methodological aspects and on project<br />

control by using a suitable software workshop and by elaborating various<br />

scenarios of computerization. One of the characteristics will be the <strong>de</strong>finition<br />

of sub-projects coordinated within each group of stu<strong>de</strong>nts.<br />

E1 - CONCEPTUAL APPROACH OF SYSTEMS<br />

Concept of a system - Theory of operators<br />

Space and temporal behavior of systems<br />

Principles of projection - Application to regression<br />

Mo<strong>de</strong>ls and structures: matrix approach, Dirac, impulse and in<strong>de</strong>x<br />

responses, graphs...<br />

Convolution operators,<br />

Fourier and Laplace operators.<br />

Mo<strong>de</strong>ling, simulation and control of linear and stationary systems<br />

Decomposition of a system into continuous linear stationary<br />

subsystems<br />

Basic concepts of signals: sampling, filtering, spectral analysis...<br />

Basic concepts of the process control: stability, loops, timeconstants,<br />

adaptation, prediction, and modal control...<br />

T7 – SYSTEM MODELING<br />

Structural <strong>de</strong>composition and dynamic mo<strong>de</strong>ling of a production system.<br />

E11 – PROBABILITIES AND STATISTICS<br />

Distributions and probability laws, Random variables and moments<br />

Estimation (maximum likelihood, robust estimation, regression)<br />

Hypothesis tests<br />

T16 – PROBABILITIES AND STATISTICS<br />

Probabilistic mo<strong>de</strong>ling of notation system (hypothesis tests, a<strong>de</strong>quacy tests,<br />

evaluation of probabilities, analysis of a sample, Matlab programming)<br />

MANUFACTURING PROCESSES<br />

E17 – NUMERICAL CONTROL<br />

Structure of machines – ISO Language<br />

Control unit structure<br />

CN sequence chain<br />

T10 - NUMERICAL CONTROL<br />

Operation and implementation of a machine<br />

Simulation of a lathe engine (trajectory tracking)<br />

Simulation of 3D milling (LICN)<br />

P3 – Experimental <strong>de</strong>sign<br />

P4 – MANUFACTURING ANALYSIS -<br />

Manufacturing ranges<br />

Isostatism<br />

Cut parameters<br />

T13 – CUTTING<br />

Lifespan of tools, economic consequences<br />

Influence of cutting conditions on roughness<br />

MECHANIC<br />

E16 – MECHANICAL PROPERTIES OF MATERIALS<br />

This course aims to <strong>de</strong>scribe and explain the principal mechanical properties<br />

of the large material classes as well as to present a method of material<br />

selection for precise applications. The principal <strong>de</strong>veloped topics are:<br />

The microscopic nature of materials<br />

Plastic strain of materials<br />

Fracture of materials<br />

Material selection: method of the performance indices applied to<br />

real cases<br />

Mechanical properties of metals (steel, cast iron, aluminum alloys),<br />

of polymers (thermoplastics, thermosets, elastomers), of<br />

composites and of ceramics<br />

T12 – MATERIAL SELECTION, CHARACTERIZATION TESTS<br />

Composite approach<br />

Characterization of a material by mechanical tests<br />

Material selection<br />

E19 – STRENGTH OF MATERIALS<br />

Constraint mo<strong>de</strong>ling un<strong>de</strong>r simple loads,<br />

Static balance and torque of mechanical actions,<br />

Beam mo<strong>de</strong>l,<br />

Stress tensors and resistance criteria,<br />

Strain tensors<br />

Constitutive laws,<br />

Bending <strong>de</strong>flection<br />

E20 – DESIGN AND FIABILITY OF MECHANICAL SYSTEMS<br />

Introduction to <strong>de</strong>sign and to CAD<br />

Mo<strong>de</strong>ling of mechanical systems (static, dynamic, fatigue...)<br />

Study of bearings<br />

Mo<strong>de</strong>ling of complex mechanisms. Basic elements of mechanical<br />

<strong>de</strong>sign<br />

P5 – MANUFACTURING MACHINES DESIGN<br />

T14 – MECHANICAL SYSTEM ANALYSIS<br />

T21 - FIABILITY<br />

THE MAN AND THE COMPANY<br />

E21 – ENTERPRISE AND FINANCIAL DIAGNOSIS<br />

T15 – POWER 7<br />

Training of the methods for resolving a problem within a company<br />

Quality tools<br />

Methodologies of problem resolution<br />

LINGUISTIC AND SPORT ACTIVITIES<br />

E22 COMMUNICATION PRACTICE<br />

To become aware of the various communication channels<br />

To explore one’s private means and one’s limits and to train oneself to<br />

overcome them<br />

To question one’s own participation in a group<br />

To inclu<strong>de</strong>/un<strong>de</strong>rstand the steps in social sciences<br />

Joint project through theatre<br />

E23 - ENGLISH + intensive week<br />

E24 - SPORTS<br />

BIBLIOGRAPHY


4 TH YEAR<br />

COMPUTER SCIENCES<br />

E8 – DATA ANALYSIS<br />

1. Data<br />

Characteristics: origin, quality, coding<br />

Preparation: restoration, filtering, synchronization, construction of classes<br />

Depen<strong>de</strong>nce: distances, ultra metric, correlation<br />

2. Tools:<br />

Descriptive methods: principal components analysis, correspon<strong>de</strong>nces,<br />

preferences<br />

Explanatory methods: regression, segmentation, canonical analysis,<br />

discriminated analysis<br />

Structural methods: ultra metric and hierarchical classification, dynamic<br />

swarms.<br />

3. Analysis:<br />

Analysis methodologies<br />

Interpretation rules<br />

Case studies<br />

E16 – DATA WAREHOUSE<br />

Management of the technical data of a project,<br />

Charter of <strong>de</strong>velopment and <strong>de</strong>sign process,<br />

Constraints and specifications for the management of the technical<br />

data,<br />

Smarteam as tool of implementation,<br />

Application CATIA-SMARTEAM<br />

P2 – DATA WAREHOUSE<br />

TDR – NETWORKS<br />

E18 - NETWORKS<br />

P1 – INDUSTRIAL NETWORKS<br />

Implementation of industrial local area networks<br />

Interfacing with general networks<br />

Communication within heterogeneous equipment (robot, MOCN…)<br />

E3 – HUMAN-COMPUTER INTERACTION<br />

Portability of graphical applications<br />

Mo<strong>de</strong>ls and methodology of interface <strong>de</strong>sign<br />

Architectures of UI management systems<br />

Interactivity and mo<strong>de</strong>rn interfacing environments<br />

Multi-modal communication<br />

Ergonomics and human dimensions of UID<br />

UID = vector of transfer of knowledge<br />

UID and production<br />

PRODUCTION MANAGEMENT<br />

E5 – PRODUCTION MANAGEMENT: BASICS<br />

Introduction to technical data<br />

Introduction to production management: Notion of thorough flow,<br />

the various levels of <strong>de</strong>cision: PIC, MPS, MRP, scheduling, basic<br />

elements of stock management<br />

Introduction to production management methods (Kanban, Kaisen,<br />

TOC, SMED, TPM, …)<br />

E6 – PRODUCTION MANAGEMENT: COMPLEMENTS<br />

Information systems: from production management to supply chain<br />

management, CAM, ERP (integrated system for company management),<br />

implementation steps of an ERP<br />

Workshop scheduling (single machine, parallel machines, flow shop, job<br />

shop, hybrid organizations), project scheduling (PERT,)<br />

Forecasting methods<br />

T1 - PRELUDE<br />

P6 – DESIGN OF PRODUCTION SYSTEMS<br />

Preliminary analysis<br />

Design of production systems<br />

Dimensioning of a production system.<br />

Decision support for system control<br />

P4 – SCHEDULING AND FLOW MANAGEMENT<br />

Study of the implementation of scheduling software. Consi<strong>de</strong>ring a<br />

company which <strong>de</strong>ci<strong>de</strong>s to modify its scheduling system:<br />

Study of the technical data, calculation of the operational duration<br />

and the estimated loads (personnel and equipment), and technical<br />

data bases (operations, resources, operation times, product<br />

ranges, work or<strong>de</strong>r...).<br />

Study of the effects of the choice of sequencing heuristic, as well<br />

as the influence of the work periods (calendar)<br />

Study of the coherence of the operators’ work schedules and of the<br />

harmonization solutions<br />

How to take into account constraints (storage capacity,...) and risks<br />

(breakdown of a machine,...)<br />

Technical and financial analysis and evaluation of scheduling<br />

software<br />

P5 – ERP – PRODUCTION MANAGEMENT AND PLANNING<br />

Presentation of the ERP software SAP R/3 (structure, concepts,<br />

applications),<br />

Discovery of SAP R/3<br />

Gui<strong>de</strong>d tour of the Production-Planning module: master data,<br />

customer or<strong>de</strong>r management process, various business processes<br />

manufacturing planning and execution (forecasting, sales and<br />

operation planning <strong>de</strong>mand management, MRP, or<strong>de</strong>r<br />

management).<br />

Development of new cases of business process (functional<br />

parameterization).<br />

DECISION SUPPORT AND AUTOMATION<br />

E1 – AUTOMATION<br />

Introduction to automation<br />

Automated systems of production (functionalities, uses) project of<br />

automation (tools and methods of <strong>de</strong>sign, programming)<br />

<strong>Industrial</strong> local networks<br />

E4 – MES<br />

An MES (Manufacturing Execution System) is an information<br />

system for production workshops. This recent concept makes it<br />

possible to establish the link between planning (CAM, ERP) and<br />

control (supervision, control).<br />

The objective of this course is to present:<br />

<strong>Industrial</strong> needs,<br />

The functionality brought by a MES (standards),<br />

Impact of MES and return on investment,<br />

Tools and methods of MES <strong>de</strong>sign,<br />

The installation of a MES project, industrial solutions.<br />

P3 - MANUFACTURING EXECUTION SYSTEMS (MES)<br />

Consi<strong>de</strong>ring a real manufacturing unit:<br />

Study of the functions which the information system must provi<strong>de</strong>: tractability,<br />

quality management, production follow-up<br />

Specification and realization of the system architecture<br />

Implementation and testing of this production unit<br />

P8 – AUTOMATION PROJECT<br />

E7 –DECISION SUPPORT<br />

Principals of the simplex algorithm<br />

Problem mo<strong>de</strong>ling by linear programs<br />

Sensitivity to constraints and marginal costs<br />

Optimization in networks<br />

Mo<strong>de</strong>ling of production problems as systems of linear equations<br />

and usage of the simplex algorithm as a <strong>de</strong>cision tool.


E10 – RELIABILITY<br />

Concepts of reliability (terminology, mistakes, error, failure)<br />

Average indicators MTTF, MTTR and MTBF, instantaneous<br />

indicators<br />

Reliability, maintainability, availability, safety,…<br />

Reliability program<br />

AMDEC, failure trees, state graphs<br />

E12 – QUALITY AND MAINTENANCE<br />

Quality:<br />

Justification of quality in companies<br />

Definition of quality and consequences<br />

Steps: from quality control to total quality<br />

Organization and operation of a quality system: reference frame<br />

ISO 9000.<br />

Maintenance:<br />

Basic concepts of the behavior concerning materials,<br />

Maintenance politics,<br />

Maintenance organization and management,<br />

Overview of maintenance tools,<br />

Links with quality processes.<br />

THE MAN AND THE COMPANY<br />

E14 – FINANCIAL FLOWS AND MANAGEMENT CONTROL<br />

Financial mechanisms: cycles of a company, financial flows and formation of<br />

the needs of financial exploitation. These aspects are taught using a case<br />

study of a company creation. Indicators of activity, results and performance:<br />

Interpretation analysis, financial dashboard<br />

E15 – STRATEGIC ANALYSIS OF AN ORGANISATION<br />

Observation and internal strategic analysis, Integration of the technical,<br />

economical and socio-organizational aspects<br />

Personal integration reinforced by contacting, necessary for targeted location<br />

I<strong>de</strong>ntification of human and social aspects for the future engineering missions<br />

PROJECT MANAGEMENT<br />

E11 – PROJECT MANAGEMENT<br />

Project management<br />

Requirements analysis<br />

Technical aspects<br />

P7 – COLLECTIVE PROJECT MANAGEMENT<br />

INDUSTRIAL INTERNSHIP<br />

LINGUISTIC AND SPORT ACTIVITIES


5 TH YEAR<br />

THE MAN AND THE COMPANY<br />

E1 – MANAGEMENT OF HUMAN RESOURCES<br />

Consolidation of the previous training in management. Introduction to the<br />

management of human resources and social relations. Reinforcement of<br />

one’s listening abilities and of the knowledge in interpersonal communication,<br />

also in new cultural contexts.<br />

Management and human resources: team work and informationcommunication;<br />

management roles and styles; principles and tools of HR<br />

(recruitment, evaluation and competence management, remuneration, career<br />

management, etc.); motivation and change management. Social relations and<br />

employment contracts: social dialogue, IRP, tra<strong>de</strong>-union organizations and<br />

collective bargaining; collective agreements; elements of labor law.<br />

Intercultural management.<br />

E2 - CORPORATE SOCIAL RESPONSABILITY<br />

SUSTAINABLE DEVELOPMENT<br />

E4 – IES ECONOMICAL INTELLIGENCE AND STRATEGY<br />

The purpose of the Economical Intelligence and strategy is a process, its<br />

training is continuous. This class intends to provi<strong>de</strong> keys of entry to clarify the<br />

strategic <strong>de</strong>cision-making by replacing the organization within the dynamics of<br />

its environment. It is based on the 3 approaches of the predictive I.E<br />

(i<strong>de</strong>ntification of opportunities), preventive (protection of the knowledge and<br />

know-how) and Influences (action on the environment).<br />

ADVANCED ENGINEERING TECHNICS<br />

E8 – SUPPLY CHAIN AND IMPLEMENTATION OF PRODUCTION<br />

SYSTEMS<br />

This course aims at providing both the fundamental concepts and the<br />

methods for the organization of logistic chains as well as the basic tools for<br />

the implementation of production systems. For the logistic part, the following<br />

concepts are <strong>de</strong>veloped:<br />

The general concept of logistic chains and methods; Mo<strong>de</strong>ling of logistic<br />

chains, performance indicators,<br />

Strategic choices, <strong>de</strong>cisions to make or to let-make, choice of suppliers,<br />

Transport, organization of a distribution network, organization of <strong>de</strong>livery<br />

rounds, distribution network,<br />

Fundamental concepts of SCM, information technology, optimization tools for<br />

the logistics network<br />

Localization problems.<br />

For the implementation part of the production system, the following concepts<br />

are <strong>de</strong>veloped:<br />

Organization of a production workshop, mo<strong>de</strong>ls of machine lay out,<br />

Implementation mo<strong>de</strong>l of assembly lines, <strong>de</strong>sign of manual assembly stations,<br />

chain balancing,<br />

Production cells and methods of group technology<br />

Inter workshop transport, storage systems<br />

Lay out methods and implementation of the system,<br />

Implementation of data-processing tools,<br />

System evaluation and performance measurement<br />

E11 – PURCHASING<br />

The <strong>de</strong>finition of the need, the "make or buy"<br />

The suppliers: traceability of the relations between the company and her<br />

suppliers; choice of suppliers; the negotiation, contractualization; the <strong>de</strong>livery<br />

service; improvement of the purchases politic<br />

E15 – ERGONOMY<br />

E3 – LEAN<br />

<br />

<br />

<br />

<br />

Appreciate lean as a way of management<br />

Use VSM to i<strong>de</strong>ntify and eliminate the waste,<br />

Develop the skills necessary to<br />

See the flow of a value stream and to create a future state map<br />

E9 - CONTROL - SUPERVISION<br />

Control in an MES environment<br />

Reactivity ensured by monitoring and supervision mo<strong>de</strong>ls<br />

Criteria selection of industrial supervisors<br />

E13 – MAINTENANCE ASSISTED BY COMPUTER<br />

E6 – ANALYSIS AND DESIGN OF PRODUCTION CONTROL SYSTEMS<br />

Classification of control problems,<br />

Various approaches to resolve control problems (exact algorithms,<br />

construction methods, mo<strong>de</strong>l changing methods, <strong>de</strong>composition approaches,<br />

neighborhood reach)<br />

Control of goods and services systems,<br />

Control of human and material resources<br />

E10 – PLANIFICATION OF HUMAN RESOURCES<br />

Classification of the problems of quantitative management of human<br />

resources,<br />

Forecasts of the loads in human resources,<br />

Definition of manpower (staffing),<br />

Calculation of cyclic and noncyclical scheduling, rotations,<br />

Definition of timetables<br />

Multi-criteria optimization methods (predominance, electre, Pareto<br />

Bor<strong>de</strong>r).<br />

Stochastic optimization methods (simulated annealing, TABOO,<br />

genetic algorithms)<br />

ELECTRE I and II methods<br />

PROMETHEE I and II methods<br />

FINAL PROJECT ASSIGNMENT<br />

INDUSTRIAL PROJECT<br />

SPORT<br />

LANGUAGE

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!