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Challenges and Opportunities for Innovation in the Public Works ...

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Shar<strong>in</strong>g Experience Between Manufactur<strong>in</strong>g <strong>and</strong> Construction<br />

5.5 Three Fundamental Requirements<br />

Among <strong>the</strong> above 16 functional requirements of concurrent eng<strong>in</strong>eer<strong>in</strong>g tools, three are most<br />

fundamental (12,18) to software development as <strong>in</strong>dicated by <strong>the</strong> axes of Figure 6. The X axis<br />

represents "perspectives" which refer to different life-cycle concerns such as function, structure,<br />

manufactur<strong>in</strong>g, <strong>and</strong> ma<strong>in</strong>tenance. On <strong>the</strong> Y axis, "stages" <strong>in</strong>dicate <strong>the</strong> current stage of decisionmak<strong>in</strong>g<br />

activities, rang<strong>in</strong>g from <strong>the</strong> early stage of conceptualization to <strong>the</strong> f<strong>in</strong>al stage of detailed<br />

analyses <strong>and</strong> production. The Z axis represents "participants" <strong>and</strong> refers to <strong>the</strong> number of<br />

eng<strong>in</strong>eers required <strong>for</strong> develop<strong>in</strong>g a competitive product. It is <strong>in</strong>terest<strong>in</strong>g to note that most<br />

conventional, computer-aided eng<strong>in</strong>eer<strong>in</strong>g tools available to date only support a s<strong>in</strong>gle<br />

perspective, are biased toward a particular stage, <strong>and</strong> are only suitable <strong>for</strong> an <strong>in</strong>dividual user.<br />

These tools are represented as a s<strong>in</strong>gle po<strong>in</strong>t at [0,0,01 <strong>in</strong> Figure 6. In contrast, computer tools<br />

<strong>for</strong> concurrent eng<strong>in</strong>eer<strong>in</strong>g must ideally be able to <strong>in</strong>corporate multiple perspectives, support<br />

multiple stages, <strong>and</strong> work with multiple participants. They are represented by <strong>the</strong> volume of <strong>the</strong><br />

[1,1,1] cube <strong>in</strong> Figure 6. Basic research ef<strong>for</strong>ts are needed to extend current computer-aided<br />

automation technologies from zero-dimension (a s<strong>in</strong>gle po<strong>in</strong>t at [0,0,0]) to three-dimension (<strong>the</strong><br />

volume of [1,1,1] cube) to support concurrent product development (19).<br />

6. Some Recent Results<br />

There are many different approaches available <strong>for</strong> develop<strong>in</strong>g concurrent eng<strong>in</strong>eer<strong>in</strong>g computer<br />

tools. Good examples are <strong>the</strong> Taguchi method (20) <strong>and</strong> <strong>the</strong> Axiomatic design pr<strong>in</strong>ciple which<br />

have been explored as ways to support design <strong>and</strong> manufactur<strong>in</strong>g <strong>in</strong>tegration (21). In fact, s<strong>in</strong>ce<br />

concurrent eng<strong>in</strong>eer<strong>in</strong>g is a system-level problem, any approach that can improve on system<br />

solutions is useful. In this section, we will <strong>in</strong>troduce some recent results from an extended Albased<br />

approach, called <strong>the</strong> Knowledge Process<strong>in</strong>g Technology (KPT).<br />

6.1 The Basic Concept of Knowledge Process<strong>in</strong>g<br />

The need <strong>for</strong> develop<strong>in</strong>g computer tools that can h<strong>and</strong>le multiple perspectives, stages, <strong>and</strong><br />

participants calls <strong>for</strong> a new automation foundation beyond <strong>the</strong> current foundation which is based<br />

on <strong>the</strong> data process<strong>in</strong>g technology (DPT). We developed KPT as a new foundation which<br />

allowed us to build computer tools that could manipulate higher level <strong>in</strong><strong>for</strong>mation contents than<br />

what was possible with DPT. In a generic sense, KPT can be def<strong>in</strong>ed as a logical set of software<br />

techniques, from both Al research <strong>and</strong> traditional eng<strong>in</strong>eer<strong>in</strong>g methods, that can <strong>in</strong>crease <strong>the</strong><br />

utility of eng<strong>in</strong>eer<strong>in</strong>g knowledge to support complex decision mak<strong>in</strong>g tasks (22). An important<br />

concept of KPT is <strong>the</strong> dist<strong>in</strong>ction between data <strong>and</strong> knowledge. Both knowledge <strong>and</strong> data are<br />

problem-solv<strong>in</strong>g <strong>in</strong><strong>for</strong>mation with different representations <strong>and</strong> utilities. Knowledge represents<br />

<strong>the</strong> structure, mean<strong>in</strong>g, usage, justifications, <strong>in</strong>terpretations, <strong>and</strong> o<strong>the</strong>r high-level concepts of data.<br />

In contrast to data, knowledge is more flexible, comprehensible, <strong>and</strong> can be dynamically<br />

<strong>in</strong>ferenced (ra<strong>the</strong>r than statically retrieved). While data keeps records of past events, knowledge<br />

lies with<strong>in</strong> <strong>the</strong> models that give proper mean<strong>in</strong>g to data <strong>for</strong> future applications.<br />

Due to <strong>the</strong> above differences, process<strong>in</strong>g data is sufficient <strong>for</strong> <strong>in</strong>terfac<strong>in</strong>g of mass-production<br />

automation tasks while process<strong>in</strong>g knowledge is required <strong>for</strong> <strong>in</strong>tegration of highly flexible<br />

production systems. Interfac<strong>in</strong>g <strong>and</strong> <strong>in</strong>tegration differ <strong>in</strong> <strong>the</strong> method <strong>and</strong> degree by which<br />

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