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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 />

decisions <strong>in</strong> a manner suitable <strong>for</strong> communication. The follow<strong>in</strong>g functional requirements must<br />

be considered:<br />

(R-c-1) Support <strong>the</strong> least commitment approach: A way to facilitate upstream <strong>and</strong><br />

downstream communications is not to make premature commitments or specifications, leav<strong>in</strong>g<br />

room <strong>for</strong> o<strong>the</strong>rs to express <strong>the</strong>ir concerns later on. This is called <strong>the</strong> least commitment approach<br />

to problem solv<strong>in</strong>g <strong>in</strong> Al, <strong>and</strong> is a very useful concept to promote communications <strong>in</strong> concurrent<br />

eng<strong>in</strong>eer<strong>in</strong>g. For example, one way to support <strong>the</strong> least commitment approach is to develop<br />

computer tools that allow <strong>in</strong>terval value specifications. In <strong>the</strong> early stages of product<br />

development, few details may be explicitly known. Eng<strong>in</strong>eers can use <strong>in</strong>tervals to specify<br />

acceptable ranges of values based on upstream concerns, leav<strong>in</strong>g <strong>the</strong>se <strong>in</strong>tervals to be fur<strong>the</strong>r<br />

ref<strong>in</strong>ed by o<strong>the</strong>rs at later stages where downstream concerns become apparent. Traditional tools<br />

only support atomic value specifications (e.g., s<strong>in</strong>gle numbers or symbols) <strong>and</strong>, hence, <strong>for</strong>ce<br />

eng<strong>in</strong>eers to commit to specific values unnecessarily. In contrast, <strong>in</strong>terval values, much like <strong>the</strong><br />

tolerance concept <strong>in</strong> design <strong>and</strong> manufactur<strong>in</strong>g <strong>in</strong>tegration, can make product decisions more<br />

"communicable" to promote concurrent eng<strong>in</strong>eer<strong>in</strong>g.<br />

(R-c-2) Adaptive focus at multiple abstraction levels: Upstream <strong>and</strong> downstream product<br />

concerns are often expressed with different levels of abstraction. There<strong>for</strong>e, computer tools must<br />

be able to support reason<strong>in</strong>g with adaptive focus <strong>for</strong> concurrent eng<strong>in</strong>eer<strong>in</strong>g communication.<br />

Given a specification of "<strong>in</strong>terests" based on eng<strong>in</strong>eers' different roles <strong>in</strong> <strong>the</strong> product<br />

development team, such tools must be able to automatically m<strong>in</strong>e out relevant <strong>in</strong><strong>for</strong>mation from<br />

generic product specifications. As eng<strong>in</strong>eers change <strong>the</strong>ir <strong>in</strong>terests at different stages, <strong>the</strong>se tools<br />

must adapt <strong>the</strong>ir focus of <strong>in</strong><strong>for</strong>mation m<strong>in</strong><strong>in</strong>g accord<strong>in</strong>gly. Without such tools to support adaptive<br />

focus, eng<strong>in</strong>eers will be overwhelmed by <strong>the</strong> amount of <strong>in</strong><strong>for</strong>mation, most of which is not<br />

directly relevant to <strong>the</strong>ir current <strong>in</strong>terests, <strong>and</strong> unable to communicate effectively at <strong>the</strong> proper<br />

time.<br />

(R-c-3) Facilitate early evaluation of decisions: Early evaluations are important because <strong>the</strong>y<br />

can elim<strong>in</strong>ate unpromis<strong>in</strong>g choices be<strong>for</strong>e major resources are consumed. However, upstream<br />

evaluations are difficult because most traditional analysis tools require very detailed decision<br />

specifications <strong>and</strong>, <strong>the</strong>re<strong>for</strong>e, can only be used <strong>for</strong> downstream analyses. Methods must be<br />

developed to <strong>for</strong>m analysis models based on downstream detailed knowledge to support early<br />

evaluations of upstream decisions. With <strong>the</strong>se early evaluation models extracted from<br />

downstream knowledge, product decisions can be gradually ref<strong>in</strong>ed at optimized at various stages.<br />

(R-c-4) Provide hypo<strong>the</strong>tical reason<strong>in</strong>g: S<strong>in</strong>ce not all <strong>the</strong> concerns are explicitly known at<br />

upstream, eng<strong>in</strong>eers often need to hypo<strong>the</strong>size downstream conditions to generate several different<br />

product scenarios. Hypo<strong>the</strong>tical reason<strong>in</strong>g is an important activity <strong>in</strong> product development, <strong>and</strong><br />

good computer support <strong>for</strong> this activity can greatly assist concurrent eng<strong>in</strong>eer<strong>in</strong>g. There are<br />

several software techniques from AI, such as multiple worlds <strong>and</strong> truth ma<strong>in</strong>tenance systems,<br />

which can be used to support multi-scenario reason<strong>in</strong>g based on different hypo<strong>the</strong>ses <strong>and</strong> can<br />

automatically merge different scenarios when necessary. These techniques must be fur<strong>the</strong>r<br />

developed <strong>and</strong> <strong>in</strong>tegrated to support hypo<strong>the</strong>tical reason<strong>in</strong>g at different abstraction levels <strong>for</strong><br />

concurrent eng<strong>in</strong>eer<strong>in</strong>g.<br />

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