(How) Is AI Impacting Manufacturing?
نویسنده
چکیده
Manufacturing research is broadly concerned with tasks performed throughout the product manufacturing life cycle: Decision making at each stage requires creativity, the ability to deal with complexity and coordination with other activities in the cycle. As such, manufacturing represents a fertile domain in which to apply Artificial Intelligence. The potential of AI for solving manufacturing problems was was recognized in the early 1980s, resulting in the initiation of a large number of application projects [Fox 86]. Some of the first commercially successful systems, such as XCON at Digital [Bachant & McDermott 84 84], OPGEN at Hazeltine [Freedman & Frail 86], and GENAID at Westinghouse [Osborne 86] have arisen out of the manufacturing domain. Given the plethora of manufacturing related AI projects underway in the last decade, it is time to review our experiences. In particular, it would be useful to examine the following questions: 1. Has AI made any contributions to solving manufacturing problems? 2. Are the contributions measurable, if so, how? 3. What can we do now that we could not do in the past? 4. What does it take to build, deliver and maintain "real" AI systems? 5. How much and what types of AI are causing the impact? • a little vs a lot. • sophisticated vs unsophisticated. • expert systems vs knowledge based systems 6. Is the cost worth the effort? Each of the panel members were chosen to represent a different industry.
منابع مشابه
To appear IJCAI August AI Planning Versus Manufacturing Operation Planning A Case Study
Although AI planning techniques can poten tially be useful in several manufacturing do mains this potential remains largely unreal ized In order to adapt AI planning techniques to manufacturing it is important to develop more realistic and robust ways to address issues important to manufacturing engineers Fur thermore by investigating such issues AI re searchers may be able to discover principl...
متن کاملIntelligent Systems in Manufacturing: Current Developments and Future Prospects
Global competition and rapidly changing customer requirements are demanding increasing changes in manufacturing environments. Enterprises are required to constantly redesign their products and continuously reconfigure their manufacturing systems. Traditional approaches to manufacturing systems do not fully satisfy this new situation. Many authors have proposed that artificial intelligence will ...
متن کاملModelling Business processes and enterprise activities at the knowledge level
As manufacturing systems become more sophisticated and complicated, effective managers know how they play a crucial role in managing an enterprise and managers know how to deal with their dynamics and uncertainty. In this article, a formalism based on the computer-integrated manufacturing open-system architecture (CIMOSA) reference model is presented to specify the business processes and enterp...
متن کاملControl over Power Conversion Efficiency of BHJ Solar Cells: Learn more from Less, with Artificial Intelligence
Harvesting the energy from the sun through the bulk heterojunction (BHJ) solar cells need materials with specific electronic characteristics. However, any promising material if cast improperly in cells will end into low or even null power conversion efficiency (PCE). Cell casting optimization is a time/material consumable step in any photovoltaic manufacturing practice. In this study, we sh...
متن کاملThe Future of Healthcare Facilities: How Technology and Medical Advances May Shape Hospitals of the Future
In this review article, we aim to depict how healthcare facilities may look in the near future from an architectural design point of view. For this purpose, we review newly introduced technology and medical advances in the field of healthcare, such as artificial intelligence (AI), robotic surgery, 3D printing, and information technology (IT), and suggest how those advances may affect the archit...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1989