A Multi-agent Approach to Collaborative Design of Modular Products

Concurrent Engineering (CE) has become a very popular term while complex product markets are demanding the ability to deliver a high variety of customized products quickly and globally. One of the CE issues has been centered on the way in which the knowledge of the functions such as manufacturing, logistics, marketing, and sales, is captured and managed. To be easily communicated and shared, tacit knowledge needs to be externalized as explicit knowledge, e.g., design rules, and this explicit knowledge incorporated with information technology supports the design decision-making. This paper presents an agent-based system to knowledge management, specifically in design knowledge externalization, and focuses on decision support of modular product collaborative design. The solution approach involves (1) modeling/representing modular products and design knowledge explicitly and (2) supporting collaborative decision-making with agent techniques intelligently. The agent-based system allows the designer to develop a product with the assistance of agents characterizing intelligence, autonomy, and cooperation. The novelty of this paper is that the design operations are formulated and stored in data mart. Therefore, implicit knowledge can be externalized as design rules using the data mining technology. With these rules, design decision-making is supported effectively.

[1]  Mu-Yen Chen,et al.  A Review of Survey Research in Knowledge Management Performance Measurement : 1995-2004 , 2005 .

[2]  Bart Kosko,et al.  Neural networks and fuzzy systems , 1998 .

[3]  Edward Szczerbicki,et al.  Multi-agent systems for concurrent engineering , 1997 .

[4]  Rajit Gadh,et al.  Geometric shape abstractions for internet-based virtual prototyping , 1998, Comput. Aided Des..

[5]  Dorothy E. Leidner,et al.  Review: Knowledge Management and Knowledge Management Systems: Conceptual Foundations and Research Issues , 2001, MIS Q..

[6]  Weiming Shen,et al.  An Experimental Multi-Agent Environment For Engineering Design , 1996, Int. J. Cooperative Inf. Syst..

[7]  Gregory R. Olsen,et al.  SHADE: Technology for Knowledge-based Collaborative Engineering , 1993 .

[8]  Andrew Kusiak,et al.  Synthesis of modular mechatronic products: a testability perspective , 1999 .

[9]  Nicholas R. Jennings,et al.  ADEPT-Advanced Decision Environment for Process Tasks: Overview & Architecture , 1994 .

[10]  Melody Y. Kiang,et al.  DKAS: A Distributed Knowledge Acquisition System in a DSS , 1993, J. Manag. Inf. Syst..

[11]  Jay Liebowitz,et al.  Knowledge Management Handbook , 1999 .

[12]  Leonard N. Foner,et al.  Yenta: a multi-agent, referral-based matchmaking system , 1997, AGENTS '97.

[13]  Andrew Kusiak,et al.  Modularity in design of products and systems , 1998, IEEE Trans. Syst. Man Cybern. Part A.

[14]  M. Fleischer,et al.  A Marketplace of Design Agents for Distributed Concurrent Set-Based Design 1 , 1997 .

[15]  Wen-Yau Liang,et al.  A FORMALISM FOR DESIGNING WITH MODULES , 2001 .

[16]  Ramakrishnan Srikant,et al.  Mining generalized association rules , 1995, Future Gener. Comput. Syst..

[17]  Hans-Jürgen Zimmermann,et al.  Fuzzy sets and decision analysis , 1984 .

[18]  Jenny Poolton,et al.  The New Products Process: Effective Knowledge Capture and Utilisation , 2000, Concurr. Eng. Res. Appl..

[19]  Mark R. Cutkosky,et al.  PACT: an experiment in integrating concurrent engineering systems , 1993, Computer.

[20]  Henry C. W. Lau,et al.  A framework for developing an agent-based collaborative service-support system in a manufacturing information network , 1999 .

[21]  A.Y.C. Nee,et al.  Agent-based product design and planning for distributed concurrent engineering , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[22]  Andrew Y. C. Nee,et al.  Generic form feature recognition and operation selection using connectionist modelling , 1995, J. Intell. Manuf..

[23]  E. Cox,et al.  Fuzzy fundamentals , 1992, IEEE Spectrum.

[24]  Charles Despres,et al.  A review of survey research in knowledge management: 1997-2001 , 2002, J. Knowl. Manag..

[25]  Nicholas R. Jennings,et al.  Using Archon to Develop Real-World DAI Applications, Part 1 , 1996, IEEE Expert.

[26]  Andrew Kusiak,et al.  A Formal Approach to Specifications in Conceptual Design , 1992 .

[27]  Kam-Fai Wong,et al.  KPS: a Web Information Mining Algorithm , 1999, Comput. Networks.