Learning in Agent-Based Manufacturing Systems

Agent-based technology has been taken as an important approach for developing advanced manufacturing systems. Learning is one of the key techniques for implementing such systems. This paper proposes some learning issues in agent-based manufacturing systems for further discussion in the working group. As examples, the paper describes two implemented learning mechanisms and presents some experimental results in an agent-baseat manufacturing system.

[1]  Douglas H. Norrie,et al.  Multi-agent Mediator architecture for distributed manufacturing , 1996, J. Intell. Manuf..

[2]  Tetsuo Tomiyama,et al.  Knowledge Intensive CAD , 1996, IFIP Advances in Information and Communication Technology.

[3]  W. Shen,et al.  An experimental environment for exchanging engineering design knowledge by cognitive agents , 1997 .

[4]  Mark R. Cutkosky,et al.  Madefast: collaborative engineering over the Internet , 1996, CACM.

[5]  Michael J. Shaw,et al.  Learning and Adaptation In Distributed Artificial Intelligence Systems , 1989, Distributed Artificial Intelligence.

[6]  D. Norrie,et al.  An Agent-Based Manufacturing Enterprise Infrastructure for Distributed Integrated Intelligent Manufacturing Systems , 1997 .

[7]  Hae-Jeong Park,et al.  Agile Infrastructure for Manufacturing Systems (AIMS): A Vision for Transforming the US Manufacturin , 1993 .

[8]  Ming Tan,et al.  Multi-Agent Reinforcement Learning: Independent versus Cooperative Agents , 1997, ICML.

[9]  Yuichiro Anzai,et al.  Learning to Reduce Communication Cost on Task Negotiation among Multiple Autonomous Mobile Robots , 1995, Adaption and Learning in Multi-Agent Systems.

[10]  Victor R. Lesser,et al.  Learning organizational roles for negotiated search in a multiagent system , 1998, Int. J. Hum. Comput. Stud..

[11]  Peter Edwards,et al.  Refinement in Agent Groups , 1995, Adaption and Learning in Multi-Agent Systems.

[12]  Sandip Sen,et al.  Adaption and Learning in Multi-Agent Systems , 1995, Lecture Notes in Computer Science.

[13]  Claudia V. Goldman,et al.  Mutually Supervised Learning in Multiagent Systems , 1995, Adaption and Learning in Multi-Agent Systems.

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

[15]  David C. Brown,et al.  Learning by Single Function Agents during Spring Design , 1996 .

[16]  Francisco P. Maturana MetaMorph: an adaptive multi-agent architecture for advanced manufacturing systems , 1997 .

[17]  H. Van Dyke Parunak,et al.  The AARIA agent architecture: an example of requirements-driven agent-based system design , 1997, AGENTS '97.

[18]  Gio Wiederhold,et al.  Mediators in the architecture of future information systems , 1992, Computer.

[19]  Tuomas Sandholm,et al.  On Multiagent Q-Learning in a Semi-Competitive Domain , 1995, Adaption and Learning in Multi-Agent Systems.