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Journal ArticleDOI

Agent-based manufacturing control based on distributed bid selection and publish-subscribe messaging: a simulation case study

W. L. Yeung
- 23 Oct 2012 - 
- Vol. 50, Iss: 22, pp 6339-6356
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TLDR
Using discrete-event simulation, this case study results show that the adapted CNP design can enhance the resilience of the agent negotiation process to message congestion, thereby contributing to the overall performance of a multi-agent manufacturing system.
Abstract
Bidding-based negotiation schemes play a major role in multi-agent manufacturing systems research. Despite some concerns with message congestion, researchers have been proposing and studying negotiation schemes based on the contract net protocol (CNP). On the other hand, research in robotics has considered a variant of CNP based on publish-subscribe messaging designed for multi-robot coordination. A distinct feature of this variant involves distributing the bid evaluation and selection functions among robot agents. This paper discusses our adaptation of this design variant for multi-agent manufacturing systems and examines its performance implications. Using discrete-event simulation, we study how the adapted CNP design can help address the message congestion problem by cutting down on negotiation slack time. Our case study results show that it can enhance the resilience of the agent negotiation process to message congestion, thereby contributing to the overall performance of a multi-agent manufacturing s...

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References
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Book

Fuzzy Set Theory - and Its Applications

TL;DR: The book updates the research agenda with chapters on possibility theory, fuzzy logic and approximate reasoning, expert systems, fuzzy control, fuzzy data analysis, decision making and fuzzy set models in operations research.
Journal ArticleDOI

Fuzzy Set Theory and Its Applications

TL;DR: In this paper, a new book about fuzzy set theory and its applications is presented, which can be used to explore the knowledge of the knowledge in a new way, even for only few minutes to read a book.
Journal ArticleDOI

The Contract Net Protocol: High-Level Communication and Control in a Distributed Problem Solver

TL;DR: In this article, the contract net protocol has been developed to specify problem-solving communication and control for nodes in a distributed problem solver, where task distribution is affected by a negotiation process, a discussion carried on between nodes with tasks to be executed and nodes that may be able to execute those tasks.
Book

Simulation with Arena

TL;DR: In this article, the authors introduce the subject of simulation using examples from Arena and are designed for the introductory simulation course offered in industrial engineering and business departments Simulation with Arena is the only book to cover the Arena product and it is accompanied by an Arena CD.
Journal ArticleDOI

Negotiation as a Metaphor for Distributed Problem Solving

TL;DR: A framework called the contract net is presented that specifies communication and control in a distributed problem solver, and comparisons with planner, conniver, hearsay-ii, and pup 6 are used to demonstrate that negotiation is a natural extension to the transfer of control mechanisms used in earlier problem-solving systems.
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