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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Hoong Chuin Lau Zhao, Z.J. Shuzhi Sam Ge Tong Heng Lee |
| Copyright Year | 2004 |
| Abstract | In this paper, we consider the problem of allocating machine resources among multiple agents, each of which is responsible to solve a flowshop scheduling problem. We present an iterated combinatorial auction mechanism in which bid generation is performed within each agent, while a price adjustment procedure is performed by a centralized auctioneer. While this approach is fairly well-studied in the literature, our primary innovation is in an adaptive price adjustment procedure, utilizing variable step-size inspired by adaptive PID-control theory coupled with utility pricing inspired by classical microeconomics. We compare with the conventional price adjustment scheme proposed in Fisher (1985), and show better convergence properties. Our secondary contribution is in a fast bid-generation procedure executed by the agents based on local search. Putting both these innovations together, we compare our approach against a classical integer programming model as well as conventional price adjustment schemes, and show drastic run time improvement with insignificant loss of global optimality. |
| Sponsorship | IEEE Robotics and Automation Society |
| Starting Page | 732 |
| Ending Page | 743 |
| Page Count | 12 |
| File Size | 1257940 |
| File Format | |
| ISSN | 15455955 |
| Volume Number | 8 |
| Issue Number | 4 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2011-10-01 |
| Publisher Place | U.S.A. |
| Access Restriction | One Nation One Subscription (ONOS) |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Resource management Computational efficiency Convergence Multiagent systems Decision making Scheduling resource allocation Auction decentralized decision making flow shop |
| Content Type | Text |
| Resource Type | Article |
| Subject | Control and Systems Engineering Electrical and Electronic Engineering |
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