Using agents for solving a multi-commodity-flow problem
AbstractWe investigate a commodity trading problem in a flow network with arbitrary topology where sinks combine commodities into bundles in order to generate profits. Our focus is the profit maximization problem for the trading network under both central and distributed control. We compute solutions for the central control problem using an integer linear program while we compute solutions for the distributed case by implementing the nodes in the network as software-agents that exchange messages in order to establish profitable trades. We report on computational results using both methods and demonstrate that there is a connection between agent profits and a centrality measure developed for the problem. We also demonstrate that with our current agent strategy, there is a trade-off between the agents acting too quickly before enough information is available and waiting too long and thus giving each agent too much information and thus too much power over the outcome.
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Bibliographic InfoArticle provided by Elsevier in its journal European Journal of Operational Research.
Volume (Year): 194 (2009)
Issue (Month): 3 (May)
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Web page: http://www.elsevier.com/locate/eor
Distributed decision making Multi-agent systems Integer programming;
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- Theo Arentze & Harry Timmermans, 2003. "A multiagent model of negotiation processes between multiple actors in urban developments: a framework for and results of numerical experiments," Environment and Planning B: Planning and Design, Pion Ltd, London, vol. 30(3), pages 391-410, May.
- Dudek, Gregor & Stadtler, Hartmut, 2005. "Negotiation-based collaborative planning between supply chains partners," European Journal of Operational Research, Elsevier, vol. 163(3), pages 668-687, June.
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