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Evolutionary synthesis of multi-agent systems for dynamic dial-a-ride problems
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van Lon, Rinde R.S., Holvoet, Tom, Vanden Berghe, Greet, Wenseleers, Tom and Branke, Jürgen (2012) Evolutionary synthesis of multi-agent systems for dynamic dial-a-ride problems. In: GECCO Companion '12 , Philadelphia, USA, 7-11 July 2012. Published in: Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference companion ISBN 9781450311786. doi:10.1145/2330784.2330832
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Official URL: http://dx.doi.org/10.1145/2330784.2330832
Abstract
In dynamic dial-a-ride problems a fleet of vehicles need to handle transportation requests within time. We research how to create a decentralized multi-agent system that can solve the dynamic dial-a-ride problem. Normally multi-agent systems are hand designed for each specific application. In this paper we research the applicability of genetic programming to automatically program a multi-agent system that solves dial-a-ride problems. We evaluated the evolved system by running a number of simulations and compared it's performance to a selection hyper-heuristic. The results shows that genetic programming can be a viable alternative to hand constructing multi-agent systems.
| Item Type: | Conference Item (Paper) | ||||
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| Divisions: | Faculty of Social Sciences > Warwick Business School > Operational Research & Management Sciences Faculty of Social Sciences > Warwick Business School |
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| Journal or Publication Title: | Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference companion | ||||
| Publisher: | ACM | ||||
| ISBN: | 9781450311786 | ||||
| Book Title: | Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference companion - GECCO Companion '12 | ||||
| Official Date: | 2012 | ||||
| Dates: |
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| DOI: | 10.1145/2330784.2330832 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Access rights to Published version: | Restricted or Subscription Access | ||||
| Conference Paper Type: | Paper | ||||
| Title of Event: | GECCO Companion '12 | ||||
| Type of Event: | Conference | ||||
| Location of Event: | Philadelphia, USA | ||||
| Date(s) of Event: | 7-11 July 2012 |
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