Improved Agent Based Algorithm for Vehicle Routing Problem with Time Windows using Efficient Search Diversification and Pruning Strategy
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F12%3A00194081" target="_blank" >RIV/68407700:21230/12:00194081 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Improved Agent Based Algorithm for Vehicle Routing Problem with Time Windows using Efficient Search Diversification and Pruning Strategy
Original language description
We suggest an improved algorithm for the vehicle routing problem with time windows (VRPTW). The algorithm is based on negotiation between a fleet of agents corresponding to the routed vehicles using a set of generic negotiation methods and a state-of-the-art insertion heuristic. A search diversification and pruning strategy is introduced which allows for a wide range of competing algorithm instances to be instantiated and efficiently managed throughout the solving process. Experimental results on the widely used Solomon's and the extended Homberger's benchmarks prove that the algorithm is broadly competitive with respect to the established centralized state-of-the-art algorithms equalling the best known solutions in 64% of the cases with an overall relative error of 2.4%, thus achieving a new best known result for an agent based algorithm to date. The vastly improved negotiation process and the inherent parallelization features provide for excellent anytime features, outperforming even
Czech name
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Czech description
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Classification
Type
O - Miscellaneous
CEP classification
JC - Computer hardware and software
OECD FORD branch
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Result continuities
Project
<a href="/en/project/LD12044" target="_blank" >LD12044: Agent-based Computing for Autonomic Road Transport Support Systems</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>Z - Vyzkumny zamer (s odkazem do CEZ)
Others
Publication year
2012
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů