About: Improved Agent Based Algorithm for Vehicle Routing Problem with Time Windows using Efficient Search Diversification and Pruning Strategy     Goto   Sponge   NotDistinct   Permalink

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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 the state-of-the-art algorithms in this respect.
  • 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 the state-of-the-art algorithms in this respect. (en)
Title
  • Improved Agent Based Algorithm for Vehicle Routing Problem with Time Windows using Efficient Search Diversification and Pruning Strategy
  • Improved Agent Based Algorithm for Vehicle Routing Problem with Time Windows using Efficient Search Diversification and Pruning Strategy (en)
skos:prefLabel
  • Improved Agent Based Algorithm for Vehicle Routing Problem with Time Windows using Efficient Search Diversification and Pruning Strategy
  • Improved Agent Based Algorithm for Vehicle Routing Problem with Time Windows using Efficient Search Diversification and Pruning Strategy (en)
skos:notation
  • RIV/68407700:21230/12:00194081!RIV13-MSM-21230___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(LD12044), Z(MSM6840770038)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 140905
http://linked.open...ai/riv/idVysledku
  • RIV/68407700:21230/12:00194081
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • VRPTW; Agents; Benchmarks; Diversification; Pruning (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [1998EACB4C10]
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Kalina, Petr
  • Vokřínek, Jiří
http://linked.open...n/vavai/riv/zamer
http://localhost/t...ganizacniJednotka
  • 21230
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