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UCT in Capacitated Vehicle Routing Problem with Traffic Jams
Subtitle:Raport Badawczy = Research Report ; RB/23/2016
Creator:Mańdziuk, Jacek ; Świechowski, Maciej
Publisher:Instytut Badań Systemowych. Polska Akademia Nauk ; Systems Research Institute. Polish Academy of Sciences
Place of publishing: Date issued/created: Description:39 pages ; 21 cm ; Bibliography p. 34-38
Subject and Keywords:Stochastic optimization ; Vehicle routing problem ; Optimization under uncertainty ; Optymalizacja stochastyczna ; Problem z trasą pojazdu ; Optymalizacja w warunkach niepewności
Abstract:In this paper a dynamic version of the Capacitated Vehicle Routing Problem (CVRP) is considered. The proposed solution to CVRP with traffic jams (CVRPwTJ) relies on application of the Upper Confidence Bounds applied to Trees (UCT) method, which is an extension of the Monte Carlo Tree Search algorithm. UCT-based approach is compared with four other methods showing promising results and offering prospects for its wider applicability in the domain of stochastic optimization problems.
Relation:Raport Badawczy = Research Report
Resource type: Detailed Resource Type: Source: Language: Language of abstract: Rights:Creative Commons Attribution BY 4.0 license
Terms of use:Copyright-protected material. [CC BY 4.0] May be used within the scope specified in Creative Commons Attribution BY 4.0 license, full text available at: ; -
Digitizing institution:Systems Research Institute of the Polish Academy of Sciences
Original in:Library of Systems Research Institute PAS
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