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- W100832825 abstract "The work presented in this thesis is part of the research carried out in the Metaheuristics Network, a Research Training Network sponsored by the Improving Human Potential Program of the European Community (HPRN-CT1999-00106). This thesis consist of two parts. The first part (Chapters 1 and 2) presents an introduction to stochastic routing problems followed by the description and the mathematical model of the Vehicle Routing Problem with Stochastic Demands (VRPSD). As stochastic routing problems are NP-hard combinatorial optimization problems, quite a lot of research has been devoted to the development of metaheuristic methods to tackle them, so a literature review is also given. Metaheuristic methods are approximate methods which combine basic heuristic methods in a higher level framework aimed at efficiently exploring a search space. Chapter 2 introduces the concept of metaheuristic and shows some criteria for classification of metaheuristics. Successively it gives a description of nowadays most important metaheuristics. The second part of the thesis (Chapters 3 and 4) summarizes the research results of the Metaheuristics Network on the development and comparison of metaheuristics to tackle the VRPSD. The Metaheuristics Network aims at the comparison of metaheuristics on different combinatorial optimization problems. For each combinatorial optimization problem considered, five metaheuristics are implemented by different persons in different sites involved in the Metaheuristics Network. The five metaheuristics considered are: Ant Colony Optimization, Evolutionary Computation, Iterated Local Search, Tabu Search, and Simulated Annealing. The comparison of the experimental results of the implemented metaheuristics [11] will be presented at the 8th International Conference on Parallel Problem Solving from Nature (PPSN VIII) that will be held in Birmingham, UK, on 18-22 September 2004 and will be published in a forthcoming volume of the series Lecture Notes in Computer Science." @default.
- W100832825 created "2016-06-24" @default.
- W100832825 creator A5044757400 @default.
- W100832825 date "2004-01-01" @default.
- W100832825 modified "2023-09-27" @default.
- W100832825 title "Ant Colony Optimization for the Vehicle Routing Problem" @default.
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