The Capacitated Vehicle Routing Problem with Evidential Demands: A Belief-Constrained Programming Approach

被引:2
|
作者
Helal, Nathalie [1 ]
Pichon, Frederic [1 ]
Porumbel, Daniel [2 ]
Mercier, David [1 ]
Lefevre, Eric [1 ]
机构
[1] Univ Artois, LGI2A, EA 3926, F-62400 Bethune, France
[2] Conservatoire Natl Arts & Metiers, EA 4629, F-75003 Paris, France
关键词
Vehicle routing problem; Stochastic programming; Chance-constrained programming; Belief functions;
D O I
10.1007/978-3-319-45559-4_22
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper studies a vehicle routing problem, where vehicles have a limited capacity and customer demands are uncertain and represented by belief functions. More specifically, this problem is formalized using a belief function based extension of the chance-constrained programming approach, which is a classical modeling of stochastic mathematical programs. In addition, it is shown how the optimal solution cost is influenced by some important parameters involved in the model. Finally, some instances of this difficult problem are solved using a simulated annealing metaheuristic, demonstrating the feasibility of the approach.
引用
收藏
页码:212 / 221
页数:10
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