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
来源
BELIEF FUNCTIONS: THEORY AND APPLICATIONS, (BELIEF 2016) | 2016年 / 9861卷
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
相关论文
共 50 条
  • [31] Quadratic Programming for the Vehicle Routing Problem
    Ji, Ping
    Wu, Hongtao
    Wu, Yongzhong
    OPERATIONS RESEARCH AND ITS APPLICATIONS, PROCEEDINGS, 2008, 8 : 82 - 90
  • [32] Chaotic discrete bat algorithm for capacitated vehicle routing problem
    Cai Y.
    Qi Y.
    Cai H.
    Huang H.
    Chen H.
    International Journal of Autonomous and Adaptive Communications Systems, 2019, 12 (02) : 91 - 108
  • [33] An improved immune genetic algorithm for capacitated vehicle routing problem
    LinHui, Cheng, 1600, Bentham Science Publishers B.V., P.O. Box 294, Bussum, 1400 AG, Netherlands (08): : 560 - 565
  • [34] The green vehicle routing problem with capacitated alternative fuel stations
    Bruglieri, M.
    Mancini, S.
    Pisacane, O.
    COMPUTERS & OPERATIONS RESEARCH, 2019, 112
  • [35] Optimised crossover genetic algorithm for capacitated vehicle routing problem
    Nazif, Habibeh
    Lee, Lai Soon
    APPLIED MATHEMATICAL MODELLING, 2012, 36 (05) : 2110 - 2117
  • [36] An optimization algorithm for a capacitated vehicle routing problem with time windows
    Kirci, Pinar
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2016, 41 (05): : 519 - 529
  • [37] An optimization algorithm for a capacitated vehicle routing problem with time windows
    Pinar Kirci
    Sādhanā, 2016, 41 : 519 - 529
  • [38] Swarm Intelligence in Solving Stochastic Capacitated Vehicle Routing Problem
    Mandziuk, Jacek
    Swiechowski, Maciej
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, ICAISC 2017, PT II, 2017, 10246 : 543 - 552
  • [39] On a Cooperative VNS Parallelization Strategy for the Capacitated Vehicle Routing Problem
    Kalatzantonakis, Panagiotis
    Sifaleras, Angelo
    Samaras, Nikolaos
    LEARNING AND INTELLIGENT OPTIMIZATION, LION, 2020, 11968 : 231 - 239
  • [40] Improved simulated annealing algorithm for capacitated vehicle routing problem
    Shang Z.
    Gu J.
    Wang J.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2021, 27 (08): : 2260 - 2269