A hybrid clonal selection algorithm for the location routing problem with stochastic demands

被引:18
作者
Marinakis, Yannis [1 ]
Marinaki, Magdalene [1 ]
Migdalas, Athanasios [2 ,3 ]
机构
[1] Tech Univ Crete, Sch Prod Engn & Management, Khania 73100, Greece
[2] Lulea Tech Univ, Ind Logist, S-97187 Lulea, Sweden
[3] Aristotle Univ Thessaloniki, Dept Civil Engn, Thessaloniki 54124, Greece
关键词
Clonal selection algorithm; Variable neighborhood search; Iterated local search; Location routing problem with stochastic demands; TRAVELING SALESMAN; OPTIMIZATION; SEARCH;
D O I
10.1007/s10472-014-9441-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a new formulation of the Location Routing Problem with Stochastic Demands is presented. The problem is treated as a two phase problem where in the first phase it is determined which depots will be opened and which customers will be assigned to them while in the second phase, for each of the open depots a Vehicle Routing Problem with Stochastic Demands is solved. For the solution of the problem a Hybrid Clonal Selection Algorithm is applied, where, in the two basic phases of the Clonal Selection Algorithm, a Variable Neighborhood Search algorithm and an Iterated Local Search algorithm respectively have been utilized. As there are no benchmark instances in the literature for this form of the problem, a number of new test instances have been created based on instances of the Capacitated Location Routing Problem. The algorithm is compared with both other variants of the Clonal Selection Algorithm and other evolutionary algorithms.
引用
收藏
页码:121 / 142
页数:22
相关论文
共 51 条
  • [1] Heuristic and lower bound for a stochastic location-routing problem
    Albareda-Sambola, Maria
    Fernandez, Elena
    Laporte, Gilbert
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2007, 179 (03) : 940 - 955
  • [2] [Anonymous], 2014, LEARNING INTELLIGENT
  • [3] [Anonymous], 2009, METAHEURISTICS DESIG, DOI DOI 10.1002/9780470496916
  • [4] [Anonymous], IN SILICO IMMUNOLOGY
  • [5] Using clustering analysis location-routing in a capacitated problem
    Barreto, Sergio
    Ferreira, Carlos
    Paixao, Jose
    Sousa Santos, Beatriz
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2007, 179 (03) : 968 - 977
  • [6] FINDING THE OPTIMAL A PRIORI TOUR AND LOCATION OF A TRAVELING SALESMAN WITH NONHOMOGENEOUS CUSTOMERS
    BERMAN, O
    SIMCHILEVI, D
    [J]. TRANSPORTATION SCIENCE, 1988, 22 (02) : 148 - 154
  • [7] TRAVELING SALESMAN FACILITY LOCATION-PROBLEMS
    BERTSIMAS, DJ
    [J]. TRANSPORTATION SCIENCE, 1989, 23 (03) : 184 - 191
  • [8] Bianchi L., 2006, Journal of Mathematical Modelling and Algorithms, V5, P91, DOI DOI 10.1007/S10852-005-9033-Y
  • [9] Brabazon A., 2006, NAT COMP SER
  • [10] Burness R. C., 1976, Transportation Science, V10, P348, DOI 10.1287/trsc.10.4.348