A mathematical model for vehicle routing problem under endogenous uncertainty

被引:18
作者
Khaligh, F. Hooshmand [1 ]
MirHassani, S. A. [1 ]
机构
[1] Amirkabir Univ Technol, Fac Math & Comp Sci, Tehran, Iran
关键词
multistage stochastic programming; endogenous uncertainty; vehicle routing problem; dynamic strategy; decision-dependent scenario tree; nonanticipativity constraints; STOCHASTIC-PROGRAMMING APPROACH; OPTIMIZATION; DEMANDS;
D O I
10.1080/00207543.2015.1057625
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this study, a multistage stochastic programming (SP) model is presented for a variant of single-vehicle routing problem with stochastic demands from a dynamic viewpoint. It is assumed that the actual demand of a customer becomes known only when the customer is visited. This problem falls into the category of SP with endogenous uncertainty and hence, the scenario tree is decision-dependent. Therefore, nonanticipativity of decisions is ensured by conditional constraints making up a large portion of total constraints. Thus, a novel approach is proposed that considerably reduces the problem size without any effect on the solution space. Computational results on some test problems are reported.
引用
收藏
页码:579 / 590
页数:12
相关论文
共 31 条
[1]  
[Anonymous], 2012, AIMMS optimization modelling
[2]  
Birge J.R., 2011, INTRO STOCHASTIC PRO, P181, DOI [DOI 10.1007/978-1-4614-0237-4, 10.1007/978-1-4614-0237-4, 10.1007/978-1-4614-0237-4.]
[3]   A stochastic programming approach for clinical trial planning in new drug development [J].
Colvin, Matthew ;
Maravelias, Christos T. .
COMPUTERS & CHEMICAL ENGINEERING, 2008, 32 (11) :2626-2642
[4]   THE TRUCK DISPATCHING PROBLEM [J].
DANTZIG, GB ;
RAMSER, JH .
MANAGEMENT SCIENCE, 1959, 6 (01) :80-91
[5]   MODELING VEHICLE-ROUTING WITH UNCERTAIN DEMANDS AS A STOCHASTIC PROGRAM - PROPERTIES OF THE CORRESPONDING SOLUTION [J].
DROR, M .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1993, 64 (03) :432-441
[6]   VEHICLE-ROUTING WITH STOCHASTIC DEMANDS - PROPERTIES AND SOLUTION FRAMEWORKS [J].
DROR, M ;
LAPORTE, G ;
TRUDEAU, P .
TRANSPORTATION SCIENCE, 1989, 23 (03) :166-176
[7]   Stochastic vehicle routing [J].
Gendreau, M ;
Laporte, G ;
Seguin, R .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1996, 88 (01) :3-12
[8]   A stochastic programming approach to planning of offshore gas field developments under uncertainty in reserves [J].
Goel, V ;
Grossmann, IE .
COMPUTERS & CHEMICAL ENGINEERING, 2004, 28 (08) :1409-1429
[9]   A Class of stochastic programs with decision dependent uncertainty [J].
Goel, Vikas ;
Grossmann, Ignacio E. .
MATHEMATICAL PROGRAMMING, 2006, 108 (2-3) :355-394
[10]   Cyclic-order neighborhoods with application to the vehicle routing problem with stochastic demand [J].
Goodson, Justin C. ;
Ohlmann, Jeffrey W. ;
Thomas, Barrett W. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 217 (02) :312-323