Joint Vehicle and Crew Routing and Scheduling

被引:11
作者
Lam, Edward [1 ,2 ]
Van Hentenryck, Pascal [3 ]
Kilby, Philip [2 ]
机构
[1] Monash Univ, Caulfield, Vic 3145, Australia
[2] CSIRO Data61, Canberra, ACT 2601, Australia
[3] Georgia Inst Technol, Atlanta, GA 30332 USA
关键词
vehicle routing; vehicle scheduling; crew routing; crew scheduling; synchronization; mixed integer programming; constraint programming; hybrid optimization; large neighborhood search; BENDERS DECOMPOSITION; ALGORITHMS; MODELS;
D O I
10.1287/trsc.2019.0907
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Traditional vehicle routing problems implicitly assume that only one crew operates a vehicle for the entirety of its journey. However, this assumption is violated in many applications arising in humanitarian and military logistics. This paper considers a joint vehicle and crew routing and scheduling problem in which crews are able to interchange vehicles, resulting in space and time interdependencies between vehicle routes and crew routes. The problem is formulated as a mixed integer programming (MIP) model and a constraint programming (CP) model that overlay crew routing constraints over a standard vehicle routing problem. The constraint program uses a novel optimization constraint to detect infeasibility and to bound crew objectives. This paper also explores methods using large neighborhood search over the MIP and CP models. Experimental results indicate that modeling the vehicle and crew routing problems jointly and supporting vehicle interchanges for crews may bring significant benefits in cost reduction compared with a method that sequentializes these decisions.
引用
收藏
页码:488 / 511
页数:24
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