Arc Routing with Time-Dependent Travel Times and Paths

被引:9
|
作者
Vidal, Thibaut [1 ]
Martinelli, Rafael [2 ]
Tuan Anh Pham [3 ,4 ]
Minh Hoang Ha [5 ]
机构
[1] Pontificia Univ Catolica Rio de Janeiro, Dept Informat, BR-22541900 Gavea, RJ, Brazil
[2] Pontificia Univ Catolica Rio de Janeiro, Dept Engn Ind, BR-22451900 Gavea, RJ, Brazil
[3] VNU Univ Engn & Technol, ORLab, Hanoi 100000, Vietnam
[4] Mil Logist Acad, Mil Logist Res Ctr, Hanoi 100000, Vietnam
[5] Phenikaa Univ, Fac Comp Sci, ORLab, Hanoi 100000, Vietnam
关键词
arc routing problem; time-dependent travel times; combinatorial optimization; TABU SEARCH; VEHICLE; ALGORITHM; HEURISTICS; EDGE;
D O I
10.1287/trsc.2020.1035
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
Vehicle routing algorithms usually reformulate the road network into a complete graph in which each arc represents the shortest path between two locations. Studies on time-dependent routing followed this model and therefore defined the speed functions on the complete graph. We argue that this model is often inadequate, in particular for arc routing problems involving services on edges of a road network. To fill this gap, we formally define the time-dependent capacitated arc routing problem (TDCARP), with travel and service speed functions given directly at the network level. Under these assumptions, the quickest path between locations can change over time, leading to a complex problem that challenges the capabilities of current solution methods. We introduce effective algorithms for preprocessing quickest paths in a closed form, efficient data structures for travel time queries during routing optimization, and heuristic and exact solution approaches for the TDCARP. Our heuristic uses the hybrid genetic search principle with tailored solution-decoding algorithms and lower bounds for filtering moves. Our branchand-price algorithm exploits dedicated pricing routines, heuristic dominance rules, and completion bounds to find optimal solutions for problems counting up to 75 services. From these algorithms, we measure the benefits of time-dependent routing optimization for different levels of travel-speed data accuracy.
引用
收藏
页码:706 / 724
页数:19
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