Title :
A two-phase vehicle based decomposition algorithm for large-scale capacitated vehicle routing with time windows
Author :
Gulic, Matija ; Lucanin, Drazen ; Skorin-Kapov, Nina
Author_Institution :
Protok d.o.o., Zagreb, Croatia
Abstract :
With significant advances in computing power during recent years, increasingly complex variants of the vehicle routing problem (VRP) with added constraints are coming into focus. VRP is a combination of the classical traveling salesman and bin packing problems, with many real world applications in various fields - from physical resource manipulation planning to virtual resource management in the ever more popular cloud computing domain. In this paper, we consider large-scale VRP problem instances with time window constraints. Due to their complexity, we propose a solution approach based on the divide and conquer paradigm, decomposing problem instances into smaller, mutually independent sub-problems which can be solved using traditional algorithms and integrated into a global solution of reasonably good quality. Numerical results indicate the efficiency and scalability of the proposed approach, making it highly applicable to large-scale realistic VRP problem instances.
Keywords :
bin packing; logistics; travelling salesman problems; bin packing problems; cloud computing domain; divide and conquer paradigm; large-scale VRP problem instances; large-scale capacitated vehicle routing; physical resource manipulation planning; time window constraints; traveling salesman problems; two-phase vehicle based decomposition algorithm; virtual resource management; Benchmark testing; Cloud computing; Greedy algorithms; Optimization; Routing; Time factors; Vehicles; decomposition; greedy search; large-scale; optimization; scalability; time windows; vehicle routing problem;
Conference_Titel :
MIPRO, 2012 Proceedings of the 35th International Convention
Conference_Location :
Opatija
Print_ISBN :
978-1-4673-2577-6