Title :
A hybrid particle swarm optimization for vehicle routing problem with simultaneous pickup and delivery
Author :
Goksal, Fatma Pinar ; Altiparmak, Fulya ; Karaogla, Ismail
Author_Institution :
Dept. of Ind. Eng., Gazi Univ., Ankara, Turkey
Abstract :
Vehicle routing problem (VRP) is an important and well-known combinatorial optimization problem encountered in many transport logistics and distribution systems. The VRP has several variants depending on tasks performed and on some restrictions, such as time windows, multiple vehicles, backhauls, simultaneous delivery and pick-up, etc. In this paper, we consider vehicle routing problem with simultaneous pickup and delivery (VRPSPD). The VRPSPD deals with optimally integrating goods distribution and collection when there are no precedence restrictions on the order in which the operations must be performed. Since the VRPSPD is an NP-hard problem, we present a solution approach based on particle swarm optimization (PSO) in which a local search is performed by variable neighborhood descent algorithm (VND). The effectiveness of the proposed PSO (h_PSO) is investigated by an experiment conducted on benchmark problem instances available in the literature. The computational results indicate that the proposed algorithm competes with the heuristic approaches in the literature.
Keywords :
combinatorial mathematics; goods distribution; logistics; particle swarm optimisation; transportation; NP-hard problem; PSO; VND; VRPSPD; combinatorial optimization problem; distribution systems; hybrid particle swarm optimization; optimally integrating goods distribution; simultaneous pickup and delivery; transport logistics; variable neighborhood descent algorithm; vehicle routing problem; Computers; Encoding; Gallium; Mathematical model; Particle swarm optimization; Routing; Vehicles; Vehicle routing problem; particle swarm optimization; simultaneous pickup and delivery; variable neighborhood descent algorithm;
Conference_Titel :
Computers and Industrial Engineering (CIE), 2010 40th International Conference on
Conference_Location :
Awaji
Print_ISBN :
978-1-4244-7295-6
DOI :
10.1109/ICCIE.2010.5668344