DocumentCode
2068218
Title
A hybrid particle swarm for the distribution routing problem with simutaneous pickups and delivery service
Author
Ming, Fan ; Chao, Yun ; Yi, Guo
Author_Institution
Sch. of Mech. Eng. & Autom., Beijing Univ. of Aeronaut. & Astronaut., Beijing, China
fYear
2011
fDate
16-18 Dec. 2011
Firstpage
379
Lastpage
382
Abstract
In practical operations, exact methods was incapable of dealing with large scale logistics distribution routing problem variant which considers customers to simultaneously require delivery and pickups services (VRPSDP) instances within acceptable computational times. So the paper proposed mathematical formulations and designed an hybrid algorithm for VRPSDP. The algorithm incorporated the mutation and selection operation in particle swarm algorithm for logistics distribution routing problem variant. Using the selection and mutation which dynamic changed with the iterations could effectively prevent the algorithm into local optimum and converge to the global optimum ultimately. In specific, we introduced a self-adaptive parameter adjustment strategy in particle swarm algorithm, the proposed strategy could maximize the amount of routing information according to each iteration and drive the search towards diverse regions of the solution space. The performance of our hybrid algorithm was tested on some VRPSPD instances. It proved to be rather effective and efficient, as it produced high quality results, improving several best solutions previously reported.
Keywords
goods distribution; iterative methods; logistics; particle swarm optimisation; hybrid particle swarm algorithm; iteration algorithm; large scale logistics distribution routing problem; mathematical formulations; mutation operation; selection operation; self-adaptive parameter adjustment strategy; simultaneous delivery and pickups services; Algorithm design and analysis; Genetic algorithms; Heuristic algorithms; Particle swarm optimization; Routing; Search problems; Vehicles; Particle swarm algorithm; Simultaneous pickups and deliveries; Vehicle routing problem; mutation;
fLanguage
English
Publisher
ieee
Conference_Titel
Transportation, Mechanical, and Electrical Engineering (TMEE), 2011 International Conference on
Conference_Location
Changchun
Print_ISBN
978-1-4577-1700-0
Type
conf
DOI
10.1109/TMEE.2011.6199222
Filename
6199222
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