DocumentCode :
1831548
Title :
The Single Vehicle Routing Problem with Deliveries and Selective Pickups in a CPU-GPU Heterogeneous Environment
Author :
Coelho, Igor Machado ; Ochi, Luiz Satoru ; Munhoz, Pablo Luiz Araújo ; Souza, Marcone Jamilson Freitas ; Farias, Ricardo ; Bentes, Cristiana
Author_Institution :
Inst. of Comput., Fluminense Fed. Univ., Niteroi, Brazil
fYear :
2012
fDate :
25-27 June 2012
Firstpage :
1606
Lastpage :
1611
Abstract :
In this work, we propose a new algorithm to solve a variant of the Vehicle Routing Problem that is the Single Vehicle Routing Problem with Deliveries and Selective Pickups (SVRPDSP). Our algorithm produces good quality solutions that are better than the best known solutions in the literature. In order to reduce the time spent to solve large-sized instances, we also propose here a parallel implementation of our algorithm that explores a heterogeneous environment composed of a CPU and a GPU. Therefore, our algorithm harnesses the tremendous computing power of the GPU to improve the performance of the local searches computation. We obtained average speedups from 2.73 to 16.23 times with our parallel approach.
Keywords :
goods distribution; graphics processing units; parallel algorithms; search problems; transportation; vehicles; CPU-GPU heterogeneous environment; SVRPDSP; graphics processing units; local search computation performance improvement; parallel algorithms; single vehicle routing problem with deliveries-and-selective pickups; Graphics processing unit; Optimization; Parallel algorithms; Resource management; Routing; Vectors; Vehicles; GPU Computing; Parallel Metaheuristic; Vehicle Routing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing and Communication & 2012 IEEE 9th International Conference on Embedded Software and Systems (HPCC-ICESS), 2012 IEEE 14th International Conference on
Conference_Location :
Liverpool
Print_ISBN :
978-1-4673-2164-8
Type :
conf
DOI :
10.1109/HPCC.2012.234
Filename :
6332369
Link To Document :
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