Title :
A Parallel Hybrid Genetic Algorithm on Cloud Computing for the Vehicle Routing Problem with Time Windows
Author :
Siqueira Ruela, Andre ; Gadelha Guimaraes, Frederico ; Rabelo Oliveira, Ricardo Augusto ; Neves, Brayan ; Peixoto Amorim, Vicente ; Fraga, Larissa Maiara
Author_Institution :
Programa de Pos-Grad. em Eng. Eletr., Univ. Fed. de Minas Gerais, Belo Horizonte, Brazil
Abstract :
This paper proposes a new Parallel Hybrid Genetic Algorithm approach for Vehicle Routing Problem with Time Windows. The algorithm was developed to be executed on cloud computing web services and serves as an online application for real world problems. A new parallel scheme was proposed with shared resources of candidate solutions accessed by many asynchronous tasks. The algorithm was tested over the classical well-known benchmark and presented excellent results for some instances in a low computational time. The algorithm reaches the best-known solutions for many instances and found high competitive solutions. The excellent performance of the proposed approach indicates its potential to be applied in real world applications, running on cloud computing servers.
Keywords :
Web services; cloud computing; genetic algorithms; parallel algorithms; vehicle routing; Web services; cloud computing servers; online application; parallel hybrid genetic algorithm; time windows; vehicle routing problem; Biological cells; Cloud computing; Genetic algorithms; Routing; Sociology; Statistics; Vehicles; Optimization on Cloud Computing; Parallel Hybrid Metaheuristics; VRPTW;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2013 IEEE International Conference on
Conference_Location :
Manchester
DOI :
10.1109/SMC.2013.421