JOURNAL ARTICLE

Task Scheduling using Parallel Genetic Simulated Annealing Algorithm

Shijue ZhengWanneng ShuLi Gao

Year: 2006 Journal:   2006 IEEE International Conference on Service Operations and Logistics, and Informatics Vol: 27 Pages: 46-50

Abstract

Task scheduling is a NP-hard problem and is an integral part of parallel and distributed computing. This paper combined with the advantages of genetic algorithm and simulated annealing, brings forward a parallel genetic simulated annealing algorithm and applied to solve task scheduling in grid computing. It first generates a new group of individuals through genetic operation such as reproduction, crossover, mutation, etc, and than simulated anneals independently all the generated individuals respectively. When the temperature in the process of cooling no longer falls, the result is the optimal solution on the whole. From the analysis and experiment result, it is concluded that this algorithm is superior to genetic algorithm and simulated annealing.

Keywords:
Crossover Simulated annealing Adaptive simulated annealing Computer science Scheduling (production processes) Genetic algorithm Mathematical optimization Grid Annealing (glass) Algorithm Parallel computing Mathematics Artificial intelligence Materials science Machine learning

Metrics

33
Cited By
3.45
FWCI (Field Weighted Citation Impact)
9
Refs
0.94
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Distributed and Parallel Computing Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems
Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence

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