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A new parallel asynchronous cellular genetic algorithm for scheduling in grids

Authors :
Frédéric Pinel
Bernabé Dorronsoro
Pascal Bouvry
Source :
IPDPS Workshops
Publication Year :
2010
Publisher :
IEEE, 2010.

Abstract

We propose a new parallel asynchronous cellular genetic algorithm for multi-core processors. The algorithm is applied to the scheduling of independent tasks in a grid. Finding such optimal schedules is in general an NP-hard problem, to which evolutionary algorithms can find near-optimal solutions. We analyze the parallelism of the algorithm, as well as different recombination and new local search operators. The proposed algorithm improves previous schedules on benchmark problems. The parallelism of this algorithm suits it to bigger problem instances.

Details

Database :
OpenAIRE
Journal :
2010 IEEE International Symposium on Parallel & Distributed Processing, Workshops and Phd Forum (IPDPSW)
Accession number :
edsair.doi.dedup.....d5047fff5dd231c96c749e9aab65bd85