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Cloud-based Evolutionary Algorithms: An algorithmic study

Authors :
Merelo, Juan-J.
García-Arenas, Maribel
Mora, Antonio M.
Castillo, Pedro
Romero, Gustavo
Laredo, JLJ
Publication Year :
2011

Abstract

After a proof of concept using Dropbox(tm), a free storage and synchronization service, showed that an evolutionary algorithm using several dissimilar computers connected via WiFi or Ethernet had a good scaling behavior in terms of evaluations per second, it remains to be proved whether that effect also translates to the algorithmic performance of the algorithm. In this paper we will check several different, and difficult, problems, and see what effects the automatic load-balancing and asynchrony have on the speed of resolution of problems.<br />Comment: Paper 4 for the First International Workshop of Distributed Evolutionary computation in Informal Environments

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1105.6205
Document Type :
Working Paper