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Optimisation of Multilayer Perceptrons Using a Distributed Evolutionary Algorithm with SOAP
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Optimisation of Multilayer Perceptrons Using a Distributed Evolutionary Algorithm with SOAP
P. A. Castillo5  , M. G. Arenas5, J. G. Castellano5, J. J. Merelo5, V. M. Rivas6 and G. Romero5
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Department of Architecture and Computer Technology, University of Granada, Campus de Fuentenueva. E., 18071 Granada, Spain |
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Department of Computer Science, University of Jaén, Avda. Madrid, 35. E., 23071 Jaén, Spain |
Abstract
SOAP (simple object access protocol) is a protocol that allows the access to remote objects independently of the computer
architecture and the language. A client using SOAP can send or receive objects, or access remote object methods. Unlike other
remote procedure call methods, like XML-RPC or RMI, SOAP can use many difierent transport types (for instance, it could be
called as a CGI or as sockets). In this paper an approach to evolutionary distributed optimisation of multilayer perceptrons
(MLP) using SOAP and language Perl has been done.
Obtained results show that the parallel version of the developed programs obtains similar or better results using much less
time than the sequential version, obtaining a good speedup. Also it can be shown that obtained results are better than those
obtained by other authors using different methods.
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