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Evolutionary Optimization: the µGP toolkit

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Evolutionary Optimization: the µGP toolkit

Ernesto Sanchez, Massimiliano Schillaci, Giovanni Squillero (auth.)
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This book describes an award-winning evolutionary algorithm that outperformed experts and conventional heuristics in solving several industrial problems. It presents a discussion of the theoretical and practical aspects that enabled μGP (MicroGP) to autonomously find the optimal solution of hard problems, handling highly structured data, such as full-fledged assembly programs, with functions and interrupt handlers.

For a practitioner, μGP is simply a versatile optimizer to tackle most problems with limited setup effort. The book is valuable for all who require heuristic problem-solving methodologies, such as engineers dealing with verification and test of electronic circuits; or researchers working in robotics and mobile communication. Examples are provided to guide the reader through the process, from problem definition to gathering results.

For an evolutionary computation researcher, μGP may be regarded as a platform where new operators and strategies can be easily tested.

MicroGP (the toolkit) is an active project hosted by Sourceforge: http://ugp3.sourceforge.net/

Yıl:
2011
Baskı:
1
Yayımcı:
Springer US
Dil:
english
Sayfalar:
178
ISBN 10:
0387094253
ISBN 13:
9780387094250
Dosya:
PDF, 1.48 MB
IPFS:
CID , CID Blake2b
english, 2011
Online Oku
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