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Evolutionary Optimization: the µGP toolkit

von Ernesto Sanchez, Giovanni Squillero und Massimiliano Schillaci
Softcover - 9781489993687
106,99 €
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Hardcover - 9780387094250
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Weitere Formate

Hardcover - 9780387094250
106,99 €

Beschreibung

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/

Details

Verlag Springer US
Ersterscheinung 15. August 2014
Maße 23.5 cm x 15.5 cm
Gewicht 306 Gramm
Format Softcover
ISBN-13 9781489993687
Auflage 2011
Seiten 178