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Evolutionary computation.- Why yet another one evolutionary optimizer?.- The μGP architecture.- Advanced features.- Performing an evolutionary run.- Command line syntax.- Syntax of the settings file.- Syntax of the population parameters file.- Syntax of the external constraints file.- Writing a compliant evaluator.- Implementation details.- Examples and applications.- Argument and option synopsis.- External constraints synopsis.- Index.- References

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 (Micro GP) 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.

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

Format
PDF-ebook
Sprache
englisch 
Altersgruppe
02-99
Seiten
178
Dateigröße
1.3 MB
abrufbar
24 Monate
Kopierschutz
Adobe DRM
Verlag
Springer US
Erscheinungsort
NY/US
Ausgabe
Ausgabe
Artikel
DG2143697

'Evolutionary Optimization: the µGP toolkit' von Ernesto Sanchez & Massimiliano Schillaci ist ein digitales PDF ebook zum direkten download auf PC, Mac, Notebook, Tablet, iPad, iPhone, Smartphone, eReader - nicht aber auf Kindle. Sie benötigen eine DRM-fähige Reader-Ausstattung.

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Evolutionary Optimization: the µGP toolkit PDF ebook download Ernesto Sanchez & Massimiliano Schillaci PDF
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