Evolutionary Optimization: the µGP toolkit: The uGP toolkit - Hardcover

Sanchez, Ernesto; Schillaci, Massimiliano; Squillero, Giovanni

Hardcover

ISBN 10: 0387094253 ISBN 13: 9780387094250

Verlag: Springer, 2011

Inhaltsangabe

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 zur Ausgabe

• Verlag: Springer
• Erscheinungsdatum: 2011
• Sprache: Englisch
• ISBN 10: 0387094253
• ISBN 13: 9780387094250
• Einband: Gebundene Ausgabe
• Anzahl der Seiten: 191
• Kontakt zum Hersteller: Springer Heidelberg; buchhandel-buch@springer.com; ; Tiergartenstr. 17; Heidelberg; 69121; Deutschland