Evolutionary Optimization: the µGP toolkit
Produktnummer:
18449dbcf223b2451c84e94ba2f0ee4d19
Autor: | Sanchez, Ernesto Schillaci, Massimiliano Squillero, Giovanni |
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Themengebiete: | Evolutionary Optimization Genetic Programming Graph-based representation Industrial Problems MicroGP Problem Complexity Real-world Applications Turing-complete evolutionary algorithm evolutionary computation |
Veröffentlichungsdatum: | 07.04.2011 |
EAN: | 9780387094250 |
Sprache: | Englisch |
Seitenzahl: | 178 |
Produktart: | Gebunden |
Verlag: | Springer US |
Produktinformationen "Evolutionary Optimization: the µGP toolkit"
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/

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