Intelligent Optimisation Techniques: Genetic Algorithms, Tabu Search, Simulated Annealing and Neural Networks - Softcover
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This book covers four optimisation techniques loosely classified as "intelligent": genetic algorithms, tabu search, simulated annealing and neural networks. • Genetic algorithms (GAs) locate optima using processes similar to those in natural selection and genetics. • Tabu search is a heuristic procedure that employs dynamically generated constraints or tabus to guide the search for optimum solutions. • Simulated annealing finds optima in a way analogous to the reaching of minimum energy configurations in metal annealing. • Neural networks are computational models of the brain. Certain types of neural networks can be used for optimisation by exploiting their inherent ability to evolve in the direction of the negative gradient of an energy function and to reach a stable minimum of that function. Aimed at engineers, the book gives a concise introduction to the four techniques and presents a range of applications drawn from electrical, electronic, manufacturing, mechanical and systems engineering. The book contains listings of C programs implementing the main techniques described to assist readers wishing to experiment with them. The book does not assume a previous background in intelligent optl1TIlsation techniques. For readers unfamiliar with those techniques, Chapter 1 outlines the key concepts underpinning them. To provide a common framework for comparing the different techniques, the chapter describes their performances on simple benchmark numerical and combinatorial problems. More complex engineering applications are covered in the remaining four chapters of the book.
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Intelligent Optimisation Techniques
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Taschenbuch. Zustand: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book covers four optimisation techniques loosely classified as 'intelligent': genetic algorithms, tabu search, simulated annealing and neural networks. - Genetic algorithms (GAs) locate optima using processes similar to those in natural selection and genetics. - Tabu search is a heuristic procedure that employs dynamically generated constraints or tabus to guide the search for optimum solutions. - Simulated annealing finds optima in a way analogous to the reaching of minimum energy configurations in metal annealing. - Neural networks are computational models of the brain. Certain types of neural networks can be used for optimisation by exploiting their inherent ability to evolve in the direction of the negative gradient of an energy function and to reach a stable minimum of that function. Aimed at engineers, the book gives a concise introduction to the four techniques and presents a range of applications drawn from electrical, electronic, manufacturing, mechanical and systems engineering. The book contains listings of C programs implementing the main techniques described to assist readers wishing to experiment with them. The book does not assume a previous background in intelligent optl1TIlsation techniques. For readers unfamiliar with those techniques, Chapter 1 outlines the key concepts underpinning them. To provide a common framework for comparing the different techniques, the chapter describes their performances on simple benchmark numerical and combinatorial problems. More complex engineering applications are covered in the remaining four chapters of the book. 316 pp. Englisch. Bestandsnummer des Verkäufers 9781447111863
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Zustand: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. The optimisation techniques covered are topical, modern and widely used in various engineering disciplinesDetails all four techniques in one workPresents a number of applications from a wide range of engineering disciplinesThis work gives a conc. Bestandsnummer des Verkäufers 4184065
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Intelligent Optimisation Techniques | Genetic Algorithms, Tabu Search, Simulated Annealing and Neural Networks
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Taschenbuch. Zustand: Neu. Intelligent Optimisation Techniques | Genetic Algorithms, Tabu Search, Simulated Annealing and Neural Networks | Duc Pham (u. a.) | Taschenbuch | x | Englisch | 2011 | Springer | EAN 9781447111863 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu Print on Demand. Bestandsnummer des Verkäufers 106334399
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Intelligent Optimisation Techniques
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Springer London, Springer London Sep 2011, 2011
ISBN 10: 1447111869
ISBN 13: 9781447111863
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Taschenbuch. Zustand: Neu. This item is printed on demand - Print on Demand Titel. Neuware -This book covers four optimisation techniques loosely classified as 'intelligent': genetic algorithms, tabu search, simulated annealing and neural networks. ¿ Genetic algorithms (GAs) locate optima using processes similar to those in natural selection and genetics. ¿ Tabu search is a heuristic procedure that employs dynamically generated constraints or tabus to guide the search for optimum solutions. ¿ Simulated annealing finds optima in a way analogous to the reaching of minimum energy configurations in metal annealing. ¿ Neural networks are computational models of the brain. Certain types of neural networks can be used for optimisation by exploiting their inherent ability to evolve in the direction of the negative gradient of an energy function and to reach a stable minimum of that function. Aimed at engineers, the book gives a concise introduction to the four techniques and presents a range of applications drawn from electrical, electronic, manufacturing, mechanical and systems engineering. The book contains listings of C programs implementing the main techniques described to assist readers wishing to experiment with them. The book does not assume a previous background in intelligent optl1TIlsation techniques. For readers unfamiliar with those techniques, Chapter 1 outlines the key concepts underpinning them. To provide a common framework for comparing the different techniques, the chapter describes their performances on simple benchmark numerical and combinatorial problems. More complex engineering applications are covered in the remaining four chapters of the book.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 316 pp. Englisch. Bestandsnummer des Verkäufers 9781447111863
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Intelligent Optimisation Techniques : Genetic Algorithms, Tabu Search, Simulated Annealing and Neural Networks
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Taschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book covers four optimisation techniques loosely classified as 'intelligent': genetic algorithms, tabu search, simulated annealing and neural networks. - Genetic algorithms (GAs) locate optima using processes similar to those in natural selection and genetics. - Tabu search is a heuristic procedure that employs dynamically generated constraints or tabus to guide the search for optimum solutions. - Simulated annealing finds optima in a way analogous to the reaching of minimum energy configurations in metal annealing. - Neural networks are computational models of the brain. Certain types of neural networks can be used for optimisation by exploiting their inherent ability to evolve in the direction of the negative gradient of an energy function and to reach a stable minimum of that function. Aimed at engineers, the book gives a concise introduction to the four techniques and presents a range of applications drawn from electrical, electronic, manufacturing, mechanical and systems engineering. The book contains listings of C programs implementing the main techniques described to assist readers wishing to experiment with them. The book does not assume a previous background in intelligent optl1TIlsation techniques. For readers unfamiliar with those techniques, Chapter 1 outlines the key concepts underpinning them. To provide a common framework for comparing the different techniques, the chapter describes their performances on simple benchmark numerical and combinatorial problems. More complex engineering applications are covered in the remaining four chapters of the book. Bestandsnummer des Verkäufers 9781447111863
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