Evolutionary Multiobjective Optimization with Gaussian Process Models

Language: English

Published by LAP LAMBERT Academic Publishing Jul 2015, 2015

365975935X / 9783659759352

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -This book focuses on the field of surrogate-model-based multiobjective evolutionary optimization. It describes the sate-of-the-art concepts and methods, presents various optimization problems and describes current challenges. The main contributions are done for the optimization problems, where solutions are presented with uncertainty. To compare solutions under uncertainty and improve the optimization results the new relations for comparing solutions under uncertainty are defined. These relations reduce the possibility of incorrect comparisons due to the inaccurate approximations. The relations under uncertainty are then used in the new surrogate-model-based multiobjective evolutionary algorithm called GP-DEMO. The algorithm is thoroughly tested on benchmark and real-world problems and the results show that GP-DEMO, in comparison to other multiobjective evolutionary algorithms, produces comparable results while requiring fewer exact evaluations of the original objective functions. 116 pp. Englisch.…

Seller Inventory # 9783659759352

Title
Evolutionary Multiobjective Optimization with Gaussian Process Models
Author
Miha Mlakar
Publisher
LAP LAMBERT Academic Publishing Jul 2015
Publication year
2015
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
365975935X
ISBN 13
9783659759352
Item weight
191 grams
Dimensions
220x150x8 mm

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

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BuchWeltWeit Ludwig Meier e.K.

Germany