New Developments in Evolutionary Computation Research (Computer Science, Technology and Applications) - Hardcover

Sean Washington

 
9781634634939: New Developments in Evolutionary Computation Research (Computer Science, Technology and Applications)
Hardcover
ISBN 10: 1634634934 ISBN 13: 9781634634939
Publisher: Nova Science Publishers, Inc (US), 2015

Synopsis

A common approach for solving simulation-driven engineering problems is by using metamodel-assisted optimization algorithms, namely, in which a metamodel approximates the computationally expensive simulation and provides predicted values at a lower computational cost. Such algorithms typically generate an initial sample of solutions which are then used to train a preliminary metamodel and to initiate an optimization process. One approach for generating the initial sample is with the design of experiment methods which are statistically oriented, while the more recent search-driven sampling approach invokes a computational intelligence optimizer such as an evolutionary algorithm, and then uses the vectors it generated as the initial sample. This book discusses research and new developments on evolutionary computation.

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Publisher
Nova Science Publishers, Inc (US)
Publication date
2015
Language
English
ISBN 10 
1634634934
ISBN 13 
9781634634939
Binding
Hardcover
Number of pages
157