Surrogate-Based Modeling and Optimization

Name: Surrogate-Based Modeling and Optimization
SKU: 21329502
Price: 427.00 NZD
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Applications in Engineering

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Hardback

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Description

Contemporary engineering design is heavily based on computer simulations. Accurate, high-fidelity simulations are used not only for design verification but, even more importantly, to adjust parameters of the system to have it meet given performance requirements. Unfortunately, accurate simulations are often computationally very expensive with evaluation times as long as hours or even days per design, making design automation using conventional methods impractical. These and other problems can be alleviated by the development and employment of so-called surrogates that reliably represent the expensive, simulation-based model of the system or device of interest but they are much more reasonable and analytically tractable. This volume features surrogate-based modeling and optimization techniques, and their applications for solving difficult and computationally expensive engineering design problems. It begins by presenting the basic concepts and formulations of the surrogate-based modeling and optimization paradigm and then discusses relevant modeling techniques, optimization algorithms and design procedures, as well as state-of-the-art developments. The chapters are self-contained with basic concepts and formulations along with applications and examples. The book will be useful to researchers in engineering and mathematics, in particular those who employ computationally heavy simulations in their design work.

Release date NZ

June 6th, 2013

Audience

Professional & Vocational

Contributors

Edited by Leifur Leifsson
Edited by Slawomir Koziel

Illustrations

142 Illustrations, color; 103 Illustrations, black and white; VIII, 412 p. 245 illus., 142 illus. in color.

Pages

412

Dimensions

155x235x28

ISBN-13

9781461475507

Product ID

21329502

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