Surrogate-Based Modeling and Optimization - Applications in Engineering (Paperback, Softcover reprint of the original 1st ed. 2013)

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.

General

Imprint:	Springer-Verlag New York
Country of origin:	United States
Release date:	August 2016
First published:	2013
Editors:	Slawomir Koziel • Leifur Leifsson
Dimensions:	235 x 155 x 27mm (L x W x T)
Format:	Paperback
Pages:	412
Edition:	Softcover reprint of the original 1st ed. 2013
ISBN-13:	978-1-4939-5472-8
Categories:	Books > Science & Mathematics > Mathematics > Numerical analysis Books > Business & Economics > Business & management > Management & management techniques > Operational research Books > Science & Mathematics > Mathematics > Calculus & mathematical analysis > Calculus of variations Books > Science & Mathematics > Mathematics > Applied mathematics > Mathematical modelling Books > Professional & Technical > Transport technology > Aerospace & aviation technology > General Books > Professional & Technical > Electronics & communications engineering > Electronics engineering > Automatic control engineering > General Promotions
LSN:	1-4939-5472-5
Barcode:	9781493954728

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