Name: Surrogate-Based Modeling and Optimization: Applications in Engineering (en Inglés)
Price: 159.52 USD
Availability: InStock
Author: Koziel, Slawomir ; Leifsson, Leifur
ISBN: 9781461475507

portada Surrogate-Based Modeling and Optimization: Applications in Engineering (en Inglés)

Surrogate-Based Modeling and Optimization: Applications in Engineering (en Inglés)

Formato

Libro Físico

Editorial

Springer

Autor

Koziel, Slawomir ; Leifsson, Leifur

Idioma

Inglés

N° páginas

412

Encuadernación

Tapa Dura

Dimensiones

23.4 x 15.7 x 2.8 cm

Peso

0.73 kg.

ISBN13

9781461475507

Categorías

Matemáticas aplicadas
Ingeniería: general
Tecnología aeroespacial y aeronáutica
Astronáutica

Surrogate-Based Modeling and Optimization: Applications in Engineering (en Inglés)

Koziel, Slawomir ; Leifsson, Leifur (Autor) · Springer · Tapa Dura

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Reseña del libro "Surrogate-Based Modeling and Optimization: Applications in Engineering (en Inglés)"

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.