Surrogate-based modeling and optimization applications in engineering /

This book is about 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 t...

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Bibliographic Details
Corporate Authors: SpringerLink (Online service)
Group Author: Koziel, Slawomir; Leifsson, Leifur.
Published:
Literature type: Electronic eBook
Language: English
Subjects:
Online Access: http://dx.doi.org/10.1007/978-1-4614-7551-4
Summary: This book is about 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.
Carrier Form: 1 online resource (viii, 412 p.) : ill.
Bibliography: Includes bibliographical references.
ISBN: 9781461475514 (electronic bk.)
1461475511 (electronic bk.)
Index Number: TA345
CLC: TB115
Contents: Space Mapping for Electromagnetic-Simulation-Driven Design Optimization /
Surrogate-Based Circuit Design Centering /
Simulation-Driven Antenna Design Using Surrogate-Based Optimization /
Practical Application of Space Mapping Techniques to the Synthesis of CSRR-Based Artificial Transmission Lines /
The Efficiency of Difference Mapping in Space Mapping-Based Optimization /
Bayesian Support Vector Regression Modeling of Microwave Structures for Design Applications /
Artificial Neural Networks and Space Mapping for EM-Based Modeling and Design of Microwave Circuits /
Model-Based Variation-Aware Integrated Circuit Design /
Computing Surrogates for Gas Network Simulation Using Model Order Reduction /
Aerodynamic Shape Optimization by Space Mapping /
Efficient Robust Design with Stochastic Expansions /
Surrogate Models for Aerodynamic Shape Optimisation /
Knowledge-Based Surrogate Modeling in Engineering Design Optimization /
Switching Response Surface Models for Structural Health Monitoring of Bridges /
Surrogate Modeling of Stability Constraints for Optimization of Composite Structures /
Engineering Optimization and Industrial Applications /