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...
Saved in:
Corporate Authors: | |
---|---|
Group Author: | ; |
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 / |