Multi-fidelity Surrogates Modeling, Optimization and Applications

This book investigates two types of static multi-fidelity surrogates modeling approaches, sequential multi-fidelity surrogates modeling approaches, the multi-fidelity surrogates-assisted efficient global optimization, reliability analysis, robust design optimization, and evolutionary optimization. M...

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Bibliographic Details
Main Authors: Zhou, Qi, Zhao, Min (Author), Hu, Jiexiang (Author), Ma, Mengying (Author)
Format: eBook
Language:English
Published: Singapore Springer Nature Singapore 2023, 2023
Edition:1st ed. 2023
Series:Engineering Applications of Computational Methods
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Preface
  • Chapter 1 Introduction
  • Chapter 2 Hierarchical multi-fidelity surrogates modeling
  • Chapter 3 Non-Hierarchical multi-fidelity surrogates modeling
  • Chapter 4 Sequential multi-fidelity surrogates modeling
  • Chapter 5 Multi-fidelity surrogates assisted efficient global optimization
  • Chapter 6 Multi-fidelity surrogates assisted reliability design optimization
  • Chapter 7 Multi-fidelity surrogates assisted robust design optimization
  • Chapter 8 Multi-fidelity surrogates assisted evolutional optimization
  • Chapter 9 Engineering Applications
  • Chapter 10 Concluding remarks