Multi-fidelity Surrogates : Modeling, Optimization and Applications / by Qi Zhou, Min Zhao, Jiexiang Hu, Mengying Ma.

Format:

Book

Author/Creator:

Zhou, Qi, author.

Series:

Engineering Applications of Computational Methods, 2662-3374 ; 12

Language:

English

Subjects (All):

Engineering design.

Mathematical optimization.

Engineering mathematics.

Mathematical models.

Engineering Design.

Optimization.

Engineering Mathematics.

Mathematical Modeling and Industrial Mathematics.

Local Subjects:

Engineering Design.

Optimization.

Engineering Mathematics.

Mathematical Modeling and Industrial Mathematics.

Physical Description:

1 online resource (461 pages)

Edition:

1st ed. 2023.

Place of Publication:

Singapore : Springer Nature Singapore : Imprint: Springer, 2023.

Summary:

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. Multi-fidelity surrogates have attracted a significant amount of attention in simulation-based design and optimization in recent years. Some real-life engineering design problems, such as prediction of angular distortion in the laser welding, optimization design of micro-aerial vehicle fuselage, and optimization design of metamaterial vibration isolator, are also provided to illustrate the ability and merits of multi-fidelity surrogates in support of engineering design. Specifically, lots of illustrative examples are adopted throughout the book to help explain the approaches in a more “hands-on” manner. This book is a useful reference for postgraduates and researchers of mechanical engineering, as well as engineers of enterprises in related fields.

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.

Other Format:

Print version: Zhou, Qi Multi-Fidelity Surrogates

ISBN:

981-19-7210-9

OCLC:

1356579625