Multi-fidelity Surrogates
Author | : Qi Zhou |
Publisher | : Springer Nature |
Total Pages | : 461 |
Release | : 2022-11-07 |
ISBN-10 | : 9789811972102 |
ISBN-13 | : 9811972109 |
Rating | : 4/5 (109 Downloads) |
Download or read book Multi-fidelity Surrogates written by Qi Zhou and published by Springer Nature. This book was released on 2022-11-07 with total page 461 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.