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612-822-4611
Variable-Fidelity Surrogate: Experiment Design, Modeling, and Applications on Design Optimization

Variable-Fidelity Surrogate: Experiment Design, Modeling, and Applications on Design Optimization

Hardcover

Series: Engineering Applications of Computational Methods, Book 25

Technology & EngineeringGeneral Mathematics

PREORDER - Expected ship date February 18, 2026

ISBN10: 9819555264
ISBN13: 9789819555260
Publisher: Springer
Published: Feb 18 2026
Pages: 174
Language: English
This book delves deeply into the field of variable-fidelity surrogate modeling, examining its application in the optimization of complex multidisciplinary design optimization problems. The text presents a detailed exploration of surrogate modeling techniques, with a focus on variable-fidelity approaches that integrate models of varying accuracy to enhance the efficiency of optimization processes. Covering foundational concepts, the book progresses through diverse modeling strategies, including scaling function-based approaches, sequential techniques, physics-informed neural networks-based and deep transfer learning-based methods. It also addresses critical aspects such as the development of surrogate-assisted optimization algorithms.

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