Dong H Data-Driven Global Optimization Methods and Applications 2025
General:
Name: Dong H Data-Driven Global Optimization Methods and Applications 2025
Format: pdf
Size: 132.57 MB
Book:
Title: Data‑Driven Global Optimization Methods and Applications
Author: Huachao Dong
Language: angielski
Year: 2025
Subjects: Science & Technology, Engineering, Mechanical Engineering & Dynamics, Mechanical Engineering – General & Miscellaneous
Publisher: CRC Press
ISBN: 9781040377895
Total pages: 349
Description:
This book presents recent advances in data-driven global optimization methods, combining theoretical foundations with real-world applications to address complex engineering optimization challenges.
The book begins with an overview of the state of the art, key technologies and standard benchmark problems in the field. It then delves into several innovative approaches: space reduction-based, hybrid surrogate model-based and multi-surrogate model-based global optimization, followed by surrogate-assisted constrained global optimization, discrete global optimization and high-dimensional global optimization. These methods represent a variety of optimization techniques that excel in both optimization capability and efficiency, making them ideal choices for complex engineering optimization problems. Through benchmark test problems and real-world engineering applications, the book illustrates the practical implementation of these methods, linking established theories with cutting-edge research in industrial and engineering optimization.
Both a professional book and an academic reference, this title will provide valuable insights for researchers, students, engineers and practitioners in a variety of fields, including optimization methods and algorithms, engineering design and manufacturing and artificial intelligence and machine learning.
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