Surrogate Model-Based Engineering Design and Optimization
This book covers some of the most popular methods in design space sampling, ensembling surrogate models, multi-fidelity surrogate model construction, surrogate model selection and validation, surrogate-based robust design optimization, and surrogate-based
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Ping Jiang Qi Zhou Xinyu Shao
Surrogate Model-Based Engineering Design and Optimization
Springer Tracts in Mechanical Engineering Series Editors Seung-Bok Choi, College of Engineering, Inha University, Incheon, Korea (Republic of) Haibin Duan, Beijing University of Aeronautics and Astronautics, Beijing, China Yili Fu, Harbin Institute of Technology, Harbin, China Carlos Guardiola, CMT-Motores Termicos, Polytechnic University of Valencia, Valencia, Spain Jian-Qiao Sun, University of California, Merced, CA, USA Young W. Kwon, Naval Postgraduate School, Monterey, CA, USA
Springer Tracts in Mechanical Engineering (STME) publishes the latest developments in Mechanical Engineering - quickly, informally and with high quality. The intent is to cover all the main branches of mechanical engineering, both theoretical and applied, including: • • • • • • • • • • • • • • • • •
Engineering Design Machinery and Machine Elements Mechanical structures and Stress Analysis Automotive Engineering Engine Technology Aerospace Technology and Astronautics Nanotechnology and Microengineering Control, Robotics, Mechatronics MEMS Theoretical and Applied Mechanics Dynamical Systems, Control Fluids mechanics Engineering Thermodynamics, Heat and Mass Transfer Manufacturing Precision engineering, Instrumentation, Measurement Materials Engineering Tribology and surface technology
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More information about this series at http://www.springer.com/series/11693
Ping Jiang Qi Zhou Xinyu Shao •
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Surrogate Model-Based Engineering Design and Optimization
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Ping Jiang The State Key Laboratory of Digital Manufacturing Equipment and Technology School of Mechanical Science and Engineering Huazhong University of Science and Technology Wuhan, China
Qi Zhou School of Aerospace Engineering Huazhong University of Science and Technology Wuhan, Hubei, China
Xinyu Shao The State Key Laboratory of Digital Manufacturing Equipment and Technology School of Mechanical Science and Engineering Huazhong University of Science and Technology Wuhan, China
ISSN 2195-9862 ISSN 2195-9870 (electronic) Springer Tracts in Mechanical Engineering ISBN 978-981-15-0730-4 ISBN 978-981-15-0731-1 (eBook) https://doi.org/10.1007/978-981-15-0731-1 © Springer Nature Singapore Pte Ltd. 2020 This work is subject to copyright. All rights ar
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