Neural Network Algorithms and Their Engineering Applications
Language: English
Published by Morgan Kaufmann, 2025
- Softcover
- Used
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- Title
- Neural Network Algorithms and Their Engineering Applications
- Author
- Huang, Chao; Huang, Hailong; Zhang, Yiying
- Publisher
- Morgan Kaufmann
- Publication year
- 2025
- Condition
- As New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 0443292027
- ISBN 13
- 9780443292026
The authors provide a deep discussion for the potential application of machine learning methods in improving the optimization performance of the neural network algorithm, helping readers understand how to use machine learning methods to design improved versions of the algorithm. Users will find a wealth of source code that covers all applied algorithms. Code applications enhance readers' understanding of methods covered and facilitate readers' ability to apply the algorithms to their own research and development projects.
- Provides a comprehensive understanding of the development of metaheuristics, helping readers grasp the principle of employing artificial neural networks to design a population-based metaheuristic algorithm
- Shows readers how to overcome the challenges faced in applying neural network algorithms to complex engineering optimization problems with multimodal properties
- Demonstrates how to design new variants of neural network algorithms and how to apply machine learning methods to neural network algorithms
- Covers source code to help readers solve engineering optimization problems
- Shows readers how to develop the offered source code to create innovative solutions to their problems
"Synopsis" may belong to another edition of this title.
About the Author
Dr. Hailong Huang received a B.Sc. degree in automation, from China University of Petroleum, Beijing, China, in June 2012, and received Ph.D degree in Systems and Control from the University of New South Wales, Sydney, Australia, in March 2018. From Feb. 2018 to July 2021, he worked as a postdoctoral research fellow at the School of Electrical Engineering and Telecommunications, University of New South Wales, Sydney, Australia. He is now an assistant professor at the Department of Aeronautical and Aviation Engineering, the Hong Kong Polytechnic University. His current research interests include the coordination, navigation and control of ground robots and unmanned aerial vehicles.
Dr Yiying ZHANG received the B.S. degree from Yanshan University, Qinhuangdao, China, in 2014, the M.S. degree from Harbin Institute of Technology, Harbin, China, in 2016, and the Ph.D. degree from Tianjin University, Tianjin, China, in 2021, all in information and communication engineering. He is currently a postdoctoral fellow of the Hong Kong Polytechnic University. His research interests include machine learning, evolutionary computation, and path planning of unmanned aerial vehicles.
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