High-Performance Simulation-Based Optimization
Bartz-Beielstein, Thomas, Filipič, Bogdan, Korosec, Peter
- 出版商: Springer
- 出版日期: 2019-06-14
- 售價: $6,270
- 貴賓價: 9.5 折 $5,957
- 語言: 英文
- 頁數: 291
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030187632
- ISBN-13: 9783030187637
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This book presents the state of the art in designing high-performance algorithms that combine simulation and optimization in order to solve complex optimization problems in science and industry, problems that involve time-consuming simulations and expensive multi-objective function evaluations. As traditional optimization approaches are not applicable per se, combinations of computational intelligence, machine learning, and high-performance computing methods are popular solutions. But finding a suitable method is a challenging task, because numerous approaches have been proposed in this highly dynamic field of research. That's where this book comes in: It covers both theory and practice, drawing on the real-world insights gained by the contributing authors, all of whom are leading researchers. Given its scope, if offers a comprehensive reference guide for researchers, practitioners, and advanced-level students interested in using computational intelligence and machine learning to solve expensive optimization problems.