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: $5,600
  • 貴賓價: 9.5$5,320
  • 語言: 英文
  • 頁數: 291
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030187632
  • ISBN-13: 9783030187637
  • 下單後立即進貨 (約1週~2週)

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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.