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High-Performance Simulation-Based Optimization by Thomas Bartz-Beielstein

High-Performance Simulation-Based Optimization

by Thomas Bartz-Beielstein
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Book cover type: Hardcover
  • ISBN13: 9783030187637
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 291
  • Original Price: EUR 139.99
  • Language: English
  • Edition: 2020
  • Item Weight: 608 grams
  • BISAC Subject(s): Artificial Intelligence / General, Automation, and Engineering (General)

From the Back Cover
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.

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