High-Performance Simulation-Based Optimization (Studies in Computational Intelligence, 833)

ISBN 10: 3030187667 / ISBN 13: 9783030187668

Editore: Springer, 2020

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Dati bibliografici

• Titolo: High-Performance Simulation-Based Optimization (Studies in Computational Intelligence, 833)
• Editore: Springer
• Data di pubblicazione: 2020
• Lingua: Inglese
• ISBN 10: 3030187667
• ISBN 13: 9783030187668
• Rilegatura: Paperback
• Condizione: New
• Tipo di libro: book

Descrizione articolo

Riassunto

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.