HIGH-PERFORMANCE SIMULATION-BASED OPTIMIZATION [DC] (2934876518 /21.06.2019)

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ISBN 10: 3030187632 / ISBN 13: 9783030187637

Edité par Springer, 2019

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Détails bibliographiques

• Titre: HIGH-PERFORMANCE SIMULATION-BASED OPTIMIZATION [DC] (2934876518 /21.06.2019)
• Éditeur: Springer
• Date de parution: 2019
• Langue: anglais
• ISBN à 10 chiffres: 3030187632
• ISBN à 13 chiffres: 9783030187637
• Reliure: Couverture rigide
• État de l'article: Brand New

A propos de ce titre

Synopsis

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.