High-performance Simulation-based Optim

Bartz-beielstein Th

ISBN 10: 3030187632 / ISBN 13: 9783030187637

Edité par Springer, 2019

N° de réf. du vendeur V9783030187637

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.

Détails bibliographiques

Titre : High-performance Simulation-based Optim
Éditeur : Springer
Date d'édition : 2019
Reliure : Couverture rigide
Etat : New