Multi-Objective Optimization Problems

Multi-Objective Optimization Problems

AngličtinaMäkká väzbaTlač na objednávku
Lobato, Fran Sérgio
Springer, Berlin
EAN: 9783319585642
Tlač na objednávku
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Podrobné informácie

This book is aimed at undergraduate and graduate students in applied mathematics or computer science, as a tool for solving real-world design problems. The present work covers fundamentals in multi-objective optimization and applications in mathematical and engineering system design using a new optimization strategy, namely the Self-Adaptive Multi-objective Optimization Differential Evolution (SA-MODE) algorithm. This strategy is proposed in order to reduce the number of evaluations of the objective function through dynamic update of canonical Differential Evolution parameters (population size, crossover probability and perturbation rate). The methodology is applied to solve mathematical functions considering test cases from the literature and various engineering systems design, such as cantilevered beam design, biochemical reactor, crystallization process, machine tool spindle design, rotary dryer design, among others.

EAN 9783319585642
ISBN 3319585649
Typ produktu Mäkká väzba
Vydavateľ Springer, Berlin
Dátum vydania 13. júla 2017
Stránky 160
Jazyk English
Rozmery 235 x 155
Krajina Switzerland
Čitatelia Professional & Scholarly
Autori Lobato, Fran Sergio; Steffen Jr., Valder
Ilustrácie XX, 160 p. 103 illus., 75 illus. in color.
Edícia 1st ed. 2017
Séria SpringerBriefs in Mathematics