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Multi-Objective Optimization Problems

Multi-Objective Optimization Problems

von Fran Sérgio Lobato und Valder Steffen Jr
Softcover - 9783319585642
58,84 €
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Beschreibung

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.

Concepts and Self-Adaptive Parameters with Mathematical and Engineering Applications

Details

Verlag Springer International Publishing
Ersterscheinung 13. Juli 2017
Maße 23.5 cm x 15.5 cm
Gewicht 283 Gramm
Format Softcover
ISBN-13 9783319585642
Auflage 1st ed. 2017
Seiten 160

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