Multi-Objective Optimization Problems

Multi-Objective Optimization Problems
Author: Fran Sérgio Lobato
Publisher: Springer
Total Pages: 170
Release: 2017-07-03
Genre: Mathematics
ISBN: 3319585657


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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.


Multi-Objective Optimization Problems
Language: en
Pages: 170
Authors: Fran Sérgio Lobato
Categories: Mathematics
Type: BOOK - Published: 2017-07-03 - Publisher: Springer

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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 pres
Multi-Objective Optimization in Theory and Practice I: Classical Methods
Language: en
Pages: 296
Authors: Andre A. Keller
Categories: Technology & Engineering
Type: BOOK - Published: 2017-12-13 - Publisher: Bentham Science Publishers

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Multi-Objective Optimization in Theory and Practice is a traditional two-part approach to solving multi-objective optimization (MOO) problems namely the use of
Evolutionary Algorithms for Solving Multi-Objective Problems
Language: en
Pages: 810
Authors: Carlos Coello Coello
Categories: Computers
Type: BOOK - Published: 2007-08-26 - Publisher: Springer Science & Business Media

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This textbook is a second edition of Evolutionary Algorithms for Solving Multi-Objective Problems, significantly expanded and adapted for the classroom. The var
Multi-Objective Combinatorial Optimization Problems and Solution Methods
Language: en
Pages: 316
Authors: Mehdi Toloo
Categories: Science
Type: BOOK - Published: 2022-02-09 - Publisher: Academic Press

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Multi-Objective Combinatorial Optimization Problems and Solution Methods discusses the results of a recent multi-objective combinatorial optimization achievemen
Multi-Objective Optimization using Evolutionary Algorithms
Language: en
Pages: 540
Authors: Kalyanmoy Deb
Categories: Mathematics
Type: BOOK - Published: 2001-07-05 - Publisher: John Wiley & Sons

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Optimierung mit mehreren Zielen, evolutionäre Algorithmen: Dieses Buch wendet sich vorrangig an Einsteiger, denn es werden kaum Vorkenntnisse vorausgesetzt. Ge