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Multi-objective optimization problems: concepts and self-adaptive parameters with mathematical and engineering applications

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 opti...

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Detalles Bibliográficos
Autores principales: Lobato, Fran Sérgio, Steffen Jr , Valder
Lenguaje:eng
Publicado: Springer 2017
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-58565-9
http://cds.cern.ch/record/2276935
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author Lobato, Fran Sérgio
Steffen Jr , Valder
author_facet Lobato, Fran Sérgio
Steffen Jr , Valder
author_sort Lobato, Fran Sérgio
collection CERN
description 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.
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institution Organización Europea para la Investigación Nuclear
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spelling cern-22769352021-04-21T19:08:29Zdoi:10.1007/978-3-319-58565-9http://cds.cern.ch/record/2276935engLobato, Fran SérgioSteffen Jr , ValderMulti-objective optimization problems: concepts and self-adaptive parameters with mathematical and engineering applicationsMathematical Physics and MathematicsThis 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.Springeroai:cds.cern.ch:22769352017
spellingShingle Mathematical Physics and Mathematics
Lobato, Fran Sérgio
Steffen Jr , Valder
Multi-objective optimization problems: concepts and self-adaptive parameters with mathematical and engineering applications
title Multi-objective optimization problems: concepts and self-adaptive parameters with mathematical and engineering applications
title_full Multi-objective optimization problems: concepts and self-adaptive parameters with mathematical and engineering applications
title_fullStr Multi-objective optimization problems: concepts and self-adaptive parameters with mathematical and engineering applications
title_full_unstemmed Multi-objective optimization problems: concepts and self-adaptive parameters with mathematical and engineering applications
title_short Multi-objective optimization problems: concepts and self-adaptive parameters with mathematical and engineering applications
title_sort multi-objective optimization problems: concepts and self-adaptive parameters with mathematical and engineering applications
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-319-58565-9
http://cds.cern.ch/record/2276935
work_keys_str_mv AT lobatofransergio multiobjectiveoptimizationproblemsconceptsandselfadaptiveparameterswithmathematicalandengineeringapplications
AT steffenjrvalder multiobjectiveoptimizationproblemsconceptsandselfadaptiveparameterswithmathematicalandengineeringapplications