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Title:
A Statistical Comparison of Multiobjective Evolutionary Algorithms Including the MOMGA-II | SpringerLink
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Many real-world scientific and engineering applications involve finding innovative solutions to “hard” Multiobjective Optimization Problems (MOP). Various Multiobjective Evolutionary Algorithms (MOEA) have been developed to obtain MOP Pareto solutions. A...
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Keywords {π}
multiobjective, evolutionary, algorithms, google, scholar, david, optimization, genetic, van, veldhuizen, lamont, algorithm, gary, computer, engineering, messy, chapter, institute, technology, deb, privacy, cookies, content, information, journal, publish, research, search, conference, paper, momgaii, download, pages, multicriterion, science, momga, results, preview, access, article, air, force, afb, kalyanmoy, zitzler, thiele, coello, springer, analysis, personal,
Topics {βοΈ}
multi-objective messy ga evolutionary multi-criterion optimization multi-objective optimization single-objective building block month download article/chapter messy genetic algorithms momga-ii conference paper multiobjective evolutionary algorithms privacy choices/manage cookies nature-ppsn vi population referred device instant download strength pareto approach chapter usdΒ 29 evolutionary algorithm air force institute european economic area real-world scientific probabilistically complete initialization computational bottle-necks parallel problem solving instituto politecnico nacional san pedro zacatenco swiss federal institute wright-patterson afb conditions privacy policy check access download preview pdf ethics access journal finder publish chapter log accepting optional cookies probabilistic bb approach reading rg6 6ay coello coello multiobjective optimization technical report tr-98-03 main content log paper cite computer engineering book series affiliations department conference series international conference similar statistical results permissions reprints paper zydallis accurate optimization kalyanmoy deb lothar thiele
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ScholarlyArticle:
headline:A Statistical Comparison of Multiobjective Evolutionary Algorithms Including the MOMGA-II
pageEnd:240
pageStart:226
image:https://media.springernature.com/w153/springer-static/cover/book/978-3-540-44719-1.jpg
genre:
Computer Science
Computer Science (R0)
isPartOf:
name:Evolutionary Multi-Criterion Optimization
isbn:
978-3-540-44719-1
978-3-540-41745-3
type:Book
publisher:
name:Springer Berlin Heidelberg
logo:
url:https://www.springernature.com/app-sn/public/images/logo-springernature.png
type:ImageObject
type:Organization
author:
name:Jesse B. Zydallis
affiliation:
name:Air Force Institute of Technology
address:
name:Dept of Electrical and Computer Engineering, Air Force Institute of Technology, USA
type:PostalAddress
type:Organization
type:Person
name:David A. Van Veldhuizen
affiliation:
name:Air Force Research Laboratory
address:
name:Optical Radiation Branch, Air Force Research Laboratory, TX, USA
type:PostalAddress
type:Organization
type:Person
name:Gary B. Lamont
affiliation:
name:Air Force Institute of Technology
address:
name:Dept of Electrical and Computer Engineering, Air Force Institute of Technology, USA
type:PostalAddress
type:Organization
type:Person
keywords:Pareto Front, Test Suite, Generational Distance, Pareto Optimal Solution, Multiobjective Problem
description:Many real-world scientific and engineering applications involve finding innovative solutions to βhardβ Multiobjective Optimization Problems (MOP). Various Multiobjective Evolutionary Algorithms (MOEA) have been developed to obtain MOP Pareto solutions. A particular exciting MOEA is the MOMGA which is an extension of the single-objective building block (BB) based messy Genetic Algorithm. The intent of this discussion is to illustrate that modifications made to the Multi-Objective messy GA (MOMGA) have further improved its efficiency resulting in the MOMGA-II. The MOMGA-II uses a probabilistic BB approach to initializing the population referred to as Probabilistically Complete Initialization. This has the effect of improving the efficiency of the MOMGA through the reduction of computational bottle-necks. Similar statistical results have been obtained using the MOMGA-II as compared to the results of the original MOMGA as well as those obtained by other MOEAs as tested with standard generic MOP test suites.
datePublished:2001
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Book:
name:Evolutionary Multi-Criterion Optimization
isbn:
978-3-540-44719-1
978-3-540-41745-3
Organization:
name:Springer Berlin Heidelberg
logo:
url:https://www.springernature.com/app-sn/public/images/logo-springernature.png
type:ImageObject
name:Air Force Institute of Technology
address:
name:Dept of Electrical and Computer Engineering, Air Force Institute of Technology, USA
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name:Air Force Research Laboratory
address:
name:Optical Radiation Branch, Air Force Research Laboratory, TX, USA
type:PostalAddress
name:Air Force Institute of Technology
address:
name:Dept of Electrical and Computer Engineering, Air Force Institute of Technology, USA
type:PostalAddress
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url:https://www.springernature.com/app-sn/public/images/logo-springernature.png
Person:
name:Jesse B. Zydallis
affiliation:
name:Air Force Institute of Technology
address:
name:Dept of Electrical and Computer Engineering, Air Force Institute of Technology, USA
type:PostalAddress
type:Organization
name:David A. Van Veldhuizen
affiliation:
name:Air Force Research Laboratory
address:
name:Optical Radiation Branch, Air Force Research Laboratory, TX, USA
type:PostalAddress
type:Organization
name:Gary B. Lamont
affiliation:
name:Air Force Institute of Technology
address:
name:Dept of Electrical and Computer Engineering, Air Force Institute of Technology, USA
type:PostalAddress
type:Organization
PostalAddress:
name:Dept of Electrical and Computer Engineering, Air Force Institute of Technology, USA
name:Optical Radiation Branch, Air Force Research Laboratory, TX, USA
name:Dept of Electrical and Computer Engineering, Air Force Institute of Technology, USA
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