Metamodel-assisted design optimization in the field of structural engineering: A literature review

Metamodel-assisted optimization is a valuable alternative to handle structural design optimization procedures, which are usually quite expensive and sometimes even prohibitive. This paper presents an up-to-date literature review on metamodel-assisted structural design optimization (MASDO) in the str...

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Published inStructures (Oxford) Vol. 52; pp. 609 - 631
Main Authors Negrin, Iván, Kripka, Moacir, Yepes, Víctor
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.06.2023
Subjects
Metamodel-assisted optimization
State-of-the-art
Structural design optimization
Structural engineering
Surrogate-based optimization
Surrogate-based optimization
Structural design optimization
Structural engineering
Metamodel-assisted optimization
State-of-the-art
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Abstract Metamodel-assisted optimization is a valuable alternative to handle structural design optimization procedures, which are usually quite expensive and sometimes even prohibitive. This paper presents an up-to-date literature review on metamodel-assisted structural design optimization (MASDO) in the structural engineering field. The period analyzed is from 2000 to the present, involving 111 publications and 169 case studies. In order to provide practical recommendations on best practices to perform MASDO, eight categorical variables are analyzed, and underlying relationships between them are detected by applying simple and multiple correspondence analysis. Surprisingly, there are fewer published papers on the subject than expected. Most focus on improving or developing metamodeling strategies using simple (benchmark) case studies to validate the proposed methodologies. Consequently, the originality and value of this study lie in the conclusions obtained from the statistical analysis, which serve as a practical guide for incorporating metamodeling strategies in future projects related to structural design optimization.
AbstractList Metamodel-assisted optimization is a valuable alternative to handle structural design optimization procedures, which are usually quite expensive and sometimes even prohibitive. This paper presents an up-to-date literature review on metamodel-assisted structural design optimization (MASDO) in the structural engineering field. The period analyzed is from 2000 to the present, involving 111 publications and 169 case studies. In order to provide practical recommendations on best practices to perform MASDO, eight categorical variables are analyzed, and underlying relationships between them are detected by applying simple and multiple correspondence analysis. Surprisingly, there are fewer published papers on the subject than expected. Most focus on improving or developing metamodeling strategies using simple (benchmark) case studies to validate the proposed methodologies. Consequently, the originality and value of this study lie in the conclusions obtained from the statistical analysis, which serve as a practical guide for incorporating metamodeling strategies in future projects related to structural design optimization.
Author Negrin, Iván
Kripka, Moacir
Yepes, Víctor
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  givenname: Víctor
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  surname: Yepes
  fullname: Yepes, Víctor
  organization: Institute of Concrete Science and Technology (ICITECH), Universitat Politècnica de València, 46022 Valencia, Spain
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Keywords Surrogate-based optimization
Structural design optimization
Structural engineering
Metamodel-assisted optimization
State-of-the-art
Language English
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Snippet Metamodel-assisted optimization is a valuable alternative to handle structural design optimization procedures, which are usually quite expensive and sometimes...
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SubjectTerms Metamodel-assisted optimization
State-of-the-art
Structural design optimization
Structural engineering
Surrogate-based optimization
Title Metamodel-assisted design optimization in the field of structural engineering: A literature review
URI https://dx.doi.org/10.1016/j.istruc.2023.04.006
Volume 52
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