Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures.
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Superior document: | Linköping Studies in Science and Technology. Dissertations Series ; v.1870 |
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Place / Publishing House: | Linköping : : Linkopings Universitet,, 2017. {copy}2017. |
Year of Publication: | 2017 |
Edition: | 1st ed. |
Language: | English |
Series: | Linköping Studies in Science and Technology. Dissertations Series
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Physical Description: | 1 online resource (61 pages) |
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Ryberg, Ann-Britt. Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures. 1st ed. Linköping : Linkopings Universitet, 2017. {copy}2017. 1 online resource (61 pages) text txt rdacontent computer c rdamedia online resource cr rdacarrier Linköping Studies in Science and Technology. Dissertations Series ; v.1870 Intro -- Preface -- Abstract -- Populärvetenskaplig sammanfattning -- List of Papers -- Contents -- Part I -- 1. Introduction -- 1.1 Scope of Work -- 1.2 Outline -- 2. Structural Optimization -- 2.1 Multi-Objective Optimization -- 2.2 Optimization Under Uncertainties -- 2.3 Multidisciplinary Design Optimization -- 2.4 Metamodel-Based Design Optimization -- 2.5 Optimization Algorithms -- 2.6 Topology Optimization -- 3.1 Design of Experiments -- 3.1.1 Latin Hypercube Designs -- 3.1.2 Distance-Based Designs -- 3.1.3 Sequential Sampling -- 3.2 Metamodels -- 3.2.1 Feedforward Neural Networks -- 3.2.2 Radial Basis Function Neural Networks -- 3.3 Metamodel Validation -- 3.3.1 Error Measures -- 3.3.2 Cross Validation -- 3.3.3 Generalized Cross Validation -- 4. Multidisciplinary Design Optimization -- 4.1 Single-Level Methods -- 4.2 Multi-Level Methods -- 4.3 An MDO Process for Automotive Structures -- 5. Support Vector Machines -- 5.1 SVM Decision Boundary -- 5.2 SVMs to Improve Metamodel Accuracy -- 6. Summary of Appended Papers -- Paper I -- Paper II -- Paper III -- Paper IV -- Paper V -- 7. Conclusions and Outlook -- References. Description based on publisher supplied metadata and other sources. Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2024. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries. Electronic books. Print version: Ryberg, Ann-Britt Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures Linköping : Linkopings Universitet,c2017 ProQuest (Firm) Linköping Studies in Science and Technology. Dissertations Series https://ebookcentral.proquest.com/lib/oeawat/detail.action?docID=5049582 Click to View |
language |
English |
format |
eBook |
author |
Ryberg, Ann-Britt. |
spellingShingle |
Ryberg, Ann-Britt. Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures. Linköping Studies in Science and Technology. Dissertations Series ; Intro -- Preface -- Abstract -- Populärvetenskaplig sammanfattning -- List of Papers -- Contents -- Part I -- 1. Introduction -- 1.1 Scope of Work -- 1.2 Outline -- 2. Structural Optimization -- 2.1 Multi-Objective Optimization -- 2.2 Optimization Under Uncertainties -- 2.3 Multidisciplinary Design Optimization -- 2.4 Metamodel-Based Design Optimization -- 2.5 Optimization Algorithms -- 2.6 Topology Optimization -- 3.1 Design of Experiments -- 3.1.1 Latin Hypercube Designs -- 3.1.2 Distance-Based Designs -- 3.1.3 Sequential Sampling -- 3.2 Metamodels -- 3.2.1 Feedforward Neural Networks -- 3.2.2 Radial Basis Function Neural Networks -- 3.3 Metamodel Validation -- 3.3.1 Error Measures -- 3.3.2 Cross Validation -- 3.3.3 Generalized Cross Validation -- 4. Multidisciplinary Design Optimization -- 4.1 Single-Level Methods -- 4.2 Multi-Level Methods -- 4.3 An MDO Process for Automotive Structures -- 5. Support Vector Machines -- 5.1 SVM Decision Boundary -- 5.2 SVMs to Improve Metamodel Accuracy -- 6. Summary of Appended Papers -- Paper I -- Paper II -- Paper III -- Paper IV -- Paper V -- 7. Conclusions and Outlook -- References. |
author_facet |
Ryberg, Ann-Britt. |
author_variant |
a b r abr |
author_sort |
Ryberg, Ann-Britt. |
title |
Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures. |
title_full |
Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures. |
title_fullStr |
Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures. |
title_full_unstemmed |
Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures. |
title_auth |
Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures. |
title_new |
Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures. |
title_sort |
metamodel-based multidisciplinary design optimization of automotive structures. |
series |
Linköping Studies in Science and Technology. Dissertations Series ; |
series2 |
Linköping Studies in Science and Technology. Dissertations Series ; |
publisher |
Linkopings Universitet, |
publishDate |
2017 |
physical |
1 online resource (61 pages) |
edition |
1st ed. |
contents |
Intro -- Preface -- Abstract -- Populärvetenskaplig sammanfattning -- List of Papers -- Contents -- Part I -- 1. Introduction -- 1.1 Scope of Work -- 1.2 Outline -- 2. Structural Optimization -- 2.1 Multi-Objective Optimization -- 2.2 Optimization Under Uncertainties -- 2.3 Multidisciplinary Design Optimization -- 2.4 Metamodel-Based Design Optimization -- 2.5 Optimization Algorithms -- 2.6 Topology Optimization -- 3.1 Design of Experiments -- 3.1.1 Latin Hypercube Designs -- 3.1.2 Distance-Based Designs -- 3.1.3 Sequential Sampling -- 3.2 Metamodels -- 3.2.1 Feedforward Neural Networks -- 3.2.2 Radial Basis Function Neural Networks -- 3.3 Metamodel Validation -- 3.3.1 Error Measures -- 3.3.2 Cross Validation -- 3.3.3 Generalized Cross Validation -- 4. Multidisciplinary Design Optimization -- 4.1 Single-Level Methods -- 4.2 Multi-Level Methods -- 4.3 An MDO Process for Automotive Structures -- 5. Support Vector Machines -- 5.1 SVM Decision Boundary -- 5.2 SVMs to Improve Metamodel Accuracy -- 6. Summary of Appended Papers -- Paper I -- Paper II -- Paper III -- Paper IV -- Paper V -- 7. Conclusions and Outlook -- References. |
isbn |
9789176854822 |
genre |
Electronic books. |
genre_facet |
Electronic books. |
url |
https://ebookcentral.proquest.com/lib/oeawat/detail.action?docID=5049582 |
illustrated |
Not Illustrated |
oclc_num |
1004609565 |
work_keys_str_mv |
AT rybergannbritt metamodelbasedmultidisciplinarydesignoptimizationofautomotivestructures |
status_str |
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ids_txt_mv |
(MiAaPQ)5005049582 (Au-PeEL)EBL5049582 (CaPaEBR)ebr11443252 (OCoLC)1004609565 |
carrierType_str_mv |
cr |
hierarchy_parent_title |
Linköping Studies in Science and Technology. Dissertations Series ; v.1870 |
is_hierarchy_title |
Metamodel-Based Multidisciplinary Design Optimization of Automotive Structures. |
container_title |
Linköping Studies in Science and Technology. Dissertations Series ; v.1870 |
marc_error |
Info : MARC8 translation shorter than ISO-8859-1, choosing MARC8. --- [ 856 : z ] |
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