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Engineering Optimization Volume 52, 2020 - Issue 12
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Original Articles

Robust design optimization of imperfect stiffened shells using an active learning method and a hybrid surrogate model

Zeng MengSchool of Civil Engineering, Hefei University of Technology, Hefei, People’s Republic of ChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-5648-5866View further author information
ORCID Icon,
Zhuohui ZhangSchool of Civil Engineering, Hefei University of Technology, Hefei, People’s Republic of ChinaView further author information
,
Huanlin ZhouSchool of Civil Engineering, Hefei University of Technology, Hefei, People’s Republic of ChinaORCID Iconhttps://orcid.org/0000-0003-3678-7688View further author information
ORCID Icon,
Hanshu ChenSchool of Civil Engineering, Hefei University of Technology, Hefei, People’s Republic of ChinaView further author information
&
Bo YuSchool of Civil Engineering, Hefei University of Technology, Hefei, People’s Republic of ChinaView further author information
Pages 2044-2061 | Received 19 Oct 2018, Accepted 30 Nov 2019, Published online: 22 Jan 2020

Citations (19)

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Read on this site (3)

Xufeng Yang, Xin Cheng, Zeqing Liu & Tai Wang. (2022) An adaptive method fusing the kriging model and multimodal importance sampling for profust reliability analysis. Engineering Optimization 54:11, pages 1870-1886.
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Bingbing San, Haiyun He, Dongming Feng, Ye Qiu & Yanting Huang. (2022) Constrained shape optimization of free-form shells considering material creep. Engineering Optimization 54:10, pages 1787-1800.
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Jinpeng Hu, Chaoyong Zong, Maolin Shi, Liying Wang, Qiushi Bi & Lizhang Xu. A robust ensemble surrogate model and its application in the in situ data modelling and analysis of a combine harvester. Engineering Optimization 0:0, pages 1-21.
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Articles from other publishers (16)

Yuan Meng, Dequan Zhang, Baojun Shi, Dapeng Wang & Fang Wang. (2024) An active learning Kriging model with approximating parallel strategy for structural reliability analysis. Reliability Engineering & System Safety 247, pages 110098.
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Chaolin Song, Rucheng Xiao, Zuqian Jiang & Bin Sun. (2024) Active-learning Kriging-assisted robust design optimization of tuned mass dampers: Vibration mitigation of a steel-arch footbridge. Engineering Structures 303, pages 117502.
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Hongqing Li, Xiongwei Liu, Yiming Gao, Shu Zhang, Bo Wang & Kuo Tian. (2024) Active learning-driven control point optimization method for efficient modeling of complex stiffened curved shells. Engineering Structures 302, pages 117412.
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Peng Hao, Dachuan Liu, Hao Liu, Shaojun Feng, Bo Wang & Gang Li. (2024) Intelligent optimum design of large-scale gradual-stiffness stiffened panels via multi-level dimension reduction. Computer Methods in Applied Mechanics and Engineering 421, pages 116759.
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Fengfeng Wang, Chundong Xu & Lei Li. (2024) Multiobjective Optimization of Composite Material Seat Plate for Mortar Based on the Hybrid Surrogate Model. Shock and Vibration 2024, pages 1-16.
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Xuanhe Luo, Huanlin Zhou, Xinlian Ren & Zeng Meng. (2023) Three-stage optimization framework of functionally graded stiffened cylindrical shells under thermal environment. Engineering Structures 292, pages 116541.
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Max Krause, Pawel Lyssakow & Kai-Uwe Schröder. (2023) Minimum stiffness criterion for ring frames of stringer frame stiffened shell structures. Thin-Walled Structures 182, pages 110155.
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Peng Hao, Hao Liu, Shaojun Feng, Guijiao Wang, Rui Zhang & Bo Wang. (2022) A high-dimensional optimization method combining projection correlation-based Kriging and multimodal parallel computing. Structural and Multidisciplinary Optimization 66:1.
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Kuo Tian, Lei Huang, Musen Yang, Yan Chen, Peng Hao & Bo Wang. (2021) Concurrent numerical implementation of vibration correlation technique for fast buckling load prediction of cylindrical shells under combined loading conditions. Engineering with Computers 38:S4, pages 3269-3281.
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Kai Steltner, Benedikt Kriegesmann & Claus B.W. Pedersen. (2022) Robust sizing optimization of stiffened panels subject to geometric imperfections using fully nonlinear postbuckling analyses. Thin-Walled Structures 175, pages 109195.
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Zeng Meng, Xuanhe Luo & Huanlin Zhou. (2022) Lightweight design of arcuately stiffened cylindrical shells based on smeared stiffener method and active learning strategy. Thin-Walled Structures 174, pages 109167.
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Kuo Tian, Lei Huang, Yu Sun, Liang Zhao, Tianhe Gao & Bo Wang. (2022) Combined approximation based numerical vibration correlation technique for axially loaded cylindrical shells. European Journal of Mechanics - A/Solids 93, pages 104553.
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Cong Gao, Hang Zhang, Haichao Li, Fuzhen Pang & Hongfu Wang. (2022) Numerical and experimental investigation of vibro-acoustic characteristics of a submerged stiffened cylindrical shell excited by a mechanical force. Ocean Engineering 249, pages 110913.
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Nikolaos Papanikolaou & Konstantinos Anyfantis. (2021) Construction of surrogate models for predicting the buckling strength of stiffened panels through DoE and RSM methods. Engineering Computations 39:4, pages 1374-1406.
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Jiexiang Hu, Lili Zhang, Quan Lin, Meng Cheng, Qi Zhou & Huaping Liu. (2021) A conservative multi-fidelity surrogate model-based robust optimization method for simulation-based optimization. Structural and Multidisciplinary Optimization 64:4, pages 2525-2551.
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Subham Gupta, Achyut Paudel, Mishal Thapa, Sameer B. Mulani & Robert W. Walters. (2021) Efficient Decoupled Approach for Robust Design Optimization. Efficient Decoupled Approach for Robust Design Optimization.

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