Advanced search
Publication Cover
Engineering Optimization Volume 53, 2021 - Issue 3
Submit an article Journal homepage
601
Views
26
CrossRef citations to date
0
Altmetric
Original Articles

A unified ensemble of surrogates with global and local measures for global metamodelling

Jian Zhanga Department of Mechanics and Engineering Science, Jiangsu University, Zhenjiang, People’s Republic of ChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-7497-0646View further author information
ORCID Icon,
Xinxin Yuea Department of Mechanics and Engineering Science, Jiangsu University, Zhenjiang, People’s Republic of ChinaORCID Iconhttps://orcid.org/0000-0003-0873-5231View further author information
ORCID Icon,
Jiajia Qiua Department of Mechanics and Engineering Science, Jiangsu University, Zhenjiang, People’s Republic of ChinaCorrespondence[email protected]
View further author information
,
Muyu Zhanga Department of Mechanics and Engineering Science, Jiangsu University, Zhenjiang, People’s Republic of ChinaCorrespondence[email protected]
View further author information
&
Xiaomei Wangb Department of Ocean Engineering, Tianjin University, Tianjin, People’s Republic of ChinaView further author information
Pages 474-495 | Received 21 Nov 2019, Accepted 02 Mar 2020, Published online: 26 Mar 2020

Citations (26)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (1)

Wei Wang, Xianpeng Wang & Xiangman Song. (2023) Adaptive lightweight convolutional neural architecture search for segmentation problem. Engineering Optimization 0:0, pages 1-18.
Read now

Articles from other publishers (25)

Hao Chen, Zhilang Zhang, Weikun Li, Qimeng Liu, Kai Sun, Dixia Fan & Weicheng Cui. (2024) Ensemble of surrogates in black-box-type engineering optimization: Recent advances and applications. Expert Systems with Applications 248, pages 123427.
Crossref
Jian Zhang, Muxi Li, Xinxin Yue, Xiaojuan Wang & Maolin Shi. (2024) A hierarchical surrogate assisted optimization algorithm using teaching-learning-based optimization and differential evolution for high-dimensional expensive problems. Applied Soft Computing 152, pages 111212.
Crossref
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.
Crossref
Abdelwahid Boutemedjet, Smail Khalfallah, Mahfoudh Cerdoun & Abdelkader Benaouali. (2024) A multi-objective optimization strategy based on combined meta-models: Application to a wind turbine. Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering.
Crossref
Jianji Li, Shuai Zhang, Pengwei Liang, Xiaonan Lai & Xueguan Song. (2023) MID-ESM: An Adaptive Median-Based Ensemble of Surrogate Models. Journal of Mechanical Design 145:11.
Crossref
Jun Lu, Yudong Fang & Weijian Han. (2023) A novel adaptive-weight ensemble surrogate model base on distance and mixture error. PLOS ONE 18:10, pages e0293318.
Crossref
Xiaobing Shang, Zhi Zhang, Hai Fang, Bo Li & Yunhui Li. (2023) Ensemble learning of multi-kernel Kriging surrogate models using regional discrepancy and space-filling criteria-based hybrid sampling method. Advanced Engineering Informatics 58, pages 102186.
Crossref
Qingbo Chen, Ruiping Niu, Yangqing Gong & Ming Li. (2022) The Inverse Heat Transfer Problem of Malan Loess Based on Machine Learning with Finite Element Solver as the Trainer. International Journal of Computational Methods 20:06.
Crossref
Wenjiao Dan, Xinxin Yue, Min Yu, Tongjie Li & Jian Zhang. (2023) Prediction and Global Sensitivity Analysis of Long-Term Deflections in Reinforced Concrete Flexural Structures Using Surrogate Models. Materials 16:13, pages 4671.
Crossref
Srikar Venkataraman Srinivas & Iftekhar A Karimi. (2023) Zone-wise surrogate modelling (ZSM) of univariate systems. Computers & Chemical Engineering 174, pages 108249.
Crossref
Seyyed Ali Latifi Rostami, Amin Kolahdooz, Hayoung Chung, Maolin Shi & Jian Zhang. (2023) Robust topology optimization of continuum structures with smooth boundaries using moving morphable components. Structural and Multidisciplinary Optimization 66:6.
Crossref
Chaoyong Zong, Maolin Shi, Qingye Li, Tianhang Xue, Xueguan Song, Xiaofeng Li & Dianjing Chen. (2023) Sealing design optimization of nuclear pressure relief valves based on the polynomial chaos expansion surrogate model. Nuclear Engineering and Technology 55:4, pages 1382-1399.
Crossref
Jian Zhang, Weijie Gong, Xinxin Yue, Maolin Shi & Lei Chen. (2022) Efficient reliability analysis using prediction-oriented active sparse polynomial chaos expansion. Reliability Engineering & System Safety 228, pages 108749.
Crossref
Tianxin Huang, Yong Liu & Zaisheng Pan. (2022) Deep Residual Surrogate Model. Information Sciences 605, pages 86-98.
Crossref
Shuai Zhang, Yong Pang, Pengwei Liang & Xueguan Song. (2022) On the Ensemble of Surrogate Models by Minimum Screening Index. Journal of Mechanical Design 144:7.
Crossref
Chong Wang, Xin Qiang, Menghui Xu & Tao Wu. (2022) Recent Advances in Surrogate Modeling Methods for Uncertainty Quantification and Propagation. Symmetry 14:6, pages 1219.
Crossref
Hao Chen, Weikun Li, Weicheng Cui & Qimeng Liu. (2022) A pointwise ensemble of surrogates with adaptive function and heuristic formulation. Structural and Multidisciplinary Optimization 65:4.
Crossref
Shuwei Li, Shutian Fan, Jinan Gu, Xingjia Li & Zedong Huang. (2022) Blind-Kriging based natural frequency modeling of industrial Robot. Precision Engineering 74, pages 126-139.
Crossref
Seyyed Ali Latifi Rostami, Amin Kolahdooz & Jian Zhang. (2021) Robust topology optimization under material and loading uncertainties using an evolutionary structural extended finite element method. Engineering Analysis with Boundary Elements 133, pages 61-70.
Crossref
Lei Chen, Hongying Zhang, Mitao Song, Xinxin Yue & Jian Zhang. (2021) Modeling the Stress-Induced Transformation Behavior of Shape Memory Alloys under Multiaxial Loading Conditions. Crystals 11:10, pages 1191.
Crossref
Daniel Correia & Daniel N. Wilke. (2020) Purposeful cross-validation: a novel cross-validation strategy for improved surrogate optimizability. Engineering Optimization 53:9, pages 1558-1573.
Crossref
Jian Zhang, Xinxin Yue, Jiajia Qiu, Lijun Zhuo & Jianguo Zhu. (2021) Sparse polynomial chaos expansion based on Bregman-iterative greedy coordinate descent for global sensitivity analysis. Mechanical Systems and Signal Processing 157, pages 107727.
Crossref
Xinxin Yue, Jian Zhang, Weijie Gong, Min Luo & Libin Duan. (2021) An adaptive PCE-HDMR metamodeling approach for high-dimensional problems. Structural and Multidisciplinary Optimization 64:1, pages 141-162.
Crossref
Jiangqi Long, Yaoqing Liao & Ping Yu. (2021) Multi-Response Weighted Adaptive Sampling Approach Based on Hybrid Surrogate Model. IEEE Access 9, pages 45441-45453.
Crossref
Pengcheng Ye & Guang Pan. (2020) Selecting the Best Quantity and Variety of Surrogates for an Ensemble Model. Mathematics 8:10, pages 1721.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.