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Engineering Optimization Volume 47, 2015 - Issue 7
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Original Articles

Improving variable-fidelity modelling by exploring global design space and radial basis function networks for aerofoil design

Maxim TyanDepartment of Aerospace Information Engineering, Konkuk University, Seoul, 143-701, Republic of KoreaView further author information
,
Nhu Van NguyenDepartment of Aerospace Information Engineering, Konkuk University, Seoul, 143-701, Republic of KoreaView further author information
&
Jae-Woo LeeDepartment of Aerospace Information Engineering, Konkuk University, Seoul, 143-701, Republic of KoreaCorrespondence[email protected]
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Pages 885-908 | Received 07 Jan 2014, Accepted 17 Jun 2014, Published online: 18 Sep 2014

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Yangfan Qin, Hao Jiang, Yanjun Cong, Guangyao Li, Lin Qi & Junjia Cui. (2021) Rivet die design and optimization for electromagnetic riveting of aluminium alloy joints. Engineering Optimization 53:5, pages 770-788.
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Qi Zhou, Xinyu Shao, Ping Jiang, Zhongmei Gao, Hui Zhou & Leshi Shu. (2016) An active learning variable-fidelity metamodelling approach based on ensemble of metamodels and objective-oriented sequential sampling. Journal of Engineering Design 27:4-6, pages 205-231.
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Articles from other publishers (41)

Chunlong Hai, Weiqi Qian, Wenzheng Wang & Liquan Mei. (2024) Active learning-assisted multi-fidelity surrogate modeling based on geometric transformation. Computer Methods in Applied Mechanics and Engineering 426, pages 116990.
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Qiulin Yu, Vikram G. Kamble, Dieter P. Gruber, Peter F. Fuchs, Karl Fendt & Thomas Krivec. (2024) Literature Review: Global Criticality Assessment Based on Feature Surrogates at the PCBA Levels. Literature Review: Global Criticality Assessment Based on Feature Surrogates at the PCBA Levels.
Deyuan Ma, Ping Jiang, Leshi Shu, Zhaoliang Gong, Yilin Wang & Shaoning Geng. (2022) Online porosity prediction in laser welding of aluminum alloys based on a multi-fidelity deep learning framework. Journal of Intelligent Manufacturing 35:1, pages 55-73.
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Vinh Pham, Maxim Tyan, Tuan Anh Nguyen & Jae-Woo Lee. (2023) Extended Hierarchical Kriging Method for Aerodynamic Model Generation Incorporating Multiple Low-Fidelity Datasets. Aerospace 11:1, pages 6.
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Vasileios Christelis, George Kopsiaftis, Rommel G. Regis & Aristotelis Mantoglou. (2023) An adaptive multi-fidelity optimization framework based on co-Kriging surrogate models and stochastic sampling with application to coastal aquifer management. Advances in Water Resources 180, pages 104537.
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Vinh PHAM, Maxim TYAN, Tuan Anh NGUYEN, Chi-Ho LEE, L.V. Thang NGUYEN & Jae-Woo LEE. (2023) Adaptive data fusion framework for modeling of non-uniform aerodynamic data. Chinese Journal of Aeronautics 36:7, pages 316-336.
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Mao-Lin Shi, Liye Lv & Lizhang Xu. (2023) A multi-fidelity surrogate model based on extreme support vector regression: fusing different fidelity data for engineering design. Engineering Computations 40:2, pages 473-493.
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Maxim Tyan, Cheol-Kyun Choi, Tuan Anh Nguyen & Jae-Woo Lee. (2022) Rapid Airfoil Inverse Design Method with a Deep Neural Network and Hyperparameter Selection. International Journal of Aeronautical and Space Sciences 24:1, pages 33-46.
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Qi Zhou, Min Zhao, Jiexiang Hu & Mengying MaQi Zhou, Min Zhao, Jiexiang Hu & Mengying Ma. 2023. Multi-fidelity Surrogates. Multi-fidelity Surrogates 157 211 .
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Guoxiang Zhao, Yuedong Yao, Lian Wang, Caspar Daniel Adenutsi, Dong Feng & Wenwei Wu. (2022) Optimization design of horizontal well fracture stage placement in shale gas reservoirs based on an efficient variable-fidelity surrogate model and intelligent algorithm. Energy Reports 8, pages 3589-3599.
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Lian Wang, Yuedong Yao, Wenzhi Wang, Caspar Daniel Adenutsi, Guoxiang Zhao & Fengpeng Lai. (2022) Integrated optimization design for horizontal well spacing and fracture stage placement in shale gas reservoir. Journal of Natural Gas Science and Engineering 105, pages 104706.
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Bowen Li, Bingyi Li, Xiang Jia, Zhijun Cheng & Bo Guo. (2022) An Efficient Metamodel-based Method for Integrating Low-fidelity and High-fidelity Data on Reliability Evaluation. An Efficient Metamodel-based Method for Integrating Low-fidelity and High-fidelity Data on Reliability Evaluation.
Fan Yang & Zhaolin Chen. (2021) Multi-objective aerodynamic optimization using active multi-output Gaussian process and mesh deformation method. Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering 236:4, pages 767-776.
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Nelson José Díaz Gautier, Nelson Manzanares Filho & Edna Raimunda da Silva Ramirez. (2022) Multi-objective optimization algorithm assisted by metamodels with applications in aerodynamics problems. Applied Soft Computing 117, pages 108409.
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R. Umamaheswaran, Parameshwaran Ramalingam, Marshal Raj, Lakshminarayanan Gopalakrishnan & S. Thiruppathirajan. (2021) A novel boundary elemental analysis based frequency domain adaptive sampling technique for aerospace application. Microprocessors and Microsystems 83, pages 103506.
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Xiaobang Wang, Xueguan Song & Wei Sun. (2021) Surrogate based trajectory planning method for an unmanned electric shovel. Mechanism and Machine Theory 158, pages 104230.
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Liye Lv, Chaoyong Zong, Chao Zhang, Xueguan Song & Wei Sun. (2021) Multi-Fidelity Surrogate Model Based on Canonical Correlation Analysis and Least Squares. Journal of Mechanical Design 143:2.
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Yueqi Xu, Xueguan Song & Chao Zhang. (2021) Hierarchical regression framework for multi-fidelity modeling. Knowledge-Based Systems 212, pages 106587.
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Xiongfeng Ruan, Ping Jiang, Qi Zhou, Jiexiang Hu & Leshi Shu. (2020) Variable-fidelity probability of improvement method for efficient global optimization of expensive black-box problems. Structural and Multidisciplinary Optimization 62:6, pages 3021-3052.
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Qi Zhou, Yuda Wu, Zhendong Guo, Jiexiang Hu & Peng Jin. (2020) A generalized hierarchical co-Kriging model for multi-fidelity data fusion. Structural and Multidisciplinary Optimization 62:4, pages 1885-1904.
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Jiaxin Zhao, Hongwei Wang, Wenzheng Liu & Heming Zhang. (2020) A learning-based multiscale modelling approach to real-time serial manipulator kinematics simulation. Neurocomputing 390, pages 280-293.
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Kuo Tian, Zengcong Li, Xiangtao Ma, Haixin Zhao, Jiaxin Zhang & Bo Wang. (2019) Toward the robust establishment of variable-fidelity surrogate models for hierarchical stiffened shells by two-step adaptive updating approach. Structural and Multidisciplinary Optimization 61:4, pages 1515-1528.
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Ping Jiang, Qi Zhou & Xinyu ShaoPing Jiang, Qi Zhou & Xinyu Shao. 2020. Surrogate Model-Based Engineering Design and Optimization. Surrogate Model-Based Engineering Design and Optimization 55 87 .
Ping Jiang, Qi Zhou & Xinyu ShaoPing Jiang, Qi Zhou & Xinyu Shao. 2020. Surrogate Model-Based Engineering Design and Optimization. Surrogate Model-Based Engineering Design and Optimization 1 5 .
Leshi Shu, Ping Jiang, Xueguan Song & Qi Zhou. (2019) Novel Approach for Selecting Low-Fidelity Scale Factor in Multifidelity Metamodeling. AIAA Journal 57:12, pages 5320-5330.
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Robert Christie, Matthew Robinson, Fernando Tejero & David G. MacManus. (2019) The use of hybrid intuitive class shape transformation curves in aerodynamic design. Aerospace Science and Technology 95, pages 105473.
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Xueguan Song, Liye Lv, Wei Sun & Jie Zhang. (2019) A radial basis function-based multi-fidelity surrogate model: exploring correlation between high-fidelity and low-fidelity models. Structural and Multidisciplinary Optimization 60:3, pages 965-981.
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Maxim TYAN & Jae-Woo LEE. (2019) Efficient multi-response adaptive sampling algorithm for construction of variable-fidelity aerodynamic tables. Chinese Journal of Aeronautics 32:3, pages 547-558.
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Huachao Dong, Siqing Sun, Baowei Song & Peng Wang. (2018) Multi-surrogate-based global optimization using a score-based infill criterion. Structural and Multidisciplinary Optimization 59:2, pages 485-506.
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Maxim Tyan, Mukyeom Kim, Vinh Pham, Cheol Kyun Choi, Thang L. Nguyen & Jae-Woo Lee. (2018) Development of Advanced Aerodynamic Data Fusion Techniques for Flight Simulation Database Construction. Development of Advanced Aerodynamic Data Fusion Techniques for Flight Simulation Database Construction.
Huachao Dong, Baowei Song, Zuomin Dong & Peng Wang. (2018) SCGOSR: Surrogate-based constrained global optimization using space reduction. Applied Soft Computing 65, pages 462-477.
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Qi Zhou, Yan Wang, Seung-Kyum Choi, Ping Jiang, Xinyu Shao, Jiexiang Hu & Leshi Shu. (2017) A robust optimization approach based on multi-fidelity metamodel. Structural and Multidisciplinary Optimization 57:2, pages 775-797.
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Qi Zhou, Yan Wang, Seung-Kyum Choi, Ping Jiang, Xinyu Shao & Jiexiang Hu. (2017) A sequential multi-fidelity metamodeling approach for data regression. Knowledge-Based Systems 134, pages 199-212.
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Qi Zhou, Yan Wang, Ping Jiang, Xinyu Shao, Seung-Kyum Choi, Jiexiang Hu, Longchao Cao & Xiangzheng Meng. (2017) An active learning radial basis function modeling method based on self-organization maps for simulation-based design problems. Knowledge-Based Systems 131, pages 10-27.
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Xiwen Cai, Haobo Qiu, Liang Gao, Li Wei & Xinyu Shao. (2017) Adaptive Radial-Basis-Function-Based Multifidelity Metamodeling for Expensive Black-Box Problems. AIAA Journal 55:7, pages 2424-2436.
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Xiwen Cai, Haobo Qiu, Liang Gao & Xinyu Shao. (2017) Metamodeling for high dimensional design problems by multi-fidelity simulations. Structural and Multidisciplinary Optimization 56:1, pages 151-166.
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Qi Zhou, Ping Jiang, Xinyu Shao, Jiexiang Hu, Longchao Cao & Li Wan. (2017) A variable fidelity information fusion method based on radial basis function. Advanced Engineering Informatics 32, pages 26-39.
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Maxim Tyan, Nhu Van Nguyen, Sangho Kim & Jae-Woo Lee. (2017) Database Adaptive Fuzzy Membership Function Generation for Possibility-Based Aircraft Design Optimization. Journal of Aircraft 54:1, pages 114-124.
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Nhu Van Nguyen, Maxim Tyan & Jae-Woo Lee. (2016) Efficient Framework for Missile Design and 6DoF Simulation using Multi-fidelity Analysis and Data Fusion. Efficient Framework for Missile Design and 6DoF Simulation using Multi-fidelity Analysis and Data Fusion.

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