669
Views
71
CrossRef citations to date
0
Altmetric
Original Articles

Hybrid and adaptive meta-model-based global optimization

, &
Pages 87-104 | Received 18 Feb 2010, Accepted 02 Feb 2011, Published online: 05 Jul 2011

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

Read on this site (10)

Wenjie Wang, Zeping Wu, Donghui Wang, Pengyu Wang, Weihua Zhang, Patrick N. Okolo & Gareth J. Bennett. (2022) Surrogate-based optimization with adaptive parallel infill strategy enhanced by inaccurate multi-objective search. Engineering Optimization 54:8, pages 1356-1373.
Read now
Jiawei Yang, Zeping Wu, Wenjie Wang, Weihua Zhang, Hailong Zhao & Jingbo Sun. (2022) A surrogate-based optimization method for mixed-variable aircraft design. Engineering Optimization 54:1, pages 113-133.
Read now
Zachary Cosenza & David E. Block. (2021) A generalizable hybrid search framework for optimizing expensive design problems using surrogate models. Engineering Optimization 53:10, pages 1772-1785.
Read now
Yaohui Li, Shuting Wang & Yizhong Wu. (2020) Kriging-based unconstrained global optimization through multi-point sampling. Engineering Optimization 52:6, pages 1082-1095.
Read now
Abdulbaset Saad, Zuomin Dong, Brad Buckham, Curran Crawford, Adel Younis & Meysam Karimi. (2019) A new Kriging–Bat Algorithm for solving computationally expensive black-box global optimization problems. Engineering Optimization 51:2, pages 265-285.
Read now
Jichao Gu, Guangyao Li & Nianfei Gan. (2017) Hybrid metamodel-based design space management method for expensive problems. Engineering Optimization 49:9, pages 1573-1588.
Read now
Pengcheng Ye & Guang Pan. (2015) A novel sequential approximate optimization approach using data mining for engineering design optimization. Optimization Methods and Software 30:6, pages 1255-1275.
Read now
Haoxiang Jie, Yizhong Wu & Jianwan Ding. (2015) An adaptive metamodel-based global optimization algorithm for black-box type problems. Engineering Optimization 47:11, pages 1459-1480.
Read now
Haitao Liu, Shengli Xu, Xiaofang Wang, Junnan Wu & Yang Song. (2015) A global optimization algorithm for simulation-based problems via the extended DIRECT scheme. Engineering Optimization 47:11, pages 1441-1458.
Read now

Articles from other publishers (61)

Adel Younis & Zuomin Dong. (2024) Adaptive surrogate assisted multi-objective optimization approach for highly nonlinear and complex engineering design problems. Applied Soft Computing 150, pages 111065.
Crossref
Min-Ho Jeong & Gyung-Jin Park. (2023) Nonlinear Dynamic Structural Optimization of Electric Vehicles Considering Multiple Safety Tests. International Journal of Automotive Technology 24:2, pages 573-583.
Crossref
Pengcheng Ye & Guang Pan. (2022) Multi-surrogates and multi-points infill strategy-based global optimization method. Engineering with Computers 39:2, pages 1617-1636.
Crossref
Mingyang Li, Lipeng Hu & Jinjun Tang. (2023) MSSRGO: A multimeta-model-based global optimization method using a selection-rank-based infill sampling strategy. Journal of King Saud University - Computer and Information Sciences 35:1, pages 382-392.
Crossref
Yaohui Li. (2020) A Kriging-based multi-point sequential sampling optimization method for complex black-box problem. Evolutionary Intelligence 15:4, pages 2341-2350.
Crossref
Mingyang Li, Jinjun Tang & Xianwei Meng. (2022) Multiple Surrogate-Model-Based Optimization Method Using the Multimodal Expected Improvement Criterion for Expensive Problems. Mathematics 10:23, pages 4467.
Crossref
Adel Younis & Zuomin Dong. (2022) High-Fidelity Surrogate Based Multi-Objective Optimization Algorithm. Algorithms 15:8, pages 279.
Crossref
Jiaxin Li, Donghui Wang & Weihua Zhang. (2022) Surrogate-Based Optimization Design for Air-Launched Vehicle Using Iterative Terminal Guidance. Aerospace 9:6, pages 300.
Crossref
Yuanping Su, Lihong Xu & Erik D. Goodman. (2022) Hybrid Surrogate-Based Constrained Optimization With a New Constraint-Handling Method. IEEE Transactions on Cybernetics 52:6, pages 5394-5407.
Crossref
Jie Qu & Xiao‐Yao Han. (2021) Adaptive multi‐surrogate‐based constrained optimization method and its application. International Journal for Numerical Methods in Engineering 122:23, pages 7202-7240.
Crossref
Kai Wu, Faping Zhang, Yun He Zhang, Yan Yan & Shahid Ikramullah Butt. (2021) Surrogate-adjoint refine based global optimization method combining with multi-stage fuzzy clustering space reduction strategy for expensive problems. Applied Soft Computing 113, pages 107883.
Crossref
Huachao Dong, Peng Wang, Weixi Chen & Baowei Song. (2021) SGOP: Surrogate-assisted global optimization using a Pareto-based sampling strategy. Applied Soft Computing 106, pages 107380.
Crossref
Danqi Wang, Junyuan Zhang, Yue Ma & Yang Jin. (2021) Analytical modeling and collaborative optimization of the dynamic responses for barrier-vehicle-occupant system considering crashworthiness and compatibility. Structural and Multidisciplinary Optimization 64:1, pages 349-367.
Crossref
Pengcheng Ye, Congcong Wang & Guang Pan. (2021) An approximate high-dimensional optimization method using hierarchical design space reduction strategy. Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University 39:2, pages 292-301.
Crossref
Pengcheng Ye, Congcong Wang & Guang Pan. (2021) Surrogate based blended-wing-body underwater glider shape optimization design. Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University 39:1, pages 85-92.
Crossref
Jichao Gu. (2021) An efficient multiple meta-model-based global optimization method for computationally intensive problems. Advances in Engineering Software 152, pages 102958.
Crossref
Huachao Dong & Zuomin Dong. (2020) Surrogate-assisted grey wolf optimization for high-dimensional, computationally expensive black-box problems. Swarm and Evolutionary Computation 57, pages 100713.
Crossref
Fan Li, Weiming Shen, Xiwen Cai, Liang Gao & G. Gary Wang. (2020) A fast surrogate-assisted particle swarm optimization algorithm for computationally expensive problems. Applied Soft Computing 92, pages 106303.
Crossref
Cheng-shan Li, Peng Wang, Zhi-ming Qiu & Hua-chao Dong. (2020) A Double-Stage Surrogate-Based Shape Optimization Strategy for Blended-Wing-Body Underwater Gliders. China Ocean Engineering 34:3, pages 400-410.
Crossref
Hossein Akbari & Afshin Kazerooni. (2020) KASRA: A Kriging-based Adaptive Space Reduction Algorithm for global optimization of computationally expensive black-box constrained problems. Applied Soft Computing 90, pages 106154.
Crossref
Kwon‐Hee Lee, Gyung‐Il Jeong & Seong‐Hyeong Lee. (2019) An approximate optimization strategy using refined hybrid metamodel. Computational Intelligence 36:1, pages 35-54.
Crossref
Jichao Gu, Heng Zhang & Xingu Zhong. (2019) Hybrid meta-model-based global optimum pursuing method for expensive problems. Structural and Multidisciplinary Optimization 61:2, pages 543-554.
Crossref
Junyuan Zhang, Danqi Wang, Yingying Ni & Chao Chen. (2019) A two degrees of freedom model–based optimization method for occupant restraint systems in vehicle crash. Structural and Multidisciplinary Optimization 60:6, pages 2597-2614.
Crossref
Xinjing Wang, G. Gary Wang, Baowei Song, Peng Wang & Yang Wang. (2019) A Novel Evolutionary Sampling Assisted Optimization Method for High-Dimensional Expensive Problems. IEEE Transactions on Evolutionary Computation 23:5, pages 815-827.
Crossref
Pengcheng Ye & Guang Pan. (2019) An Improved Surrogate Based Optimization Method for Expensive Black-box Problems. IOP Conference Series: Materials Science and Engineering 646:1, pages 012030.
Crossref
Jichao Gu, Wenqi Li & Yongzhou Cai. (2019) A hybrid meta-model based global optimization method for expensive problems. Computers & Industrial Engineering 136, pages 421-428.
Crossref
Pengcheng Ye & Guang Pan. (2019) Surrogate-based Global Optimization Methods for Expensive Black-Box Problems: Recent Advances and Future Challenges. Surrogate-based Global Optimization Methods for Expensive Black-Box Problems: Recent Advances and Future Challenges.
Peng Zhang, Shuyou Zhang, Xiaojian Liu, Lemiao Qiu & Guodong Yi. (2019) A Least Squares Ensemble Model Based on Regularization and Augmentation Strategy. Applied Sciences 9:9, pages 1845.
Crossref
Shixin Cheng, Hao Zhan, Zhaoxin Shu, Huayu Fan & Ban Wang. (2019) Effective optimization on Bump inlet using meta-model multi-objective particle swarm assisted by expected hyper-volume improvement. Aerospace Science and Technology 87, pages 431-447.
Crossref
Jichao Gu, Wenqi Li, Chang Shu & Fanbo Zeng. (2019) Hybrid meta-model based search method for expensive problems. Applied Soft Computing 77, pages 643-652.
Crossref
Nianfei Gan & Jichao Gu. (2018) Hybrid meta-model-based design space exploration method for expensive problems. Structural and Multidisciplinary Optimization 59:3, pages 907-917.
Crossref
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.
Crossref
Enrique Gabriel Baquela & Ana Carolina Olivera. (2019) A novel hybrid multi-objective metamodel-based evolutionary optimization algorithm. Operations Research Perspectives 6, pages 100098.
Crossref
Fan Li, Xiwen Cai & Liang Gao. (2019) Ensemble of surrogates assisted particle swarm optimization of medium scale expensive problems. Applied Soft Computing 74, pages 291-305.
Crossref
Sushant S. Garud, Nivethitha Mariappan & Iftekhar A. Karimi. 2019. Proceedings of the 9th International Conference on Foundations of Computer-Aided Process Design. Proceedings of the 9th International Conference on Foundations of Computer-Aided Process Design 95 100 .
Yizhong Wu, Qian Yin, Haoxiang Jie, Boxing Wang & Jianjun Zhao. (2018) A RBF-based constrained global optimization algorithm for problems with computationally expensive objective and constraints. Structural and Multidisciplinary Optimization 58:4, pages 1633-1655.
Crossref
Huachao Dong, Chengshan Li, Baowei Song & Peng Wang. (2018) Multi-surrogate-based Differential Evolution with multi-start exploration (MDEME) for computationally expensive optimization. Advances in Engineering Software 123, pages 62-76.
Crossref
A. Kundu, H.G. Matthies & M.I. Friswell. (2018) Probabilistic optimization of engineering system with prescribed target design in a reduced parameter space. Computer Methods in Applied Mechanics and Engineering 337, pages 281-304.
Crossref
Pengcheng Ye, Guang Pan & Zuomin Dong. (2018) Ensemble of surrogate based global optimization methods using hierarchical design space reduction. Structural and Multidisciplinary Optimization 58:2, pages 537-554.
Crossref
Yongzhou Cai, Lei Zhang, Jichao Gu, Yicai Yue & Yuchao Wang. (2017) Multiple meta-models based design space differentiation method for expensive problems. Structural and Multidisciplinary Optimization 57:6, pages 2249-2258.
Crossref
Renjie Ran, Wenqiang Li & Yan Li. (2018) A two-level global optimization method based on hybrid metamodel for expensive problems. Advances in Mechanical Engineering 10:4, pages 168781401876954.
Crossref
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.
Crossref
Huachao Dong, Baowei Song, Peng Wang & Zuomin Dong. (2017) Surrogate-based optimization with clustering-based space exploration for expensive multimodal problems. Structural and Multidisciplinary Optimization 57:4, pages 1553-1577.
Crossref
Xiwen Cai, Haobo Qiu, Liang Gao, Xiaoke Li & Xinyu Shao. (2018) A hybrid global optimization method based on multiple metamodels. Engineering Computations 35:1, pages 71-90.
Crossref
Huachao Dong, Baowei Song, Peng Wang & Zuomin Dong. (2018) Hybrid surrogate-based optimization using space reduction (HSOSR) for expensive black-box functions. Applied Soft Computing 64, pages 641-655.
Crossref
Hao Xiao, Wei Pei, Zuomin Dong, Li Kong & Dan Wang. (2018) Application and Comparison of Metaheuristic and New Metamodel Based Global Optimization Methods to the Optimal Operation of Active Distribution Networks. Energies 11:1, pages 85.
Crossref
Pengcheng Ye & Guang Pan. (2016) Global optimization method using ensemble of metamodels based on fuzzy clustering for design space reduction. Engineering with Computers 33:3, pages 573-585.
Crossref
Xiwen Cai, Haobo Qiu, Liang Gao, Peng Yang & Xinyu Shao. (2017) A multi-point sampling method based on kriging for global optimization. Structural and Multidisciplinary Optimization 56:1, pages 71-88.
Crossref
Libin Duan, Ning-cong Xiao, Zhaohui Hu, Guangyao Li & Aiguo Cheng. (2016) An efficient lightweight design strategy for body-in-white based on implicit parameterization technique. Structural and Multidisciplinary Optimization 55:5, pages 1927-1943.
Crossref
Olumayowa T. Kajero, Tao Chen, Yuan Yao, Yao-Chen Chuang & David Shan Hill Wong. (2017) Meta-modelling in chemical process system engineering. Journal of the Taiwan Institute of Chemical Engineers 73, pages 135-145.
Crossref
Jianguang Fang, Guangyong Sun, Na Qiu, Nam H. Kim & Qing Li. (2016) On design optimization for structural crashworthiness and its state of the art. Structural and Multidisciplinary Optimization 55:3, pages 1091-1119.
Crossref
Haoxiang Jie, Yizhong Wu, Jianjun Zhao, Jianwan Ding & Liangliang. (2016) An efficient multi-objective PSO algorithm assisted by Kriging metamodel for expensive black-box problems. Journal of Global Optimization 67:1-2, pages 399-423.
Crossref
Huachao Dong, Baowei Song, Zuomin Dong & Peng Wang. (2016) Multi-start Space Reduction (MSSR) surrogate-based global optimization method. Structural and Multidisciplinary Optimization 54:4, pages 907-926.
Crossref
Guan Zhou, LiBin Duan, WanZhong Zhao, ChunYan Wang, ZhengDong Ma & JiChao Gu. (2016) An enhanced hybrid and adaptive meta-model based global optimization algorithm for engineering optimization problems. Science China Technological Sciences 59:8, pages 1147-1155.
Crossref
Nianfei Gan, Guangyao Li & Jichao Gu. (2016) Hybrid Meta-Model Based Design Space Differentiation Method for Expensive Problems. Acta Mechanica Solida Sinica 29:2, pages 120-132.
Crossref
Yaohui Li. (2016) A Kriging-Based Unconstrained Global Optimization Algorithm. International Journal on Smart Sensing and Intelligent Systems 9:2, pages 927-952.
Crossref
V. Shiryaev & A. Tsybulevsky. (2016) Homogeneous algorithm for global optimization with adaptive model of objective function. Homogeneous algorithm for global optimization with adaptive model of objective function.
Haitao Liu, Shengli Xu, Ying Ma & Xiaofang Wang. (2015) Global optimization of expensive black box functions using potential Lipschitz constants and response surfaces. Journal of Global Optimization 63:2, pages 229-251.
Crossref
Abdulbaset Saad, Hannan Lohrasbipeydeh, Zuomin Dong, George Tzanetakis & T. Aaron Gulliver. (2015) A comparison of conventional and meta-model based global optimization methods. A comparison of conventional and meta-model based global optimization methods.
Pengcheng Ye, Guang Pan, Qiaogao Huang & Yao Shi. 2015. Intelligent Robotics and Applications. Intelligent Robotics and Applications 83 93 .
Karim Hamza & Kazuhiro Saitou. (2012) A Co-Evolutionary Approach for Design Optimization via Ensembles of Surrogates With Application to Vehicle Crashworthiness. Journal of Mechanical Design 134:1.
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:

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:

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.