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    MID-ESM: An Adaptive Median-Based Ensemble of Surrogate Models 

    Source: Journal of Mechanical Design:;2023:;volume( 145 ):;issue: 011:;page 114501-1
    Author(s): Li, Jianji; Zhang, Shuai; Liang, Pengwei; Lai, Xiaonan; Song, Xueguan
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Along with the development of surrogate models, there is a growing need to use surrogate models instead of computationally intensive simulations to estimate real system responses. Compared with individual surrogate models, ...
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    Boosting Engineering Optimization With a Novel Recursive Transfer Bifidelity Surrogate Modeling 

    Source: Journal of Mechanical Design:;2024:;volume( 147 ):;issue: 003:;page 31704-1
    Author(s): Song, Xueguan; Zhang, Shuai; Pang, Yong; Li, Jianji; Zhang, Jiankang
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: In the engineering optimization, there often exist the multiple sources of information with different fidelity levels. In general, low-fidelity (LF) information is usually more accessible than high-fidelity (HF) information, ...
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    A Pointwise-Optimal Ensemble of Surrogate Models 

    Source: Journal of Mechanical Design:;2023:;volume( 145 ):;issue: 011:;page 111705-1
    Author(s): Liang, Pengwei; Zhang, Shuai; Pang, Yong; Li, Jianji; Song, Xueguan
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: The ensemble of surrogate models is commonly used to replace computationally expensive simulations due to their superior prediction accuracy and robustness compared to individual models. This paper proposes a new pointwise ...
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