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MID-ESM: An Adaptive Median-Based Ensemble of Surrogate Models
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, ...
Boosting Engineering Optimization With a Novel Recursive Transfer Bifidelity Surrogate Modeling
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, ...
A Pointwise-Optimal Ensemble of Surrogate Models
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 ...