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Keywords: model selection
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Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2023, 145(11): 111705.
Paper No: MD-23-1096
Published Online: August 25, 2023
... Corresponding author. Email: sxg@dlut.edu.cn 24 02 2023 08 07 2023 10 07 2023 25 08 2023 pointwise ensemble of surrogate models model selection cross-validation pointwise weight calculation agent-based design design optimization metamodeling structural optimization...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2022, 144(7): 071707.
Paper No: MD-21-1738
Published Online: May 27, 2022
... Corresponding author. Email: sxg@dlut.edu.cn Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 03 12 2021 21 03 2022 25 03 2022 27 05 2022 the ensemble of surrogate models model selection screening index...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2022, 144(5): 051702.
Paper No: MD-21-1395
Published Online: December 6, 2021
...-validation errors aiming to fit the pointwise weights of several individual surrogate models. To avoid the negative influence of the poor individual surrogate models, the model selection problem is transformed into several optimization problems, which can be solved easily using a sophisticated optimization...
Journal Articles
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. February 2013, 135(2): 021003.
Paper No: MD-12-1046
Published Online: January 7, 2013
... prediction errors and on the subsequent selection was analyzed. In the second example of fatigue crack growth, the underlying phenomenon changes regimes and the domain of applicability of each model is limited. Prediction error-based model selection was used to identify these domains of applicability...
Journal Articles