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Keywords: adaptive sampling strategy
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Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091708.
Paper No: MD-23-1042
Published Online: July 18, 2023
... . This section elaborates a new STRA method to be utilized in a DT, particularly focusing on the stochastic process discretization and the adaptive sampling strategy. Fig. 1 Framework of TRA in a DT Framework of TRA in a DT For traditional TRA problems, once surrogate models are created based...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2022, 144(8): 081701.
Paper No: MD-21-1569
Published Online: March 24, 2022
... of the proposed adaptive sampling strategy, named KKMC, in which k-means clustering algorithm, k-Nearest Neighbor classification algorithm and the maximum curvature information of the provided expression are utilized to sample new points to refine the model. Finally, the Dendrite-HDMR technique is applied...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2020, 142(2): 021403.
Paper No: MD-18-1920
Published Online: October 16, 2019
..., such as the number of component infilling strategies and the tree depth, are explored. Go-HI strategies with different component strategies and tree depths are investigated and also compared with four baseline adaptive sampling strategies through three numerical functions and one engineering case. Results show...