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Keywords: sequential sampling
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Journal Articles
Article Type: Research Papers
J. Mech. Des. November 2022, 144(11): 111703.
Paper No: MD-22-1102
Published Online: July 22, 2022
...Quan Lin; Qi Zhou; Jiexiang Hu; Yuansheng Cheng; Zhen Hu Multi-fidelity surrogate modeling has been extensively used in engineering design to achieve a balance between computational efficiency and prediction accuracy. Sequential sampling strategies have been investigated to improve...
Journal Articles
Article Type: Research Papers
J. Mech. Des. December 2021, 143(12): 121702.
Paper No: MD-21-1034
Published Online: June 9, 2021
... engineering problems, the initial sample set selected to produce the first set of data will almost inevitably miss certain features of the landscape, and thus, the construction of a useful surrogate often requires further, judicious infilling of some new samples. Sequential sampling strategies used to select...
Journal Articles
Article Type: Research Papers
J. Mech. Des. October 2021, 143(10): 101701.
Paper No: MD-20-1657
Published Online: April 9, 2021
... sequential sampling framework is developed for the metamodeling uncertainty reduction of multilevel systems to obtain a solution that approximates the true solution. Based on the Kriging model for the probabilistic analytical target cascading (ATC), the proposed framework establishes a revised objective...
Journal Articles
Article Type: Research-Article
J. Mech. Des. May 2013, 135(5): 051005.
Paper No: MD-12-1307
Published Online: April 23, 2013
..., 2013. Assoc. Editor: Michael Kokkolaras. 11 06 2012 24 02 2013 Sequential sampling strategies have been developed for managing complexity when using computationally expensive computer simulations in engineering design. However, much of the literature has focused on objective...
Journal Articles
Article Type: Research Papers
J. Mech. Des. November 2008, 130(11): 111401.
Published Online: October 3, 2008
... is quantified. In contrast to space filling, the sequential sampling of a high-fidelity simulation model in our proposed framework is objective-oriented, aiming for improving a design objective. Strategy based on periodical switching criteria is studied, which is shown to be effective in guiding the sequential...