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Luojie Shi
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Journal Articles

Deep Learning-Based Multifidelity Surrogate Modeling for High-Dimensional Reliability Prediction

Luojie Shi, Baisong Pan, Weile Chen, Zequn Wang
Journal: ASCE-ASME J Risk and Uncert in Engrg Sys Part B Mech Engrg
Publisher: ASME
Article Type: Research-Article
ASME J. Risk Uncertainty Part B. September 2024, 10(3): 031106.
Paper No: RISK-24-1033
https://doi.org/10.1115/1.4065846
Published Online: July 24, 2024
View Article titled, Deep Learning-Based Multifidelity Surrogate Modeling for High-Dimensional Reliability Prediction
Open the PDF for Deep Learning-Based Multifidelity Surrogate Modeling for High-Dimensional Reliability Prediction in another window
Topics: Dimensions, Metamodeling, Reliability, Simulation, Uncertainty
Journal Articles

Convolutional Dimension-Reduction With Knowledge Reasoning for Reliability Approximations of Structures Under High-Dimensional Spatial Uncertainties

Luojie Shi, Kai Zhou, Zequn Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2024, 146(7): 071701.
Paper No: MD-23-1478
https://doi.org/10.1115/1.4064159
Published Online: January 12, 2024
View Article titled, Convolutional Dimension-Reduction With Knowledge Reasoning for Reliability Approximations of Structures Under High-Dimensional Spatial Uncertainties
Open the PDF for Convolutional Dimension-Reduction With Knowledge Reasoning for Reliability Approximations of Structures Under High-Dimensional Spatial Uncertainties in another window
Topics: Dimensions, Metamodeling, Reliability, Uncertainty, Uncertainty quantification, Finite element methods, Simulation, Regression models