... are provided, which can aid such efforts in surrogate modeling and engineering optimization. surrogate modeling image-based models deep neural networks dimension reduction Bayesian hybrid modeling Proceedings of the ASME 2023 International Design Engineering Technical Conferences and Computers...

... a high dimensional reliability analysis method by a new dimension reduction strategy so that the contributions of both important and unimportant input variables are accommodated by the proposed dimension reduction method. The consideration of the contributions of unimportant input variables can certainly...

... Uncertainty analysis numerical integration dimension reduction Saddlepoint Approximations Uncertainty analysis, which assesses the impact of the uncertainty of input variables on responses, is an indispensable component in engineering design under uncertainty such as reliability based...