Active Learning for Neural PDE SolversInternational Conference on Learning Representations (ICLR), 2024 |
A Direct Importance Sampling-based Framework for Rare Event Uncertainty
Quantification in Non-Gaussian SpacesReliability Engineering & System Safety (Reliab. Eng. Syst. Saf.), 2024 |
Surrogate modeling for probability distribution estimation:uniform or
adaptive design?Reliability Engineering & System Safety (Reliab. Eng. Syst. Saf.), 2024 |
A physics and data co-driven surrogate modeling method for
high-dimensional rare event simulationJournal of Computational Physics (JCP), 2023 |
Reliability analysis of arbitrary systems based on active learning and
global sensitivity analysisReliability Engineering & System Safety (Reliab. Eng. Syst. Saf.), 2023 |