Dimensionality reduction can be used as a surrogate model for high-dimensional forward uncertainty quantificationReliability Engineering & System Safety (Reliab. Eng. Syst. Saf.), 2024 |
Emulating the dynamics of complex systems using autoregressive models on
manifolds (mNARX)Mechanical systems and signal processing (MSSP), 2023 |
Relaxation-based importance sampling for structural reliability analysisStructural Safety (Struct. Saf.), 2023 |
Probabilistic learning on manifolds constrained by nonlinear partial
differential equations for small datasetsComputer Methods in Applied Mechanics and Engineering (CMAME), 2020 |
Survey of multifidelity methods in uncertainty propagation, inference,
and optimizationSIAM Review (SIAM Rev.), 2018 |
Hamiltonian Monte Carlo Methods for Subset Simulation in Reliability
AnalysisStructural Safety (SS), 2017 |