1239 Siping Road
Shanghai, 200092
China
Tongji University
Uncertainty Quantification, Joint probabilistic modelling, Probabilistic learning on manifolds(PLoM), Probability density evolution method (PDEM)
Stochastic discrete element method (DEM), Uncertainty quantification, Granular Material, Soil behavior, Probabilistic dependence, Decoupled multi-probability density evolution method (M-PDEM)
High-dimensional stochastic dynamic system, Chapman-Kolmogorov equation, Dimension reduction, Intrinsic transition probability density (TPD), Transient probability density function (PDF).
Full-probabilistic information reconstruction, Unobserved response prediction, Decoupled multi-probability density evolution method (M-PDEM), High-dimensional stochastic dynamics, Conditional probability distribution.
Stochastic dynamical system, Surrogate model, Active learning, Gaussian process, Sparse learning
Nonlinear stochastic dynamical systems, Surrogate model, Uncertain system parameters, Stochastic excitation
Three-dimensional (3D) multivariate non-Gaussian random fields, Nonlinear dependencies, Probabilistic-compatible modeling, Stochastic harmonic function, Vine copulas, Concrete stochastic damage.
