PhD in Civil Engineering, experienced in Structural Engineering, Uncertainty Quantification using simulation-based and metamodel-based methods, and utilities for various tasks within probabilistic risk assessments; reliability analysis of offshore structures under stochastic wind and wave loads; characterizing extreme environment for offshore structures; vulnerability/resilience analysis under extreme climate events. Technical proficiencies include:
Methodologies: Environmental contours, FORM/I-FORM, stochastic simulation (MCS, Important sampling, variance reduction sampling techniques), surrogate models (polynomial chaos expansion, low-rank tensor, stochastic colocation, Gaussian process) for uncertainty propagation and sensitivity analysis, data-driven models, dimension reduction (slice inverse regression, active subspace, PCA, ICA), structural dynamics, finite element methods, numerical methods for linear and nonlinear systems.
Programming: Matlab, Python.
Current Research: (1) Characterize extreme environments for estimating long-term extreme loads in offshore structures using environmental contour methods, (2) develop multi- polynomial chaos expansion for long-term extreme loads in offshore structures, and (3) develop mixed sliced inverse regression and polynomial chaos expansion for uncertainty quantification in high-dimensional stochastic models for extreme loads, (4) develop theoretical/stochastic simulation framework for assessing uncertainty in climate-resilient infrastructure assets under extreme climate events.
Ph.D. in Civil Engineering, 2019
The University of Texas at Austin
M.E. in Structural Engineering, 2012
HCMC University of Technology
B.E. in Civil Engineering, 2010
HCMC University of Technology