Research Interests:

Intelligent automation of design, construction and management of the next generation infrastructure system. Cyberinfrastructure that leverages stochastic physics-based simulation, AI and data mining techniques for multi-scale modeling of the built and natural environment under chronic and acute stressors, which leads to informed decision-makings. Fundamental issues in AI, data, and material sciences: mechanism of neural networks, uncertainty quantification and dimension reduction of data and models, explainability and interpretability of algorithms and inferences, constitutive modeling and design of materials.