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Research Focus:
Scientific machine learning and surrogate modeling for geostructural systems
Risk-informed engineering of civil infrastructure
Subsurface characterization and modeling for refined ground motion modeling
Advanced sensing/monitoring for characterization/management of geostructural systems
Our publications can be found here and on my google scholar profile.
Current Projects
CAREER: A Physics-Informed Machine Learning Framework for Surrogate Modeling of Geostructural Systems (2025-2030), PI, National Science Foundation
CAREER: A Physics-Informed Machine Learning Framework for Surrogate Modeling of Geostructural Systems (2025-2030), PI, National Science Foundation
A validated framework for seismic risk assessment of storage facilities (2022-2025), Lead PI, Department of Energy
A validated framework for seismic risk assessment of storage facilities (2022-2025), Lead PI, Department of Energy
You can click here to learn more about this project.
Past Projects
High-resolution subsurface imaging using interferometry of DAS ambient noise strain rate measurements along a dark fiber line in downtown Reno (2023-2024), Lead PI, US Geological Survey
High-resolution subsurface imaging using interferometry of DAS ambient noise strain rate measurements along a dark fiber line in downtown Reno (2023-2024), Lead PI, US Geological Survey
Deep-learning based surrogate-modeling for uncertainty quantification in soil-structure interaction problems (2021-2022), PI, Pacific Earthquake Engineering Research Center
Deep-learning based surrogate-modeling for uncertainty quantification in soil-structure interaction problems (2021-2022), PI, Pacific Earthquake Engineering Research Center
Towards a three-dimensional geotechnical layer model for Northern California (2021-2022), Lead PI, US Geological Survey
Towards a three-dimensional geotechnical layer model for Northern California (2021-2022), Lead PI, US Geological Survey
Towards modeling spatially coherent ground motions using simulation-based coherency functions (2020-2022), Lead PI, Southern California Earthquake Center
Towards modeling spatially coherent ground motions using simulation-based coherency functions (2020-2022), Lead PI, Southern California Earthquake Center
Robust site characterization by data fusion and assimilation of recorded ground motions and geotechnical measurements (2021-2022), Lead PI, US Geological Survey
Robust site characterization by data fusion and assimilation of recorded ground motions and geotechnical measurements (2021-2022), Lead PI, US Geological Survey
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