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I study power system reliability and resilience using data-driven approaches. My research focuses on predicting distribution and transmission outages caused by extreme weather, analyzing spatiotemporal patterns of wildfire ignitions, forecasting wildfire risk, and assessing wildfire impacts near critical infrastructure.
Current Research Projects
Project Title: Spatio-Temporal Characteristics of a Wildfire Ignition Model
Description: This project examines spatial and temporal patterns in wildfire ignitions to improve predictive modeling of wildfire occurrence.
Project Title: Wildfire Ignition Risk Near Infrastructure
Description: This project assesses wildfire ignition risk in proximity to critical infrastructure to inform mitigation and resilience planning.
Recent Publications
Transmission Failure Prediction Using AI and Structural Modeling Informed by Distribution Outages
IEEE Access, Vol. 13, pp. 42–55, 2025
Link: https://doi.org/10.1109/ACCESS.2024.3523415
A Probabilistic Method for Integrating Physics-Based and Data-Driven Storm Power Outage Prediction Models
ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A, 10(2), 04024021, 2024
Link: https://doi.org/10.1061/AJRUA6.RUENG-1171
Machine Learning Evaluation of Storm-Related Transmission Outage Factors and Risk
Sustainable Energy, Grids and Networks, Vol. 34, 101016, 2023
Link: https://doi.org/10.1016/j.segan.2023.101016