Characterization and mitigation of failures in complex systems using data-driven system identification and supervisory control; Electrochemical Sensor Development for Simultaneous Detection of Multiple Environmental Contaminants through Stochastic Signal Processing; modeling and analysis of behavioral dynamics in networked societies.

• Yang, H.J., Beck, J., Hasan, M., Beyazit, E., Chakraborty, S, Wongpiromsarn, T., & Sarkar, S.. (2024). “GENESIS-RL: Generating Natural Edge-Cases with Systematic Integration of Safety Considerations and Reinforcement Learning.” ARXIV, 27.