He did his bachelor's from the West Bengal University of Technology and master's from NIT Rourkela.
His PhD research at IIT Delhi is on evacuation simulation and exit choice behaviour analysis of passengers in a fire emergency in Delhi Metro Stations. Evacuation behaviour analysis using virtual reality and machine learning techniques
