Roman Buckle is an PhD student in the Department of the Built Environment at the National University of Singapore (NUS), His research interests lie in the application of machine learning models and tools to solve engineering problems, improving both operational efficiencies and occupant comfort levels. Before joining NUS, He worked at Hitachi Rail Europe as a Data Scientist, developing predictive maintenance tools.