The main research interest is to develop practical surveillance systems based on intelligent video analytics and IoTs. He received Ph.D. in industrial engineering from Hanyang University by studying an efficient approximation algorithm to solve large scale combinatorial optimization problems. He also worked as a business consultant and software engineer to redesign and implement processes for manufacturing Innovations from 2001 to 2013.