Detention places, as an important part of police’s safe of law enforcement, are receiving more and more research attention. We are aiming to apply advanced information technology to the field of detention places and build an early warning prediction model that can improve the security of detention places. This research can accumulate some experience for follow-up technological development in the field of detention places’ supervision.