The invention provides a
deep learning-based
mobile device positioning and
tracking system and a use method thereof. The
system comprises hardware equipment, a
data acquisition module, a communicationmodule, a
mobile device positioning model generating module, a
mobile device moving trajectory model generating module, a mobile device positioning and tracking module, an abnormal trajectory early warning module; the hardware equipment includes a
server, an application
client and a mobile device detecting
client; the
data acquisition module is used for acquiring the attribute information of a mobile device; the communication module, the
server and the clients transmit information to one another; the mobile device positioning model generating module obtains a mobile device positioning model through using
machine learning,
deep learning and WIFI signals; the mobile device moving trajectory model generating module obtains a mobile device moving trajectory model through using a deep learningmethod on the bias of user classification, scene classification and
route information; and the mobile device positioning and tracking module performs positioning and movement behavior prediction through using the positioning model and the trajectory model. According to the
deep learning-based mobile device positioning and
tracking system and the use method thereof of the invention, the deep learning and WIFI technology are combined, so that the accurate positioning of the mobile device can be provided, the movement trajectory of the mobile device can be predicted, and the mobile device can betracked.