Patent ID: 11908317
Assignee: UNIVERSITY OF CENTRAL FLORIDA RESEARCH FOUNDATION, INC.
Field: Control (Instruments)
Classification: CPC G | IPC G

Claim 14:
15. A proactive traffic management system comprising:
a data collection server in communication with a first raw data server, wherein the first raw data server receives a plurality of raw data from the data collection server;
a first data filter server in communication with the first raw data server, the first data filter server configured to receive the plurality of raw data from the first raw data server and filter the plurality of raw data to create a plurality of filtered data wherein the first data filter server is configured to calibrate using an under-sampling method the plurality of raw data, whereby at least one non-traffic event is removed from the plurality of filtered data;
an action database server in communication with the first data filter server, wherein the action database server receives the plurality of filtered data from the first data filter server and compares the plurality of filtered data with a plurality of historic data to output a suggested dataset from the plurality of filtered data, wherein the action database server is configured to be trained, retrained, or both, via a deep learning model using an oversampling method to input at least one additional traffic event into the plurality of filtered data;
a second raw data server in communication with each of the action database server and a second data filter server, wherein the second raw data server receives the suggested dataset from the action database server and transmits the suggested dataset to the second data filter server;
a real-time database server including a base map of a segment of a traffic system, the real-time database server in communication with the second data filter server, wherein the real-time database server receives a filtered portion of the suggested dataset from the second data filter server; and
a web server in communication with the real-time database server, the web server including a graphical user interface having a real-time display controller that is configured to receive an input from a user, wherein the web server receives a final dataset from the real-time database, the final dataset including one or more real-time data points related to the segment of the traffic system, and wherein the web server displays the final dataset overlayed on the base map,
wherein the final dataset is overlayed on the base map, whereby the base map is configured to displays at least one alteration of the traffic route, thereby improving a traffic pattern thereof.