Machine learning system for roadway feature extraction from wireless vehicle data

A method, comprising:

• analyzing Vehicle-to-Everything (V2X) data that describes a roadway region of interest;
• determining, by a processor, one or more clusters based on one or more attributes of vehicles present in the roadway region of interest based on the V2X data, wherein the one or more attributes include one or more driving patterns of the vehicles including one or more stopping durations;
• analyzing, by a vehicle clustering analysis, the one or more clusters to determine roadway data that describes one or more roadway features in the roadway region of interest;
• generating a map that depicts the one or more roadway features in the roadway region, wherein the one or more roadway features are generated by the vehicle clustering analysis;
• and
• transmitting map data describing the map to the vehicles in the roadway region of interest so that an operation of a vehicle control system of at least one of the vehicles in the roadway region is modified based on the map data.

A system comprising:

• a computer system including a non-transitory memory storing computer code which, when executed by the computer system, causes the computer system to:
• analyze Vehicle-to-Everything (V2X) data that describes a roadway region of interest;
• determine one or more clusters based on one or more attributes of vehicles present in the roadway region of interest based on the V2X data, wherein the one or more attributes include one or more driving patterns of the vehicles including one or more stopping durations;
• analyze, by a vehicle clustering analysis, the one or more clusters to determine roadway data that describes one or more roadway features in the roadway region of interest;
• generate a map that depicts the one or more roadway features in the roadway region, wherein the one or more roadway features are generated by the vehicle clustering analysis;
• and
• transmit map data describing the map to the vehicles in the roadway region of interest so that an operation of a vehicle control system of at least one of the vehicles in the roadway region is modified based on the map data.