Systems and methods for identifying a vehicle platform using machine learning on vehicle bus data
AssigneeCalAmp Corp.
InventorsBrian FU, Abhishek, Amrit Krishna Rau
Life of this patent
Estimating the term…
Abstract
Embodiments of the invention include a vehicle telematics system that obtains vehicle bus data for a time period, determines identification information regarding a vehicle platform using a machine learning process on the vehicle bus data, and obtains a set of communication data for communicating with at least one vehicle module on the vehicle bus based on the identified vehicle platform.
Claims20
A server for determining configuration settings for a telematics device to facilitate communications with vehicle modules of a vehicle, the server comprising:
- a communications interface;
- one or more processors;
- and
- a memory having stored therein a plurality of instructions that, when executed by the one or more processors, cause the server to:
- receive, via the communications interface and from a telematics device of each of a plurality of vehicles, an electronic signature of each corresponding vehicle, wherein the electronic signature comprises vehicle bus data of the corresponding vehicle captured by the corresponding telematics device during a time period;
- generate a machine learning model using the electronic signatures received from the telematics devices, wherein the machine learning model is configured to classify a subsequently received electronic signature to one of a plurality of vehicle platforms;
- and
- identify, for each one of the plurality of vehicle platforms, a set of configuration settings usable by a telematics device to communicate with one or more vehicle modules of the corresponding vehicle.
A server for determining configuration settings for a telematics device to facilitate communications with vehicle modules of a vehicle, the server comprising:
- a communications interface;
- one or more processors;
- and
- a memory having stored therein a plurality of instructions that, when executed by the one or more processors, cause the server to:
- receive, via the communication interface and from the telematics device of the vehicle, an electronic signature of the vehicle, wherein the electronic signature comprises vehicle bus data of the corresponding vehicle captured by the corresponding telematics device during a time period;
- determine, using a machine learning model, a vehicle platform of the vehicle based on the electronic signature;
- identify, based on the determined vehicle platform, a set of configuration settings usable by the telematics device to communicate with the vehicle modules of the vehicle;
- and
- transmit, via the communication interface, the set of configuration settings to the telematics device.
Dependencies are inferred from the claim text.