US 11,961,397 B1
Processing system having a machine learning engine for providing a customized driving assistance output
Howard Hayes, Glencoe, IL (US); and Sunil Chintakindi, Menlo Park, CA (US)
Assigned to ALLSTATE INSURANCE COMPANY, Northbrook, IL (US)
Filed by Allstate Insurance Company, Northbrook, IL (US)
Filed on Mar. 26, 2021, as Appl. No. 17/213,585.
Application 17/213,585 is a continuation of application No. 16/502,214, filed on Jul. 3, 2019, granted, now 10,964,210.
Application 16/502,214 is a continuation of application No. 15/919,313, filed on Mar. 13, 2018, granted, now 10,388,157, issued on Aug. 20, 2019.
Int. Cl. G08G 1/0962 (2006.01); G06V 20/56 (2022.01); G06V 20/58 (2022.01); G08G 1/01 (2006.01); G08G 1/16 (2006.01)
CPC G08G 1/09626 (2013.01) [G06V 20/58 (2022.01); G06V 20/588 (2022.01); G08G 1/0129 (2013.01); G08G 1/163 (2013.01); G08G 1/167 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A method comprising:
receiving, by a sensor data analysis and device control system including a processor and memory, initial sensor data collected by a sensor at least one of around or within a first vehicle;
selecting, by the sensor data analysis and device control system, one or more machine learning datasets based on one or more driving conditions associated with the first vehicle;
analyzing, in real-time and by the sensor data analysis and device control system, the initial sensor data based on the selected machine learning datasets to identify a potential hazard;
generating, by the sensor data analysis and device control system a notification based on the selected machine learning datasets, wherein the notification includes customized driving assistance output comprising an instruction to modify at least one of a position or operation of the first vehicle responsive to the identified potential hazard; and
transmitting, from the sensor data analysis and device control system to an operating system of the first vehicle, the notification including a command for the first vehicle to perform the instruction of the customized driving assistance output.