Detecting and Mitigating Local Individual Driver Anomalous Behavior

Patent №

US 11,610,441

Granted

2023-03-21

Filed 2017

Owner

STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15629850

Systems and methods for identifying anomalous driving behavior for a vehicle based on past driving behavior are disclosed herein. The method may include receiving a set of time-series driving data for the vehicle, wherein the set of time-series driving data is indicative of a set of operating conditions for the vehicle. Performing machine learning operations on the set of time-series driving data. Identifying a set of anomalous conditions in the time-series driving data based on a result set produced by the machine learning operations, wherein the set of anomalous conditions are indicative of an anomalous vehicle behavior. Comparing the set of anomalous conditions to a set of historical time-series driving data for the vehicle. Generating a vehicle feedback based on the time-series driving data and the comparison of the set of anomalous conditions to the set of historical time-series driving data.

Machine learningVisionKnowledge representationPlanningAI hardwareG07C 5/0841G06N 5/01G06N 7/01G06N 20/00G06N 20/20G06Q 40/08G07C 5/0816

AI classification

Machine learning1.00
Planning1.00
AI hardware0.99
Vision0.96
Knowledge representation0.93
Evolutionary computation0.04
Speech0.00
Natural language0.00

Ownership

STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY

assignment · 427820582

Assignors

BERNICO, MICHAEL

On an employer assignment, the assignors are typically the inventors.

© 2026 NYSGPT2525 LLC