Universal machine learning based system for estimating a vehicle state

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United States of America Patent

PATENT NO 12084064
APP PUB NO 20240092371A1
SERIAL NO

17933554

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Abstract

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A universal machine learning based system for estimating a vehicle state of a vehicle includes one or more controllers executing instructions to receive a plurality of dynamic variables and corresponding historical data. The controllers execute a sensitivity analysis algorithm to determine a sensitivity level for each dynamic variable and corresponding historical data and select two or more pertinent dynamic variables based on the sensitivity level of each dynamic variable and the corresponding historical data. The controllers standardize the two or more pertinent dynamic variables into a plurality of generic dynamic variables, wherein the plurality of generic dynamic variables are in a standardized format that is applicable to any configuration of vehicle, and estimate the vehicle state based on the plurality of generic dynamic variables by one or more machine learning algorithms.

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Patent Owner(s)

Patent OwnerAddress
UNIVERSITY OF WATERLOO200 UNIVERSITY AVE W WATERLOO N2L 3G1

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Hashemi, Ehsan Waterloo, CA 14 31
Kasaiezadeh, Mahabadi SeyedAlireza Novi, US 55 119
Khajepour, Amir Waterloo, CA 42 276
Korayem, Amin Habibnejad Markham, CA 2 0
Qin, Yechen Beijing, CN 3 0
Zhao, Qingrong Warren, US 36 266

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