METHOD AND APPARATUS FOR DIAGNOSIS OF SENSORS FAULTS USING ADAPTIVE FUZZY LOGIC

Patent №

US 8,260,486

Granted

2012-09-04

Filed 2008

Owner

GM GLOBAL TECHNOLOGY OPERATIONS, INC.

Lab

AI components

3

ml · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12024143

A method for monitoring the sensors in a vehicle control system. The method includes identifying a plurality of potential faults, identifying a plurality of measured values, and identifying a plurality of estimated values based on models in the control system. The method further includes identifying a plurality of residual error values as the difference between the estimated values and the measured values. The method also defines a plurality of fuzzy logic membership functions for each residual error value. The fuzzy logic membership functions are adaptive in that they change depending on the vehicle operating region, i.e., the non-linearity level of the vehicle, and the vehicle operating conditions, i.e., steady state verses transients. A degree of membership value is determined for each residual error value based on the membership functions. The degree of membership values are then analyzed in a fuzzy logic reasoning system to determine whether a potential fault exists.

AI classification

Planning1.00
AI hardware0.99
Machine learning0.94
Vision0.02
Evolutionary computation0.01
Knowledge representation0.00
Natural language0.00
Speech0.00

Ownership

GM GLOBAL TECHNOLOGY OPERATIONS, INC.

assignment · 204590938

Assignors

SALMAN, MUTASIM A., QUET, PIERRE-FRANCOIS D.

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

From the same owner

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