SERVICING SCHEDULE METHOD BASED ON PREDICTION OF DEGRADATION IN ELECTRIFIED VEHICLES

Patent №

US 10,692,302

Granted

2020-06-23

Filed 2017

Owner

TOYOTA MOTOR ENGINEERING & MANUFACTURING NORTH AMERICA, INC.

+1 more

Lab

AI components

2

planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15661556

A method includes collecting, via processing circuitry, a first set of multi-load data from a power control unit of a vehicle and usage data at a first servicing of the vehicle, computing, via the processing circuitry, a Mahalanobis Distance (MD) using the first set of multi-load data, defining, via the processing circuitry, a healthy state and an anomaly threshold based on the MD, correlating, via the processing circuitry, the first set of usage data to the anomaly threshold; generating, via the processing circuitry, a usage based servicing schedule for a vehicle; collecting, via the processing circuitry, a next set of multi-load data and usage data at a next servicing of the vehicle; updating, via the processing circuitry, the MD, a servicing schedule and evaluating the performance of the vehicle; determining, via the processing circuitry, whether the MD crosses the anomaly threshold; and transmitting, via a network, a servicing alert.

PlanningAI hardwareG07C 5/006G06Q 10/1093G07C 5/008G07C 5/0808

AI classification

Planning0.95
AI hardware0.61
Machine learning0.28
Vision0.05
Knowledge representation0.00
Natural language0.00
Evolutionary computation0.00
Speech0.00

Ownership

TOYOTA MOTOR ENGINEERING & MANUFACTURING NORTH AMERICA, INC.

assignment · 431180900

TOYOTA JIDOSHA KABUSHIKI KAISHA

assignment · 530380229

Assignors

DEDE, ERCAN M., JOSHI, SHAILESH N.

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

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