The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jan. 27, 2026

Filed:

Jan. 30, 2023
Applicant:

Stmicroelectronics International N.v., Geneva, CH;

Inventors:

Federico Rizzardini, Settimo Milanese, IT;

Lorenzo Bracco, Chivasso, IT;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01M 99/00 (2011.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G01M 99/005 (2013.01); G06N 20/00 (2019.01);
Abstract

A sensor unit is coupled to a machine and configured to detect anomalous behavior of the machine. The sensor unit includes a low power microcontroller that learns to recognize a plurality of operations of the machine. The sensor unit generates mean vector and inverse of a Cholesky decomposition matrix for each operation. During a detection mode the sensor unit computes a Mahalanobis distance for each feature vector, mean vector and first matrix. The sensor unit detects anomalous behavior or classifies the operation of the machine based on the Mahalanobis distances.


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