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:
Mar. 25, 2025

Filed:

Jul. 02, 2020
Applicants:

Safran Electronics & Defense, Paris, FR;

Centre National DE LA Recherche Scientifique, Paris, FR;

Inventors:

Badr Mansouri, Moissy-Cramayel, FR;

Romain Breuneval, Moissy-Cramayel, FR;

Guy Clerc, Moissy-Cramayel, FR;

Babak Nahid-Mobarakeh, Moissy-Cramayel, FR;

Assignees:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G05B 13/02 (2006.01); G07C 3/00 (2006.01);
U.S. Cl.
CPC ...
G05B 13/026 (2013.01); G07C 3/005 (2013.01);
Abstract

A method for estimating a Remaining Useful Life of a subject equipment, with a preliminary phase including the following steps: acquire test observations (step) and produce test time series (S) of at least one signature; partition the test time series to obtain severity classes corresponding to the ageing phases of the test equipment devices (step); carry out an initial learning of a diagnosis model on the test equipment devices (step); perform a second learning of a signature prediction model (step). There is also an operational phase including the following steps: acquire observations when in operation on the subject equipment and produce an extrapolated time series using the prediction model; classify the extrapolated time series using the diagnosis model and derive the remaining useful life of the subject equipment.


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