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. 10, 2023

Filed:

Apr. 19, 2019
Applicant:

Ptc Inc., Needham, MA (US);

Inventors:

Bruce F. Katz, Philadelphia, PA (US);

Max Peysakhov, Langhorne, PA (US);

Assignee:

PTC INC., Needham, MA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2006.01); G06F 17/14 (2006.01); G06N 20/00 (2019.01); G01D 5/00 (2006.01);
U.S. Cl.
CPC ...
G06N 5/04 (2013.01); G01D 5/00 (2013.01); G06F 17/14 (2013.01); G06N 20/00 (2019.01); G06F 17/142 (2013.01);
Abstract

A method for predicting variables of interest related to a system includes collecting one or more sensor streams over a time period from sensors in the system and generating one or more anomaly streams for the time period based on the sensor streams. Values for variables of interest for the time period are determined based on the sensor streams and the anomaly streams. Next, a time-series predictive algorithm is applied to the (i) the sensor streams, (ii) the anomaly streams, and (iii) the values for the variables of interest to generate a model for predicting new values for the variables of interest. The model may then be used to predict values for the variables of interest at a time within a new time period based on one or more new sensor streams.


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