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:
Apr. 12, 2022

Filed:

Dec. 21, 2018
Applicant:

Machinesense, Llc, Baltimore, MD (US);

Inventors:

Biplab Pal, Ellicott City, MD (US);

Steve Gillmeister, Baltimore, MD (US);

Assignee:

Prophecy Sensorlytics, LLC, Baltimore, MD (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
F26B 25/00 (2006.01); G06N 20/00 (2019.01); G05B 23/02 (2006.01);
U.S. Cl.
CPC ...
F26B 25/009 (2013.01); G05B 23/0272 (2013.01); G06N 20/00 (2019.01);
Abstract

A machine learning method and system for predictive maintenance of a dryer. The method includes obtaining over a communication network, an information associated with the dryer and receiving measurements of a vibration level of one of a process blower, a cassette motor and a regeneration blower associated with the dryer. Further, an anomaly is determined based on at least one of a back pressure and a fault and balance of at least one of the process blower and the regeneration blower is tracked. An alarm for maintenance is raised when one of an anomaly and an off-balance is detected.


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