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:
Sep. 16, 2025

Filed:

Mar. 08, 2023
Applicant:

United Airlines, Inc., Chicago, IL (US);

Inventors:

Justin Sindewald, Chicago, IL (US);

Shuang Ling, Chicago, IL (US);

Assignee:

UNITED AIRLINES, INC., Chicago, IL (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
F25B 49/02 (2006.01); F25B 9/00 (2006.01); G06N 3/0464 (2023.01); G06N 3/09 (2023.01); G06N 3/10 (2006.01);
U.S. Cl.
CPC ...
F25B 49/02 (2013.01); F25B 9/004 (2013.01); G06N 3/0464 (2023.01); G06N 3/09 (2023.01); G06N 3/105 (2013.01); F25B 2500/06 (2013.01); F25B 2700/13 (2013.01); F25B 2700/2103 (2013.01);
Abstract

Disclosed herein is a method for failure prediction in an Air Cycle Machine (ACM). The method includes calculating a change in energy of an ACM airflow passing from an inlet of the ACM compressor to an outlet of the ACM compressor. The method may also include calculating a kinetic energy of the ACM compressor based on calculating the work of the ACM compressor on the ACM airflow as the ACM airflow passes through the ACM compressor, calculating the work of the ACM compressor based on the inlet temperature of the ACM airflow at the inlet of the ACM compressor, compressor pressure ratio of the ACM compressor, and a fluid property of the ACM airflow at the inlet of the ACM compressor. Additionally, the method can include calculating an ACM compressor efficiency as a ratio of the change in energy of the ACM airflow across the ACM compressor to the kinetic energy of the compressor. The method may further include predicting a failure state of the ACM compressor.


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