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. 06, 2026

Filed:

Mar. 07, 2023
Applicant:

Yantai Jereh Oilfield Services Group Co., Ltd., Yantai, CN;

Inventors:

Xinmeng Wang, Yantai, CN;

Zongwen Wang, Yantai, CN;

Tao Li, Yantai, CN;

Minghua Sun, Yantai, CN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
F16K 37/00 (2006.01); G01M 13/003 (2019.01); G06N 3/047 (2023.01);
U.S. Cl.
CPC ...
F16K 37/0083 (2013.01); G01M 13/003 (2019.01); G06N 3/047 (2023.01);
Abstract

A valve fault detection method includes: constructing a valve fault indicator system reflecting characteristics of vibration signals of valve states; establishing an LSTM-AE model by using an LSTM deep model and according to an autoencoder principle, and setting a fault discrimination threshold; inputting training data into the LSTM-AE model based on the valve fault indicator system, to train the LSTM-AE model; and inputting detection data of a to-be-detected valve into the trained LSTM-AE model based on the valve fault indicator system, and comparing an output value obtained by the LSTM-AE model with the set fault discrimination threshold, to judge whether the detected valve is faulty and outputting a first judgment result.


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