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:
May. 31, 2022

Filed:

Jun. 19, 2019
Applicant:

King Fahd University of Petroleum and Minerals, Dhahran, SA;

Inventors:

Md Shafiullah, Dhahran, SA;

M. A. Abido, Dhahran, SA;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06G 7/54 (2006.01); H02J 3/00 (2006.01); H02J 3/38 (2006.01); G06N 3/04 (2006.01); H02J 3/46 (2006.01); G06N 7/00 (2006.01); G06F 17/14 (2006.01); G01R 31/08 (2020.01);
U.S. Cl.
CPC ...
H02J 3/0073 (2020.01); G01R 31/088 (2013.01); G06F 17/14 (2013.01); G06N 3/04 (2013.01); G06N 7/005 (2013.01); H02J 3/386 (2013.01); H02J 3/46 (2013.01); H02J 3/003 (2020.01);
Abstract

A versatile intelligent fault diagnosis (IFD) method for a distribution grid integrating renewable energy resources is described. Advanced signal processing techniques extract useful features from recorded three-phase current signals, which are input to a multilayer perceptron neural networks (MLP-NN) to diagnose i.e., to detect, classify, identify the feeder branch, and locate the faults. Once a fault is detected, classified and located, a grid operator may adjust grid parameters or dispatch a technician to correct the fault. The IFD method is independent of load demand, renewable energy generation, and fault information (resistance and inception angle) uncertainties, as well as measurement noise.


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