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:
Nov. 03, 2020

Filed:

Dec. 06, 2019
Applicant:

King Abdulaziz University, Jeddah, SA;

Inventors:

Abdullah Mohammed Abusorrah, Jeddah, SA;

Yusuf A. Al-Turki, Jeddah, SA;

Qi Kang, Jeddah, SA;

Siya Yao, Jeddah, SA;

Mengchu Zhou, Jeddah, SA;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H02S 50/00 (2014.01); G01R 21/06 (2006.01); G06N 20/00 (2019.01); G06F 16/2455 (2019.01); G01W 1/00 (2006.01); G06N 5/04 (2006.01);
U.S. Cl.
CPC ...
H02S 50/00 (2013.01); G01R 21/06 (2013.01); G01W 1/00 (2013.01); G06F 16/24553 (2019.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01);
Abstract

To ensure photovoltaic (PV) panels at a PV plant constantly operate in an ideal state, an unsupervised system and method of intelligent performance evaluation and data-driven fault detection is used. The system and method enables engineers to check PV panels in time and implement timely maintenance. Monitored data are classified into three subsets: ideal period A, transition period S, and downturn period B. Based on A and B data, two regression prediction models are built which are tree-based and fit the non-continuous PV data well. Real-time measured power is compared with upper and lower reference baselines derived from the two predictive models, respectively. Using threshold ranges, the system and method achieves the instantaneous performance monitoring of PV power generation, and provides failure identification and operation and maintenance (O&M) suggestions to engineers.


Find Patent Forward Citations

Loading…