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. 24, 2022

Filed:

Dec. 01, 2017
Applicant:

Hitachi Energy Switzerland Ag, Baden, CH;

Inventors:

Moncef Chioua, Heidelberg, DE;

Ni Ya Chen, Beijing, CN;

RongRong Yu, Beijing, CN;

Yingya Zhou, Shanghai, CN;

Yao Chen, Beijing, CN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06G 7/48 (2006.01); F03D 17/00 (2016.01); G06F 11/30 (2006.01);
U.S. Cl.
CPC ...
F03D 17/00 (2016.05); G06F 11/30 (2013.01); F05B 2240/96 (2013.01); Y02B 10/30 (2013.01);
Abstract

A method for monitoring turbines of a windmill farm includes: providing a global nominal dataset containing frame data of the turbines of the windmill farm and continuous reference monitoring data of the turbines for a first period in a fault free state, the reference monitoring data including at least two same monitoring variables for each turbine; building a nominal global model based on the global nominal dataset which describes the relationship in between the windmill turbines and clustering the turbines according thereto; assigning the data of the global nominal dataset to respective nominal local datasets according to the clustering; and building a nominal local model for the turbines of each cluster based on the respective assigned nominal local datasets, the nominal local model being built such that a nonconformity index is providable which indicates a degree of nonconformity between data projected on the local model and the model itself.


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