Title:
SEPARATION AND IDENTIFICATION METHOD FOR MULTI-SOURCE HYBRID ULTRA-HIGH FREQUENCY PARTIAL DISCHARGE DIAGRAM
Document Type and Number:
WIPO Patent Application WO/2023/213332
Kind Code:
A1
Abstract:
The present invention discloses a separation and identification method for multi-source hybrid ultra-high frequency partial discharge diagram, which comprises: obtaining a PRPD diagram for ultra-high frequency partial discharge signals, carrying out standardization processing, and constructing and labeling a partial discharge sample database; constructing a PRPD diagram dataset of partial discharge signals and noise signals; determining a deep learning network to serve as a detection model, and inputting detection model parameters; dividing up the PRPD diagram dataset, and inputting same into deep learning network detection models for training; adjusting the detection models and training parameters; retaining and evaluating the trained models, and selecting the model with the optimal effect as a PRPD diagram detection model; and using the selected detection model on a diagram to undergo identification to analyze and confirm detection targets one-by-one, and retaining a final detection result and a multi-source separation result. The present invention solves the problem where when a plurality of partial discharge signals are actually present when using an image recognition algorithm to perform discharge type identification on a GIS ultra-high frequency PRPD diagram, there is no way to individually detect each signal.
Inventors:
ZHAO HONGYI (CN)
SHEN DAOYI (CN)
HU YONG (CN)
QIAN DAZHAO (CN)
HE CHENGWEN (CN)
LI LIBIN (CN)
SHEN DAOYI (CN)
HU YONG (CN)
QIAN DAZHAO (CN)
HE CHENGWEN (CN)
LI LIBIN (CN)
Application Number:
PCT/CN2023/101087
Publication Date:
November 09, 2023
Filing Date:
June 19, 2023
Export Citation:
Assignee:
GLOBAL SCIENCE & TECH SHANGHAI CO LTD (CN)
International Classes:
G06T7/00; G06V10/764
Domestic Patent References:
WO2015070513A1 | 2015-05-21 |
Foreign References:
CN115187527A | 2022-10-14 | |||
CN112149549A | 2020-12-29 | |||
CN112198399A | 2021-01-08 | |||
CN114186589A | 2022-03-15 | |||
CN106556781A | 2017-04-05 | |||
CN114417926A | 2022-04-29 | |||
KR20200116425A | 2020-10-12 |
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