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Title:
POWER UTILITY TUNNEL SETTLEMENT CRACK IDENTIFICATION METHOD BASED ON ARTIFICIAL INTELLIGENCE TECHNOLOGY
Document Type and Number:
WIPO Patent Application WO/2023/082418
Kind Code:
A1
Abstract:
A power utility tunnel settlement crack identification method based on artificial intelligence technology. The method comprises the steps of (1) acquiring a tunnel wall image; (2) preprocessing the tunnel wall image, analyzing a situation of uneven illumination by using an image grayscale value, and performing histogram equalization correction processing; (3) performing image edge feature extraction on the preprocessed image; (4) performing BP neural network training by using a back propagation algorithm; and (5) inputting an extracted image edge feature into a trained BP neural network, and outputting a detection and identification result. Further provided is an improved back propagation algorithm suitable for tunnel wall crack detection in a complex environment. A large amount of image data collected in a power utility tunnel, including crack pictures and normal pictures of a wall of the internal structure of the tunnel, are used for learning and training, thereby finally realizing detection and identification of a tunnel settlement crack.

Inventors:
GU JIANJUN (CN)
WU LIUCHUANG (CN)
CHEN JIE (CN)
CAI RENLI (CN)
WAN HAO (CN)
Application Number:
PCT/CN2021/138598
Publication Date:
May 19, 2023
Filing Date:
December 16, 2021
Export Citation:
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Assignee:
STATE GRID JIANGSU ELECTRIC POWER CO LTD NANTONG POWER SUPPLY BRANCH (CN)
NANTONG POWER TRANS AND TRANSFORMATION ENGINEERING CO LTD (CN)
International Classes:
G06T7/00
Foreign References:
CN111401131A2020-07-10
CN110044268A2019-07-23
CN112861681A2021-05-28
CN109034530A2018-12-18
Attorney, Agent or Firm:
NANTONG YONGTONG PATENT AGENCY (CN)
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