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)
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:
Assignee:
STATE GRID JIANGSU ELECTRIC POWER CO LTD NANTONG POWER SUPPLY BRANCH (CN)
NANTONG POWER TRANS AND TRANSFORMATION ENGINEERING CO LTD (CN)
NANTONG POWER TRANS AND TRANSFORMATION ENGINEERING CO LTD (CN)
International Classes:
G06T7/00
Foreign References:
CN111401131A | 2020-07-10 | |||
CN110044268A | 2019-07-23 | |||
CN112861681A | 2021-05-28 | |||
CN109034530A | 2018-12-18 |
Attorney, Agent or Firm:
NANTONG YONGTONG PATENT AGENCY (CN)
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