Isolation switch on-off monitoring system and method based on BP neural network
A BP neural network and isolating switch technology, applied in the field of substations, can solve problems such as single method, inability to meet the reliability and low stability of one-key sequence control system
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Embodiment 1
[0055] Such as figure 1 The isolation switch monitoring system based on BP neural network shown in the figure includes a dispatching platform at the dispatching end, a video master station, and a video master station and an image acquisition unit at the station end. The number of video masters is N, and each video master corresponds to M image processing units, N and M are positive integers, where:
[0056] The dispatching platform is used to send the isolation switch information to be monitored to the video master station; receive the status information of the isolation switch returned by the video master station, and confirm the status of the isolation switch based on the status information;
[0057] The video master station is used to judge the video host in the area where the isolating switch to be monitored is located according to the isolating switch information, and send a collection signal to the video host; receive the image information returned by the video host, and...
Embodiment 2
[0071] On the basis of Embodiment 1, the video master station includes an image analysis and processing unit, and the image analysis and processing unit is used to construct and train a deep learning model, and extract network features in candidate areas of image information to identify the separation switch. Closed state, get the state information of the isolating switch.
[0072] In some embodiments, such as image 3 As shown, the image analysis processing unit includes an input module, a feature extraction module, a region extraction module, a classification module and a recognition module; the input module sends the received image information to the region extraction module and the feature extraction module, and the region extraction module is obtained from Extracting candidate areas from image information and fusing the candidate areas, the feature extraction module builds and trains a deep learning model based on image information, the classification module is used to cl...
Embodiment 3
[0078] On the basis of the above embodiments, the image acquisition unit includes a carrying device and a camera, and the carrying device is used to adjust the shooting angle, shooting position, and shooting environment of the camera. After the adjustment is completed, the camera is used to collect the corresponding isolated Image information for the switch.
[0079] Such as Figure 8 to Figure 11 As shown, the carrying device includes two pillars 11, a first baffle 13 is arranged between the two pillars 11, and a mounting plate 15 located below the first baffle 13, the first baffle 13 and Mounting plate 15 can turn over around its transverse central axis, mounting plate 15 is provided with slide rail 151, camera 152 is installed on the slide block of described slide rail 151; In the state, the first baffle plate 13 is used as the background of the image information collected by the cameras of the remaining image acquisition units, and the mounting plate 15 is vertically plac...
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