Extra-high voltage converter station protection system panoramic monitoring image reconstruction and transmission method
A panoramic monitoring and protection system technology, applied in image data processing, graphic image conversion, neural learning methods, etc., can solve problems such as poor real-time performance of reconstructed communication networks, blurred panoramic monitoring images, and congestion of panoramic monitoring data transmission, etc. Achieve the best structural similarity and peak signal-to-noise ratio performance, reduce the difficulty of training, and promote the effect of reuse
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[0049] Such as figure 1 As shown, the ultra-high voltage converter station protection system panoramic surveillance image super-resolution reconstruction method includes the following steps:
[0050] 1. Super-resolution reconstruction of panoramic surveillance images
[0051] 1.1. Establish a deep multi-scale residual network model on the edge side
[0052] 1.1.1, Deep Multi-scale residual network (Deep Multi-scale residual network, DMRN)
[0053] figure 1 It is a deep multi-scale residual network architecture, which consists of convolutional layers, k multi-scale convolution blocks (Multi-scale convolution block, MC block) and skip connections. The stacking of k multi-scale convolution blocks is used to obtain greater depth. At the same time, the convolution operation of the convolution block using small kernels of different scales is improved to extract the detailed features of the image at different scales for fusion, which improves the network's ability to Input the reco...
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