Xin Xia, Chuanliang He, Yingjie Lv, Shouzhi Wang, Bo Zhang, Chen Chen, Haipeng Chen, Meixuan Li. Image data compression technology of smart grid operation based on deep learning[J]. Infrared and Laser Engineering, 2022, 51(12): 20220097
- Infrared and Laser Engineering
- Vol. 51, Issue 12, 20220097 (2022)
Fig. 1. Correlation of time series data
Fig. 2. Structure of a convolutional neural network
Fig. 3. Flow chart of data compression of power grid based on CNN
Fig. 4. Results of image compression in power grid before and after processing based on CNN
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Table 1. Optimized hyperparameters results of CNN
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Table 2. Data compression accuracy
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Table 3. Comparison results of different models
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