Peak shaving power supply equipment state evaluation method considering image data privacy

The invention discloses a peak-shaving power supply equipment state evaluation method considering image data privacy, and relates to the technical field of peak-shaving power supply equipment, and the method comprises the steps: carrying out the Gaussian filtering of an original image; carrying out image enhancement on the picture after Gaussian filtering; generating a training sample and test data; and carrying out peak regulation power supply equipment state evaluation on the picture after image enhancement. In order to protect data privacy of pixels participating in training, a federal learning distributed training mode is used. Each independent pixel only uses data stored locally to train a local model of the independent pixel, then parameter exchange and aggregation are carried out through the central server to update parameters of the central network, and then the central network sends the parameters to the local model to be updated. Through a federal learning mode, the local data of the pixels are not