Transformer area equipment voltage out-of-limit fault prediction method, device, equipment, medium and product

The invention discloses a transformer area equipment voltage out-of-limit fault prediction method and device, equipment, a medium and a product. The method comprises the following steps: acquiring transformer area equipment data corresponding to the current moment; the transformer area equipment data corresponding to the current moment are input into a target voltage out-of-limit fault prediction model, a transformer area equipment voltage out-of-limit fault prediction result is obtained, and the transformer area equipment voltage out-of-limit fault prediction result comprises that a transformer area equipment voltage out-of-limit fault occurs or does not occur. The target voltage out-of-limit fault prediction model is constructed based on a target discrimination network obtained through training after adversarial training of the initial discrimination network and the initial generation network is completed, through the technical scheme of the invention, whether the voltage of the transformer area equipment i