Abstract: Aspects of the invention include detecting an error alert from a target computer system. In response to detecting the error alert, performance data is then retrieved from the target computer system. A gated recurrent unit (GRU) neural network is used to generate a prediction of a root cause of the error alert based on the performance data. The weights of a reset gate of the GRU neural network are adjusted based on received feedback of the prediction.

Abstract: Aspects of the invention include detecting an error alert from a target computer system. In response to detecting the error alert, performance data is then retrieved from the target computer system. A gated recurrent unit (GRU) neural network is used to generate a prediction of a root cause of the error alert based on the performance data. The weights of a reset gate of the GRU neural network are adjusted based on received feedback of the prediction.

Abstract: The disclosure discloses a control panel and an outdoor device with the control panel, which can discharge accumulated water in the control panel to prevent water accumulation. A control panel for preventing water accumulation includes a display sheet which is transparent or translucent and used for covering and protecting a circuit board and/or component, an interface label having functional areas allowing a user to observe or operate the circuit board and/or component, and an adhesive layer connected between areas of the display sheet and the interface label except for the functional areas so as to adhere the display sheet and the interface label together. Cavities are formed between the functional areas of the interface label and corresponding locations of the display sheet so as to form a display window and/or key windows. The water guiding grooves are provided in the adhesive layer for communicating the cavities with the outside so as to discharge the accumulated water.

Abstract: The disclosure discloses a control panel and an outdoor device with the control panel, which can discharge accumulated water in the control panel to prevent water accumulation. A control panel for preventing water accumulation includes a display sheet which is transparent or translucent and used for covering and protecting a circuit board and/or component, an interface label having functional areas allowing a user to observe or operate the circuit board and/or component, and an adhesive layer connected between areas of the display sheet and the interface label except for the functional areas so as to adhere the display sheet and the interface label together. Cavities are formed between the functional areas of the interface label and corresponding locations of the display sheet so as to form a display window and/or key windows. The water guiding grooves are provided in the adhesive layer for communicating the cavities with the outside so as to discharge the accumulated water.