Neural network technology is becoming a core tool for managing big data in energy systems,significantly improving the accuracy and efficiency of load forecasting,state estimation,and fault detection.Compared to traditional methods,architectures such as Physics-Informed Neural Networks and LSTM perform better in terms of prediction error,robustness,and real-time capability.These ...