Design of Remote Monitoring System for Heavy duty Railway Signal Based on 5G
To ensure the safe and efficient operation of the heavy-duty railway signal system,this article designs a 5G based remote monitoring system for heavy-duty railway signals.The system adopts a modular architecture,utilizing the high bandwidth and low latency characteristics of 5G to collect and transmit real-time signal equipment status data.By deploying intelligent sensors and using Convolutional Neural Networks(CNN)and Long Short-Term Memory(LSTM)deep learning models,we can accurately monitor the status of signal devices and predict their remaining lifespan.The experimental results show that the article system performs well in real-time data collection,transmission reliability,detection accuracy,and processing capability.