Depth signal detection method for high-speed rail

Abstract

The invention provides a depth signal detection method for a high-speed rail, and the method comprises the steps: firstly, collecting data, and collecting a plurality of sending signals and receivingsignals in each scene along the high-speed rail according to different environment types along the high-speed rail; secondly, dividing scenes, and further dividing each scene into a plurality of regions through data analysis to meet the compatibility of the neural network; thirdly, establishing a deep high-speed rail signal detection neural network model; secondly, training a high-speed rail signal detection neural network offline; and finally, carrying out online real-time signal detection, determining the position information of the high-speed rail through a GPS in the driving process of thehigh-speed rail, judging the area where the high-speed rail is located, selecting a corresponding neural network model, then inputting signals received in real time into the trained neural network, and outputting signals sent by the base station end in real time. The system performance is greatly improved, the signal detection bit error rate is reduced, and the algorithm is more robust. The method used in the invention does not need to estimate the channel, thereby saving the pilot cost.

Description

technical field [0001] The invention relates to a high-speed rail-oriented deep signal detection method, specifically combines deep learning and high-speed rail communication to provide a signal detection method based on big data deep learning in a high-speed rail scene, and belongs to the technical field of wireless communication. Background technique [0002] As an important means of transportation for our people's modern travel, high-speed rail is the main reason why people choose it because of its rapidity, safety, and comfort. However, the requirements for high-speed rail communication technology are also getting higher and higher. The establishment of high-speed rail communication technology is not only to meet the mobile communication needs of customers, but also to provide safe and reliable data information analysis for high-speed rail during driving, reducing travel risks. It can be said that high-speed rail communication technology is the soul of the entire high-spe...

AI Technical Summary

Problems solved by technology

The shortcoming of the above literature is that it does not consider high-mobility scenarios such as high-speed rail.

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