High speed railway communication base stations are important infrastructure for achieving signal coverage along high-speed railway lines. During high-speed rail operation, frequency deviation, frequent switching of signal base stations, high instantaneous network load, and the complex natural environment around the railway can all affect the signal coverage of communication base stations, causing communication interruptions, data loss, information transmission errors, and other problems, affecting the communication quality and reliability of users.