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Aiming at the problem of low detection accuracy caused by the uneven load of the traditional communication network intrusion detection system, a communication network intrusion detection system design based on load prediction is proposed. Design the system hardware structure, use T-KOKO type monitor and AP-9812M voice information monitoring tool with monitor panel, use HDMI splitter to transmit monitor signal, choose JY211-QTQ-04 type optical cable detector, which contains transmitter inside And receiver, used to transmit and receive data, use TCP relay controller to change the order of normal execution of instructions. Determine the load index, dynamically adjust the load prediction strategy to ensure load balance, and obtain the initial discrimination probability vector of network attacks through the hash function to realize communication network intrusion detection. It can be seen from the experimental results that the average running time of the system is 86.3s, the average throughput rate is 74Mbps, and the average network intrusion detection accuracy rate is 95%, which can provide system support for the safe operation of the communication network.