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The design of information monitoring system in the complex network environment, realization of network information monitoring and adaptive acquisition, data mining accuracy information monitoring for neural network control of the traditional method is not good, put forward a design method based on networking and information monitoring system of self-organizing mapping SOM algorithm, analysis the overall design and function module of the first information monitoring system, and then design the improved SOM algorithm is applied in the monitoring information of data mining and classification, the algorithm is loaded in the program loading module, the software design and development of network information monitoring system of embedded Linux kernel environment in. The system simulation results show that the information monitoring system is used to monitor the data information of the large-scale Internet of things, and the accuracy of the data mining and recognition performance is better.