The paper proposes a novel improved multi sensor data fusion algorithm used in a temperature and humidity monitoring system. The system structure, fusion algorithm and the system realization method are presented. It uses Dixon criterion to eliminate measured gross error, then fuses the gathered multi sensor data information via recursive estimation algorithm based on average, and finally displays the test result intuitively by using Matlab software.It gives the solutions of hardware and software design, and the simulation results after processing.