Environment temperature is an important influence factor in measuring CO2 concentration by NDIR CO2 sensor. As Levenberg-Marquardt algorithm has the advantage of the fast convergence speed,the model of improved BP neural network is set up. The new method decreases the non-linear effect of environment temperature on CO2 concentration on-line monitoring,and improves the measurement accuracy of the system.