Abstract: This paper proposes curve fitting pressure compensation algorithm model based on least squares method. It mainly solves the large error problem of laser methane sensor affected by pipeline pressure under coal mine complex environment. The least squares method is used for correction and compensation of its measurement results, and to eliminate the pressure error of laser sensor in methane gas concentration measurement process and improve the stability of the sensor system.