Abstract: The paper analyzed causes of abnormal data of coal gas monitoring system in details, expounded recognizing principle of abnormal data, established recognition model and developed analysis software of abnormal data according to the recognition model. The practical application shows that the analysis software can effectively decrease false alarm and false power off, and improve of data validity and reliability.