After an in-depth analysis of existing yarn quality prediction algorithms, using key process factors and raw cotton quality factors as input characteristic factors, three yarn quality prediction methods are designed, and then based on the test results of the three prediction methods, according to the enterprise A simple and efficient prediction model of yarn quality was constructed based on actual requirements.