The features of AFIS and artificial neural network are commented. The working principle of the network in forecasting the yarn quality and network construction method are put forward. The experimental data show the neural network system are powerful tools for forecasting the yarn quality. It is pointed out that artificial neural network have a wide prospect in forecasting and controlling the yarn quality.