Reliability test for a certain NC machine tool was carried out. Failure data were collected. On this basis, a reliability model was established. It was inferred that it was a Weibull distribution. The reliability model was also analyzed. PSO (particle swarm optimization)algorithm was used to estimate the scale parameter α and shape parameter β of Weibull distribution. Research results show that the reliability model established by this method is more accurate than the traditional one.