Finally, in order to improve the clustering accuracy, in terms of the sensitivity of K-means to the initial clustering center, GOA was introduced into the algorithm to optimize its clustering center, and the reconstructed high-dimensional vibration signals were analyzed by optimized K-means clustering method.