Abstract: Compared with BP network, ART network is characterized by self-organization, adaptation and fast run speed. So it is suitable for fault diagnosis tasks in manufacturing process. Structure and mechanism of ART network are introduced in this paper, and an intelligent tool condition monitoring system based on ART network is designed, and the successful detection of micro-diameter drill state in drilling has been carried out.