Abstract Fault detection and isolation of high-speed train suspension systems is critical importance to guarantee running safety. Firstly, the existing methods concerning fault or are briefly reviewed divided into two categories, i.e., model-based data-driven approaches. The advantages disadvantages these categories approaches summarized. Secondly, a 1D convolution network-based diagnostic meth...