In this work, a new monitoring system is developed for bearing fault detection in high-speed trains. Firstly, data acquisition to collect vibration and other related signals wirelessly. Secondly, multiple correlation analysis (MCA) technique proposed detection. The MCA consists of the three processing steps: (1) collected signal decomposed by variational modal decomposition (VMD) formulate repr...