Vibration spectrogram-based ResNet–LSTM for bearing fault detection and severity estimation
Accurate and reliable fault diagnosis of rolling element bearings is essential for ensuring the safety and efficiency of rotating machinery. Traditional methods often rely on handcrafted features, which are limited in their ability to capture the complex and nonstationary nature of vibration signals. In this study, a d...