Research on fault diagnosis method based on improved CNN-transformer for rotating equipment

A novel CNN-Transformer hybrid architecture enhanced with a Multi-scale Adaptive Cross-Attention Mechanism (MACAM) providing an effective framework for intelligent fault diagnosis in rotating machinery through adaptive multimodal feature fusion.