Nature

MVB fault diagnosis based on time-frequency analysis and convolutional neural networks

With the continuous advancement of modern railway and industrial automation systems, the multifunction vehicle bus (MVB) network has become a critical communication infrastructure. The MVB network ...
Nature

Optimization of deep learning architecture based on multi-path convolutional neural network algorithm

Current multi-stream convolutional neural network (MSCNN) exhibits notable limitations in path cooperation, feature fusion, and resource utilization when handling complex tasks. To enhance MSCNN’s ...