Artificial Intelligence #intelligent fault diagnosis#data scarcity
Leveraging Non-Linearity to Overcome Data Scarcity in Intelligent Fault Diagnosis Systems
A new research paper proposes a method to design Intelligent Fault Diagnosis Systems under strong data scarcity by leveraging intrinsic non-linearities of systems. The approach uses a periodic multi-excitation level procedure and pre-trained Convolutional Neural Networks, validated on a railway pantograph structure.
Jun 20, 2026 1 source