A broad learning model with dual-path feature encoding for robust and expedient incremental fault diagnosis.
Intelligent fault diagnosis (IFD) models that rely on one-shot learning often struggle in dynamic mechanical systems because they exhibit limited knowledge stability and high computational cost under incremental learning (IL). To address the trade-off between robustness and efficiency, this paper proposes a Multi-Scale...