Gongning Li

Semantic-guided orthogonal subspace network for class-incremental continual intelligent fault diagnosis

Long-term operation of industrial equipment results in the continuous accumulation of monitoring data for emerging fault types. This phenomenon leads to catastrophic forgetting in intelligent diagnostic models and degrades overall performance. A semantic-guided orthogonal subspace network (SOSN) is proposed for class-i...