Zero-shot intelligent fault diagnosis via semantic fusion embedding

• Published in: Cognitive robotics Vol. 5; pp. 37 - 47
• Main Authors: Xu, Honghua, Hu, Zijian, Xu, Ziqiang, Qian, Qilong
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 2025; KeAi Communications Co. Ltd
• Subjects: Domain transferring; Fault diagnosis; Semantic fusion embedding; Zero-shot learning; Fault diagnosis; Zero-shot learning; Domain transferring; Semantic fusion embedding

Most fault diagnosis studies rely on the man-made data collected in laboratory where the operation conditions are under control and stable. However, they can hardly adapt to the practical conditions since the man-made data can hardly model the fault patterns across domains. Aiming to solve this prob...