Transfer learning fault diagnosis of axial piston pumps by fusing knowledge from multisource subdomains and simulation-driven soft labels
Structural Health Monitoring: An International Journal
Published online on June 18, 2026
Abstract
Structural Health Monitoring, Ahead of Print.
Axial piston pumps operate under dynamic conditions in practical applications, leading to cross-domain data distribution discrepancies that pose challenges for their deep-learning based fault diagnosis. While transfer learning has shown promise in ...
Axial piston pumps operate under dynamic conditions in practical applications, leading to cross-domain data distribution discrepancies that pose challenges for their deep-learning based fault diagnosis. While transfer learning has shown promise in ...