Heterogeneous federated contrast diagnosis framework integrating knowledge distillation and continuous learning
Structural Health Monitoring: An International Journal
Published online on June 17, 2026
Abstract
Structural Health Monitoring, Ahead of Print.
Federated learning safeguards privacy by training models collaboratively on distributed data and has demonstrated substantial promise in industrial fault diagnosis. Nevertheless, non-identically distributed client data, bespoke local model architectures, ...
Federated learning safeguards privacy by training models collaboratively on distributed data and has demonstrated substantial promise in industrial fault diagnosis. Nevertheless, non-identically distributed client data, bespoke local model architectures, ...