Xiaoman Liu

FedAnchor: Anchored and Adaptive Federated Learning for Fault Diagnosis in Resource-Constrained Industrial IoT

FedAnchor is proposed, an anchored and adaptive FL framework for resource-heterogeneous fault diagnosis that couples resource-aware submodel allocation with structurally aligned aggregation and achieves competitive or superior accuracy compared with representative homogeneous and model-heterogeneous FL baselines.