Aggregation strategy on federated machine learning algorithm for collaborative predictive maintenance

HIGHLIGHTS

  • who: Ali Bemani and Niclas Björsell from the Department of Electrical Engineering, Mathematics and Science, University of Gävle, Gävle, Sweden have published the research: Aggregation Strategy on Federated Machine Learning Algorithm for Collaborative Predictive Maintenance, in the Journal: Sensors 2022, 22, 6252. of /2022/
  • what: Still, the motivation of this paper is to find a distributed model that benefits from low data transfer to the cloud, reduces communication workloads, and has a comparable accuracy in predicting failure with centralized models. This work proposes two federated models (FedSVM and FedLSTM) for collaborative PM . . .

     

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