A Data Privacy Protection Diagnosis Framework for Multiple Machines Vibration Signals Based on a Swarm Learning Algorithm
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2023.3234035
Abstract: Bearing fault diagnosis is essential for monitoring rotating machinery and equipment operating conditions. They can also identify safety hazards and avoid economic losses promptly. However, there is a shortage of tagged fault data in most… read more here.
Keywords: swarm learning; diagnosis; framework; privacy protection ... See more keywords
A New Framework of Swarm Learning Consolidating Knowledge from Multi-Center Non-IID Data for Medical Image Segmentation.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on medical imaging"
DOI: 10.1109/tmi.2022.3220750
Abstract: Large training datasets are important for deep learning-based methods. For medical image segmentation, it could be however difficult to obtain large number of labeled training images solely from one center. Distributed learning, such as swarm… read more here.
Keywords: swarm learning; non iid; center; multi ... See more keywords