Toward deep transfer learning in industrial internet of things
… 2) IIoT Transfer Learning: We design a transfer learning … For the centralized transfer
learning scenarios with large … federated learning framework for IoT,” IEEE Internet Things J., …
learning scenarios with large … federated learning framework for IoT,” IEEE Internet Things J., …
Transfer learning for disruptive 5G-enabled industrial internet of things
RWL Coutinho, A Boukerche - IEEE Transactions on Industrial …, 2021 - ieeexplore.ieee.org
… machine learning (ML) will also play a fundamental role in handling complex tasks at industrial
… In this article, we shed light on the design of transfer learning (TL)-based systems for IIoT. …
… In this article, we shed light on the design of transfer learning (TL)-based systems for IIoT. …
Enabling cooperative relay selection by transfer learning for the industrial internet of things
… to use transfer learning for relay selection in the industrial IoT. … for a specific task, transfer
learning exploits the acquired … Transfer learning is capable of improving learning performance, …
learning exploits the acquired … Transfer learning is capable of improving learning performance, …
Multipath TCP meets transfer learning: A novel edge-based learning for industrial IoT
… life-long collaborative learning. We design a novel distributed transfer learning (TL) framework
to … TCP for industrial IoT: Analysis and design,” IEEE Internet Things J., vol. 7, no. 6, pp. …
to … TCP for industrial IoT: Analysis and design,” IEEE Internet Things J., vol. 7, no. 6, pp. …
Guest editorial: Special section on transfer learning for 5G-aided industrial internet of things
… In this direction, transfer learning (TL) can be a revolutionary breakthrough. TL allows us
to democratize the machine learning models and reuse the previously developed models in …
to democratize the machine learning models and reuse the previously developed models in …
Machine learning for massive industrial internet of things
… To handle this issue, meta-learning has been applied in the existing research to optimize …
adaptation than transfer learning. The bottlenecks of implementing meta-learning in mission-…
adaptation than transfer learning. The bottlenecks of implementing meta-learning in mission-…
Transfer Learning-powered resource optimization for green computing in 5G-Aided Industrial Internet of Things
Z Lv, R Lou, A Kumar Singh, Q Wang - ACM Transactions on Internet …, 2021 - dl.acm.org
… The related investigation is conducted based on 5G network and Internet of Things technology.
Under the traditional method, the transfer learning is introduced to improve the AdaBoost …
Under the traditional method, the transfer learning is introduced to improve the AdaBoost …
Edge artificial intelligence for industrial internet of things applications: an industrial edge intelligence solution
F Foukalas, A Tziouvaras - IEEE Industrial Electronics …, 2021 - ieeexplore.ieee.org
… To this end, we propose a federated active transfer learning (FATL) model, which through
training and testing is able to address those open challenges. Details about the training and …
training and testing is able to address those open challenges. Details about the training and …
A two-stage transfer learning-based deep learning approach for production progress prediction in IoT-enabled manufacturing
S Huang, Y Guo, D Liu, S Zha… - IEEE Internet of Things …, 2019 - ieeexplore.ieee.org
… a two-stage transfer learning-based deep learning model. Transfer learning is applied to
feature … monitoring system for continuous steel casting,” IEEE Internet Things J., vol. 3, no. 6, pp. …
feature … monitoring system for continuous steel casting,” IEEE Internet Things J., vol. 3, no. 6, pp. …
Federated transfer learning based cross-domain prediction for smart manufacturing
… transfer learning framework, federated transfer learning for … faced by most machine learning
approaches in modern smart … for smart homes,” IEEE Internet Things J., vol. 6, no. 5, pp. …
approaches in modern smart … for smart homes,” IEEE Internet Things J., vol. 6, no. 5, pp. …
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