Data heterogeneity-robust federated learning via group client selection in industrial IoT
Nowadays, the Industrial Internet of Things (IIoT) has played an integral role in Industry 4.0
and produced massive amounts of data for industrial intelligence. These data locate on …
and produced massive amounts of data for industrial intelligence. These data locate on …
A survey on federated learning and its applications for accelerating industrial internet of things
Federated learning (FL) brings collaborative intelligence into industries without centralized
training data to accelerate the process of Industry 4.0 on the edge computing level. FL …
training data to accelerate the process of Industry 4.0 on the edge computing level. FL …
Low-latency federated learning with DNN partition in distributed industrial IoT networks
Federated Learning (FL) empowers Industrial Internet of Things (IIoT) with distributed
intelligence of industrial automation thanks to its capability of distributed machine learning …
intelligence of industrial automation thanks to its capability of distributed machine learning …
Fusion of federated learning and industrial internet of things: a survey
Industrial Internet of Things (IIoT) lays a new paradigm for the concept of Industry 4.0 and
paves an insight for new industrial era. Nowadays smart machines and smart factories use …
paves an insight for new industrial era. Nowadays smart machines and smart factories use …
Realizing the heterogeneity: A self-organized federated learning framework for IoT
The ubiquity of devices in Internet of Things (IoT) has opened up a large source for IoT data.
Machine learning (ML) models with big IoT data is beneficial to our daily life in monitoring air …
Machine learning (ML) models with big IoT data is beneficial to our daily life in monitoring air …
Fusion of federated learning and industrial Internet of Things: A survey
Abstract Industrial Internet of Things (IIoT) lays a new paradigm for the concept of Industry
4.0 and paves an insight for new industrial era. Nowadays smart machines and smart …
4.0 and paves an insight for new industrial era. Nowadays smart machines and smart …
Resource allocation for latency-aware federated learning in industrial internet of things
Federated learning (FL) has been employed for numerous privacy-sensitive applications,
where distributed devices collaboratively train a global model. In industrial Internet of things …
where distributed devices collaboratively train a global model. In industrial Internet of things …
Federated learning for industrial internet of things in future industries
The Industrial Internet of Things (IIoT) offers promising opportunities to revolutionize the
operation of industrial systems and become a key enabler of future industries. Recently …
operation of industrial systems and become a key enabler of future industries. Recently …
Socially-aware-clustering-enabled federated learning for edge networks
Edge Intelligence based on federated learning (FL) can be considered to be a promising
paradigm for many emerging, strict latency Internet of Things (IoT) applications. Furthermore …
paradigm for many emerging, strict latency Internet of Things (IoT) applications. Furthermore …
Accelerating federated learning for iot in big data analytics with pruning, quantization and selective updating
The ever-increasing number of Internet of Things (IoT) devices are continuously generating
huge masses of data, but the current cloud-centric approach for IoT big data analysis has …
huge masses of data, but the current cloud-centric approach for IoT big data analysis has …