Qimei Chen

Communication-Efficient Federated Edge Learning for NR-U-Based IIoT Networks

2021 · IEEE Internet of Things Journal

As a key infrastructural technology, Industrial Internet of Things (IIoT) and its related techniques have emerged in the age of Industrial Internet. Among them, an increasing popular and attractive federated edge learning (FEL) mechanism, which …

Prediction of Hard Drive Failures for Data Center Based on LightGBM

2022

Today, industrial-scale organizations increasingly rely on data centers to store and process data. Therefore, it is of great value to protect data security and reduce the cost of data center if operators can accurately predict …

Federated Learning With Energy Harvesting Devices

2023 · IEEE Transactions on Green Communications and Networking

Federated learning (FL) is a promising technique for distilling artificial intelligence from massive data distributed in Internet-of-Things networks, while keeping data privacy. However, the efficient deployment of FL faces several challenges due to, e.g., limited …