[HTML][HTML] Cell-free massive multiple-input multiple-output challenges and opportunities: A survey

M Ajmal, A Siddiqa, B Jeong, J Seo, D Kim - ICT Express, 2024 - Elsevier
Cell-free (CF) massive multiple-input multiple-output (mMIMO) system is a state-of-the-art
emerging technology targeted towards beyond fifth-generation (B5G) and sixth-generation …

Applications of Distributed Machine Learning for the Internet-of-Things: A Comprehensive Survey

M Le, T Huynh-The, T Do-Duy, TH Vu… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
The emergence of new services and applications in emerging wireless networks (eg,
beyond 5G and 6G) has shown a growing demand for the usage of artificial intelligence (AI) …

Energy-efficient federated learning over cell-free IoT networks: Modeling and optimization

T Zhao, X Chen, Q Sun, J Zhang - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
To leverage massive distributed data and computation resources in the Internet-of-Things
(IoT) networks, federated learning (FL) is considered to be a promising technique with …

Applications and challenges of federated learning paradigm in the big data era with special emphasis on COVID-19

A Majeed, X Zhang, SO Hwang - Big Data and Cognitive Computing, 2022 - mdpi.com
Federated learning (FL) is one of the leading paradigms of modern times with higher privacy
guarantees than any other digital solution. Since its inception in 2016, FL has been …

Federated learning-based cell-free massive MIMO system for privacy-preserving

J Zhang, J Zhang, DWK Ng, B Ai - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Cell-free massive MIMO (CF mMIMO) is a promising next generation wireless architecture to
realize federated learning (FL). However, sensitive information of user equipments (UEs) …

Digital twin-aided learning for managing reconfigurable intelligent surface-assisted, uplink, user-centric cell-free systems

Y Cui, T Lv, W Ni, A Jamalipour - IEEE Journal on Selected …, 2023 - ieeexplore.ieee.org
This paper puts forth a new, reconfigurable intelligent surface (RIS)-assisted, uplink, user-
centric cell-free (UCCF) system managed with the assistance of a digital twin (DT) …

An overview of simultaneous wireless information and power transfer in massive MIMO networks: A resource allocation perspective

O Alamu, TO Olwal, K Djouani - Physical Communication, 2023 - Elsevier
Providing a stable and perpetual source of energy to charge battery-powered wireless
communication devices is viewed as a major challenge in wireless communication systems …

Applications of distributed machine learning for the Internet-of-Things: A comprehensive survey

M Le, T Huynh-The, T Do-Duy, TH Vu… - arXiv preprint arXiv …, 2023 - arxiv.org
The emergence of new services and applications in emerging wireless networks (eg,
beyond 5G and 6G) has shown a growing demand for the usage of artificial intelligence (AI) …

Joint age-based client selection and resource allocation for communication-efficient federated learning over noma networks

B Wu, F Fang, X Wang - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In federated learning (FL), distributed clients can collaboratively train a shared global model
while retaining their own training data locally. Nevertheless, the performance of FL is often …

Over-the-air federated multi-task learning over MIMO multiple access channels

C Zhong, H Yang, X Yuan - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
With the explosive growth of data and wireless devices, federated learning (FL) over
wireless medium has emerged as a promising technology for large-scale distributed …