A Bayesian framework for digital twin-based control, monitoring, and data collection in wireless systems

C Ruah, O Simeone… - IEEE Journal on Selected …, 2023 - ieeexplore.ieee.org
Commonly adopted in the manufacturing and aerospace sectors, digital twin (DT) platforms
are increasingly seen as a promising paradigm to control, monitor, and analyze software …

The emergence of wireless MAC protocols with multi-agent reinforcement learning

MP Mota, A Valcarce, JM Gorce… - 2021 IEEE Globecom …, 2021 - ieeexplore.ieee.org
In this paper, we propose a new framework, exploiting the multi-agent deep deterministic
policy gradient (MADDPG) algorithm, to enable a base station (BS) and user equipment …

6G: Vision, Applications, and Challenges

DB da Costa, Q Zhao, M Chafii, F Bader… - Fundamentals of 6G …, 2023 - Springer
Global initiative and research on 6G have grown rapidly since 2018. The rollout of 5G is
driving our life, industry, and society toward a connected and smart world. 6G is envisioned …

Toward semantic communication protocols: A probabilistic logic perspective

S Seo, J Park, SW Ko, J Choi… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Classical medium access control (MAC) protocols are interpretable, yet their task-agnostic
control signaling messages (CMs) are ill-suited for emerging mission-critical applications. By …

Learning emergent random access protocol for LEO satellite networks

JH Lee, H Seo, J Park, M Bennis… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
A mega-constellation of low-altitude earth orbit (LEO) satellites (SATs) are envisaged to
provide a global coverage SAT network in beyond fifth-generation (5G) cellular systems …

Learning generalized wireless MAC communication protocols via abstraction

L Miuccio, S Riolo, S Samarakoon… - … 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
To tackle the heterogeneous requirements of beyond 5G (B5G) and future 6G wireless
networks, conventional medium access control (MAC) procedures need to evolve to enable …

Towards Semantic Communication Protocols for 6G: From Protocol Learning to Language-Oriented Approaches

J Park, SW Ko, J Choi, SL Kim, M Bennis - arXiv preprint arXiv:2310.09506, 2023 - arxiv.org
The forthcoming 6G systems are expected to address a wide range of non-stationary tasks.
This poses challenges to traditional medium access control (MAC) protocols that are static …

Vision-aided radio: User identity match in radio and video domains using machine learning

VM De Pinho, MLR De Campos, LU Garcia… - IEEE …, 2020 - ieeexplore.ieee.org
5G is designed to be an essential enabler and a leading infrastructure provider in the
communication technology industry by supporting the demand for the growing data traffic …

Multiple Access in the Era of Distributed Computing and Edge Intelligence

NG Evgenidis, NA Mitsiou, VI Koutsioumpa… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper focuses on the latest research and innovations in fundamental next-generation
multiple access (NGMA) techniques and the coexistence with other key technologies for the …

Digital twin-based multiple access optimization and monitoring via model-driven bayesian learning

C Ruah, O Simeone… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
Commonly adopted in the manufacturing and aerospace sectors, digital twin (DT) platforms
are increasingly seen as a promising paradigm to control and monitor software …