English
Related papers

Related papers: Sim2Field: End-to-End Development of AI RANs for 6…

200 papers

Optical wireless communication offers unprecedented communication speeds that can support the massive use of the Internet on a daily basis. In indoor environments, optical wireless networks are usually multi-user multiple-input…

Signal Processing · Electrical Eng. & Systems 2021-11-30 Ahmad Adnan Qidan , Taisir El-Gorashi1 , Jaafar M. H. Elmirghani

The proliferation of 5G technology necessitates advanced network management strategies to ensure optimal performance and reliability. Digital Twin (DT)s have emerged as a promising paradigm for modeling and simulating complex systems like…

Networking and Internet Architecture · Computer Science 2025-01-22 Yash Deshpande , Eni Sulkaj , Wolfgang Kellerer

Thanks to the recent advances in processing speed and data acquisition and storage, machine learning (ML) is penetrating every facet of our lives, and transforming research in many areas in a fundamental manner. Wireless communications is…

Information Theory · Computer Science 2019-04-30 Deniz Gunduz , Paul de Kerret , Nicholas D. Sidiropoulos , David Gesbert , Chandra Murthy , Mihaela van der Schaar

Open radio access network (ORAN) provides an open architecture to implement radio access network (RAN) of the fifth generation (5G) and beyond mobile communications. As a key technology for the evolution to the sixth generation (6G)…

AI-native 6G networks are envisioned to tightly embed artificial intelligence (AI) into the wireless ecosystem, enabling real-time, personalized, and privacy-preserving intelligence at the edge. A foundational pillar of this vision is…

Networking and Internet Architecture · Computer Science 2025-09-16 Shaba Shaon , Md Raihan Uddin , Dinh C. Nguyen , Seyyedali Hosseinalipour , Dusit Niyato , Octavia A. Dobre

Generative Artificial Intelligence (GenAI) has made significant advancements in fields such as computer vision (CV) and natural language processing (NLP), demonstrating its capability to synthesize high-fidelity data and improve…

Machine Learning · Computer Science 2025-09-22 Zheng Yang , Guoxuan Chi , Chenshu Wu , Hanyu Liu , Yuchong Gao , Yunhao Liu , Jie Xu , Tony Xiao Han

Stacked intelligent metasurfaces (SIMs) represent a breakthrough in wireless hardware by comprising multilayer, programmable metasurfaces capable of analog computing in the electromagnetic (EM) wave domain. By examining their architectural…

Signal Processing · Electrical Eng. & Systems 2026-03-27 Hetong Wang , Yashuai Cao , Tiejun Lv

The rapid growth of heterogeneous and massive wireless connectivity in 6G networks demands intelligent solutions to ensure scalability, reliability, privacy, ultra-low latency, and effective control. Although artificial intelligence (AI)…

Machine Learning · Computer Science 2025-04-08 Eslam Eldeeb , Hirley Alves

This study presents an end-to-end wireless digital twin platform constructed using open-source software and open data to enhance the evaluation of mobile communication systems. The proposed open wireless digital twin (OWDT) integrates…

Networking and Internet Architecture · Computer Science 2025-10-17 Tetsuya Iye , Masaya Sakamoto , Shohei Takaya , Eisaku Sato , Yuki Susukida , Yu Nagaoka , Kazuki Maruta , Jin Nakazato

Radio Access Networks (RANs) for telecommunications represent large agglomerations of interconnected hardware consisting of hundreds of thousands of transmitting devices (cells). Such networks undergo frequent and often heterogeneous…

Machine Learning · Computer Science 2024-01-25 Igor Kozlov , Dmitriy Rivkin , Wei-Di Chang , Di Wu , Xue Liu , Gregory Dudek

The fifth generation (5G) of wireless communication is in its infancy, and its evolving versions will be launched over the coming years. However, according to exposing the inherent constraints of 5G and the emerging applications and…

Networking and Internet Architecture · Computer Science 2020-10-07 Md. Jalil Piran , Doug Young Suh

The emergence of 6G wireless communication enables massive edge device access and supports real-time intelligent services such as the Internet of things (IoT) and vehicle-to-everything (V2X). However, the surge in edge devices connectivity…

Information Theory · Computer Science 2026-01-27 Hanwen Zhang , Haijian Sun

As a virtual, synchronized replica of physical network, the digital twin network (DTN) is envisioned to sense, predict, optimize and manage the intricate wireless technologies and architectures brought by 6G. Given that the properties of…

Signal Processing · Electrical Eng. & Systems 2025-02-21 Li Yu , Yinghe Miao , Jianhua Zhang , Shaoyi Liu , Yuxiang Zhang , Guangyi Liu

This survey uncovers the tension between AI techniques designed for energy saving in mobile networks and the energy demands those same techniques create. We compare modeling approaches that estimate power usage cost of current commercial…

Networking and Internet Architecture · Computer Science 2024-11-05 Kishan Sthankiya , Nagham Saeed , Greg McSorley , Mona Jaber , Richard G. Clegg

As a pivotal virtualization technology, network digital twin is expected to accurately reflect real-time status and abstract features in the on-going sixth generation (6G) networks. In this article, we propose an artificial intelligence…

Networking and Internet Architecture · Computer Science 2024-10-10 Wen Wu , Xinyu Huang , Tom H. Luan

This paper explores the integration of active machine learning (ML) for 6G networks, an area that remains under-explored yet holds potential. Unlike passive ML systems, active ML can be made to interact with the network environment. It…

Networking and Internet Architecture · Computer Science 2024-06-07 Omar Alhussein , Ning Zhang , Sami Muhaidat , Weihua Zhuang

Machine learning (ML) is an important component for enabling automation in Radio Access Networks (RANs). The work on applying ML for RAN has been under development for many years and is now also drawing attention in 3GPP and Open-RAN…

Networking and Internet Architecture · Computer Science 2022-03-16 Henrik Rydén , Alex Palaios , László Hévizi , David Sandberg , Tor Kvernvik , Hamed Farhadi

This two-part paper investigates the application of artificial intelligence (AI) and in particular machine learning (ML) to the study of wireless propagation channels. In Part I, we introduced AI and ML as well as provided a comprehensive…

Signal Processing · Electrical Eng. & Systems 2022-06-29 Chen Huang , Ruisi He , Bo Ai , Andreas F. Molisch , Buon Kiong Lau , Katsuyuki Haneda , Bo Liu , Cheng-Xiang Wang , Mi Yang , Claude Oestges , Zhangdui Zhong

Motivated by the need for increased spectral efficiency and the proliferation of intelligent applications, the sixth-generation (6G) mobile network is anticipated to integrate the dual-functions of communication and sensing (C&S). Although…

Information Theory · Computer Science 2024-01-18 Yifei Zhang , Zhen Gao , Jingjing Zhao , Ziming He , Yunsheng Zhang , Chen Lu , Pei Xiao

Integration of artificial intelligence (AI) and machine learning (ML) into the air interface has been envisioned as a key technology for next-generation (NextG) cellular networks. At the air interface, multiple-input multiple-output (MIMO)…

Signal Processing · Electrical Eng. & Systems 2024-03-06 Jiarui Xu , Shashank Jere , Yifei Song , Yi-Hung Kao , Lizhong Zheng , Lingjia Liu