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The 5th generation (5G) of wireless systems is being deployed with the aim to provide many sets of wireless communication services, such as low data rates for a massive amount of devices, broadband, low latency, and industrial wireless…

This article presents a vision where \textit{real-time} digital twins of the physical wireless environments are continuously updated using multi-modal sensing data from the distributed infrastructure and user devices, and are used to make…

Signal Processing · Electrical Eng. & Systems 2023-01-27 Ahmed Alkhateeb , Shuaifeng Jiang , Gouranga Charan

Data collection is a major bottleneck in machine learning and an active research topic in multiple communities. There are largely two reasons data collection has recently become a critical issue. First, as machine learning is becoming more…

Machine Learning · Computer Science 2019-08-13 Yuji Roh , Geon Heo , Steven Euijong Whang

Following state-of-the-art research results, which showed the potential for significant performance gains by applying AI/ML techniques in the cellular Radio Access Network (RAN), the wireless industry is now broadly pushing for the adoption…

As an entirely-new paradigm to design the communication systems, deep learning (DL), an approach that the machine learns the desired wireless function, has received much attention recently. In order to fully realize the benefit of DL-aided…

Information Theory · Computer Science 2024-05-14 Jinhong Kim , Yongjun Ahn , Byonghyo Shim

In this article, we first present the vision, key performance indicators, key enabling techniques (KETs), and services of 6G wireless networks. Then, we highlight a series of general resource management (RM) challenges as well as unique RM…

Networking and Internet Architecture · Computer Science 2021-08-29 Mehdi Rasti , Shiva Kazemi Taskou , Hina Tabassum , Ekram Hossain

Each generation of cellular communication systems is marked by a defining disruptive technology of its time, such as orthogonal frequency division multiplexing (OFDM) for 4G or Massive multiple-input multiple-output (MIMO) for 5G. Since…

Networking and Internet Architecture · Computer Science 2021-05-03 Jakob Hoydis , Fayçal Ait Aoudia , Alvaro Valcarce , Harish Viswanathan

Work has now begun on the sixth generation of cellular technologies (`6G`) and cost-efficient global broadband coverage is already becoming a key pillar. Indeed, we are still far from providing universal and affordable broadband…

General Economics · Economics 2021-06-22 Edward J. Oughton , Ashutosh Jha

6G networks are envisioned to enable a wide range of applications, such as autonomous vehicles and smart cities. However, this rapid expansion of network topologies makes the management of 6G wireless networks more complex and leads to…

Networking and Internet Architecture · Computer Science 2024-11-22 Kubra Duran , Lal Verda Cakir , Mehmet Ozdem , Kerem Gursu , Berk Canberk

Space-Air-Ground Integrated Networks (SAGINs), which incorporate space and aerial networks with terrestrial wireless systems, are vital enablers of the emerging sixth-generation (6G) wireless networks. Besides bringing significant benefits…

Networking and Internet Architecture · Computer Science 2024-02-05 Adilya Bakambekova , Nour Kouzayha , Tareq Al-Naffouri

Smart railways integrate advanced information technologies into railway operating systems to improve efficiency and reliability. Although the development of 5G has enhanced railway services, future smart railways require ultra-high speeds,…

Systems and Control · Electrical Eng. & Systems 2025-05-20 Bo Ai , Yunlong Lu , Yuguang Fang , Dusit Niyato , Ruisi He , Wei Chen , Jiayi Zhang , Guoyu Ma , Yong Niu , Zhangdui Zhong

The advent of Generative Artificial Intelligence (GenAI), Large Language Models (LLMs), and Large Telecom Models (LTM) significantly reshapes mobile networks, especially as the telecom industry transitions from 5G's cloud-centric to…

Networking and Internet Architecture · Computer Science 2025-09-09 Swarna Bindu Chetty , David Grace , Simon Saunders , Paul Harris , Eirini Eleni Tsiropoulou , Tony Quek , Hamed Ahmadi

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

The sixth-generation (6G) of wireless networks introduces a level of operational complexity that exceeds the limits of traditional automation and manual oversight. This paper introduces the "Wireless Copilot", an AI-powered technical…

Networking and Internet Architecture · Computer Science 2026-01-01 Haoxiang Luo , Ruichen Zhang , Yinqiu Liu , Gang Sun , Hongfang Yu , Dusit Niyato , Dong In Kim

Deep learning has been proven to be a powerful tool for addressing the most significant issues in cognitive radio networks, such as spectrum sensing, spectrum sharing, resource allocation, and security attacks. The utilization of deep…

Networking and Internet Architecture · Computer Science 2024-11-01 Senthil Kumar Jagatheesaperumal , Ijaz Ahmad , Marko Höyhtyä , Suleman Khan , Andrei Gurtov

In September 2024, Beijing University of Posts and Telecommunications and China Mobile Communications Group jointly releases a channel dataset for the sixth generation (6G) mobile communications, named BUPTCMCC-6G-DataAI+.…

Signal Processing · Electrical Eng. & Systems 2024-10-16 Li Yu , Jianhua Zhang , Mingjun Fu , Qixing Wang

5G wireless communications technology is being launched, with many smart applications being integrated. However, 5G specifications merge the requirements of new emerging technologies forcefully. These include data rate, capacity, latency,…

Signal Processing · Electrical Eng. & Systems 2020-02-17 Samar Elmeadawy , Raed M. Shubair

Smart services based on the Internet of Everything (IoE) are gaining considerable popularity due to the ever-increasing demands of wireless networks. This demands the appraisal of the wireless networks with enhanced properties as…

Systems and Control · Electrical Eng. & Systems 2021-11-15 Zakria Qadir , Hafiz Suliman Munawar , Nasir Saeed , Khoa Le

The rapid digitalization of urban infrastructure opens the path to smart cities, where IoT-enabled infrastructure enhances public safety and efficiency. This paper presents a 6G and AI-enabled framework for traffic safety enhancement,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-21 Kurt Horvath , Dragi Kimovski , Stojan Kitanov , Radu Prodan

This paper elaborates on a novel AI-native architecture for emerging 6G systems harnessing open APIs, along with supporting mechanisms to empower intelligent and coordinated orchestration of edge-cloud continuum resources. The AIORA…

Networking and Internet Architecture · Computer Science 2025-12-08 Nuria Molner , Luis Rosa , Fulvio Risso , Konstantinos Samdanis , David Artuñedo , Rob Smets , Tarik Taleb , David Gomez-Barquero