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Conventional machine learning techniques are conducted in a centralized manner. Recently, the massive volume of generated wireless data, the privacy concerns and the increasing computing capabilities of wireless end-devices have led to the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-04 Pavlos S. Bouzinis , Panagiotis D. Diamantoulakis , George K. Karagiannidis

The ongoing deployment of the fifth generation (5G) wireless networks constantly reveals limitations concerning its original concept as a key driver of Internet of Everything (IoE) applications. These 5G challenges are behind worldwide…

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

As sixth-generation (6G) networks continue to evolve, AI-driven solutions are playing a crucial role in enabling more efficient and adaptive resource management in wireless communication. One of the key innovations in 6G is user-centric…

Networking and Internet Architecture · Computer Science 2025-05-29 Selina Cheggour , Valeria Loscri

6th Generation (6G) mobile networks are envisioned to support several new capabilities and data-centric applications for unprecedented number of users, potentially raising significant energy efficiency and sustainability concerns. This…

Networking and Internet Architecture · Computer Science 2025-09-16 Rashmi Kamran , Mahesh Ganesh Bhat , Pranav Jha , Shana Moothedath , Manjesh Hanawal , Prasanna Chaporkar

Multi-functional wireless networks are rapidly evolving and aspire to become a promising attribute of the upcoming 6G networks. Enabling multiple simultaneous networking functions with a single radio fosters the development of more…

Networking and Internet Architecture · Computer Science 2022-08-09 Xavier Vilajosana , Guillem Boquet , Joan Melià , Pere Tuset-Peiró , Borja Martinez , Ferran Adelantado

The fifth generation (5G) wireless communication networks are currently being deployed, and beyond 5G (B5G) networks are expected to be developed over the next decade. Artificial intelligence (AI) technologies and, in particular, machine…

Networking and Internet Architecture · Computer Science 2020-01-23 Cheng-Xiang Wang , Marco Di Renzo , Slawomir Stańczak , Sen Wang , Erik G. Larsson

With the proliferation of distributed edge computing resources, the 6G mobile network will evolve into a network for connected intelligence. Along this line, the proposal to incorporate federated learning into the mobile edge has gained…

Machine Learning · Computer Science 2024-01-25 Zheng Lin , Guanqiao Qu , Xianhao Chen , Kaibin Huang

With the rapid development of smart terminals and infrastructures, as well as diversified applications (e.g., virtual and augmented reality, remote surgery and holographic projection) with colorful requirements, current networks (e.g., 4G…

Networking and Internet Architecture · Computer Science 2020-12-08 Helin Yang , Arokiaswami Alphones , Zehui Xiong , Dusit Niyato , Jun Zhao , Kaishun Wu

The evolution from fifth-generation (5G) to sixth-generation (6G) networks is driving an unprecedented demand for advanced machine learning (ML) solutions. Deep learning has already demonstrated significant impact across mobile networking…

Networking and Internet Architecture · Computer Science 2026-03-16 Thai-Hoc Vu , Ngo Hoang Tu , Thien Huynh-The , Kyungchun Lee , Sunghwan Kim , Miroslav Voznak , Quoc-Viet Pham

6G networks are expected to revolutionize connectivity, offering significant improvements in speed, capacity, and smart automation. However, existing network designs will struggle to handle the demands of 6G, which include much faster…

Networking and Internet Architecture · Computer Science 2025-10-01 Erol Koçoğlu , Mehmet Ozdem , Tuğçe Bilen

The sixth generation (6G) wireless communication networks are envisioned to revolutionize customer services and applications via the Internet of Things (IoT) towards a future of fully intelligent and autonomous systems. In this article, we…

Signal Processing · Electrical Eng. & Systems 2021-08-12 Dinh C. Nguyen , Ming Ding , Pubudu N. Pathirana , Aruna Seneviratne , Jun Li , Dusit Niyato , Octavia Dobre , H. Vincent Poor

Wireless broadband technology is now in motion to provide higher data rate, wider coverage and improved mobility. Towards this the 4G - network is an integration of various wireless technologies and expected to provide seamless mobility.…

Networking and Internet Architecture · Computer Science 2021-12-14 P Payaswini , D. H Manjaiah

Conventional 5G network management mechanisms, that operate in isolated silos across different network segments, will experience significant limitations in handling the unprecedented hyper-complexity and massive scale of the sixth…

Networking and Internet Architecture · Computer Science 2025-02-10 Abdelaali Chaoub , Muslim Elkotob

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 5G network connecting billions of Internet-of-Things (IoT) devices will make it possible to harvest an enormous amount of real-time mobile data. Furthermore, the 5G virtualization architecture will enable cloud computing at the…

Information Theory · Computer Science 2019-12-10 Dingzhu Wen , Xiaoyang Li , Qunsong Zeng , Jinke Ren , Kaibin Huang

The fifth-generation (5G) wireless cellular system, which would be deployed by 2020, is expected to deliver significantly higher capacity and better network performance compared to those of the current fourth-generation (4G) system.…

Signal Processing · Electrical Eng. & Systems 2018-11-07 Vu N. Ha

The complexity of large-scale 6G-and-beyond networks demands innovative approaches for multi-objective optimization over vast search spaces, a task often intractable. Quantum computing (QC) emerges as a promising technology for efficient…

Networking and Internet Architecture · Computer Science 2025-09-10 Sebastian Macaluso , Giovanni Geraci , Elías F. Combarro , Sergi Abadal , Ioannis Arapakis , Sofia Vallecorsa , Eduard Alarcón

Cloud native technology has revolutionized 5G beyond and 6G communication networks, offering unprecedented levels of operational automation, flexibility, and adaptability. However, the vast array of cloud native services and applications…

Networking and Internet Architecture · Computer Science 2023-05-11 Lin Wang , Jiasheng Wu , Yue Gao , Jingjing Zhang

The possibility of jointly optimizing location sensing and communication resources, facilitated by the existence of communication and sensing spectrum sharing, is what promotes the system performance to a higher level. However, the rapid…

Systems and Control · Electrical Eng. & Systems 2024-05-29 Haijun Zhang , Bowen Chen , Xiangnan Liu , Chao Ren
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