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Related papers: Towards Supporting Intelligence in 5G/6G Core Netw…

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5G wireless systems will extend mobile communication services beyond mobile telephony, mobile broadband, and massive machine-type communication into new application domains, namely the so-called vertical domains including the smart factory,…

Signal Processing · Electrical Eng. & Systems 2019-07-25 Tai Manh Ho , Thinh Duy Tran , Ti Ti Nguyen , S. M. Ahsan Kazmi , Long Bao Le , Choong Seon Hong , Lajos Hanzo

Future 5G wireless networks will rely on agile and automated network management, where the usage of diverse resources must be jointly optimized with surgical accuracy. A number of key wireless network functionalities (e.g., traffic…

The rapidly increasing number of mobile devices, voluminous data, and higher data rate are pushing to rethink the current generation of the cellular mobile communication. The next or fifth generation (5G) cellular networks are expected to…

Information Theory · Computer Science 2015-11-06 Nisha Panwar , Shantanu Sharma , Awadhesh Kumar Singh

Software-defined networking (SDN), which has been successfully deployed in the management of complex data centers, has recently been incorporated into a myriad of 5G networks to intelligently manage a wide range of heterogeneous wireless…

Networking and Internet Architecture · Computer Science 2018-10-15 EmadelDin A. Mazied , Mustafa Y. ElNainay , Mohammad J. Abdel-Rahman , Scott F. Midkiff , Mohamed R. M. Rizk , Hesham A. Rakha , Allen B. MacKenzie

6G-enabled edge intelligence opens up a new era of Internet of Everything and makes it possible to interconnect people-devices-cloud anytime, anywhere. More and more next-generation wireless network smart service applications are changing…

Networking and Internet Architecture · Computer Science 2022-04-14 Luyi Chang , Zhe Zhang , Pei Li , Shan Xi , Wei Guo , Yukang Shen , Zehui Xiong , Jiawen Kang , Dusit Niyato , Xiuquan Qiao , Yi Wu

Machine learning-based anomaly detection systems are increasingly being adopted in 5G Core networks to monitor complex, high-volume traffic. However, most existing approaches are evaluated under strong assumptions that rarely hold in…

Machine Learning · Computer Science 2026-02-25 Cristian Manca , Christian Scano , Giorgio Piras , Fabio Brau , Maura Pintor , Battista Biggio

In this white paper we provide a vision for 6G Edge Intelligence. Moving towards 5G and beyond the future 6G networks, intelligent solutions utilizing data-driven machine learning and artificial intelligence become crucial for several…

The B5G/6G evolution relies on connect-compute technologies and highly heterogeneous clusters with HW accelerators, which require specialized coding to be efficiently utilized. The current paper proposes a custom tool for generating…

Wireless communication is evolving with the adoption of dynamic and self-organizing networks. They are expected to play a crucial role in shaping sixth-generation (6G) systems and the ongoing standardization process. The concept of…

Recently, there has been growing research on developing interference-aware routing (IAR) protocols for supporting multiple concurrent transmission in next-generation wireless communication systems. The existing IAR protocols do not consider…

Signal Processing · Electrical Eng. & Systems 2022-01-06 Abdullah Waqas , Hasan Mahmood , Nasir Saeed

Following the standardization and deployment of fifth generation (5G) network, researchers have shifted their focus to beyond 5G communication. Existing technologies have brought forth a plethora of applications that could not have been…

Signal Processing · Electrical Eng. & Systems 2020-06-12 Jalil ur Rehman Kazim , Tie Jun Cui , Ahmed Zoha , Lianlin Li , Syed Aziz Shah , Akram Alomainy , Muhammad Ali Imran , Qammer H. Abbasi

The fifth generation (5G) mobile networks are envisioned to support the deluge of data traffic with reduced energy consumption and improved quality of service (QoS) provision. To this end, the key enabling technologies, such as…

Networking and Internet Architecture · Computer Science 2016-11-17 Dantong Liu , Lifeng Wang , Yue Chen , Maged Elkashlan , Kai-Kit Wong , Robert Schober , Lajos Hanzo

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

Energy efficiency is shaping up to be one of the most challenging issues for 6G networks. The reason is fairly straightforward: Networks will need to meet extreme service demands while remaining sustainable and traditional optimization…

Networking and Internet Architecture · Computer Science 2025-11-21 Mariem Zayene , Oussama Habachi , Gerard Chalhoub

The fifth generation of cellular networks (5G) will rely on edge cloud deployments to satisfy the ultra-low latency demand of future applications. In this paper, we argue that such deployments can also be used to enable advanced data-driven…

Networking and Internet Architecture · Computer Science 2020-06-05 Michele Polese , Rittwik Jana , Velin Kounev , Ke Zhang , Supratim Deb , Michele Zorzi

This paper investigates a range of cutting-edge technologies and architectural innovations aimed at simplifying network operations, reducing operational expenditure (OpEx), and enabling the deployment of new service models. The focus is on…

Networking and Internet Architecture · Computer Science 2025-09-30 Kapal Dev , Sunder Ali Khowaja , Keshav Singh , Engin Zeydan , Merouane Debbah

The roll-out of various emerging wireless services has triggered the need for the sixth-generation (6G) wireless networks to provide functions of target sensing, intelligent computing and information communication over the same radio…

Information Theory · Computer Science 2022-07-11 Qiao Qi , Xiaoming Chen , Ata Khalili , Caijun Zhong , Zhaoyang Zhang , Derrick Wing Kwan Ng

Recent technological and architectural advancements in 5G networks have proven their worth as the deployment has started over the world. Key performance elevating factor from access to core network are softwareization, cloudification and…

Cryptography and Security · Computer Science 2020-07-10 Noman Haider , Muhammad Zeeshan Baig , Muhammad Imran

The rising prevalence of real-time applications that require deterministic communication over mobile networks necessitates the joint operation of both mobile and fixed network components. This joint operation requires designing components…

Networking and Internet Architecture · Computer Science 2024-09-23 Yash Deshpande , Philip Diederich , Muhamad Luthfi , Laura Becker , José Fontalvo-Hernández , Wolfgang Kellerer

As Wi-Fi becomes ubiquitous in public and private spaces, it becomes natural to leverage its intrinsic ability to sense the surrounding environment to implement groundbreaking wireless sensing applications such as human presence detection,…

Networking and Internet Architecture · Computer Science 2024-08-27 Francesca Meneghello , Cheng Chen , Carlos Cordeiro , Francesco Restuccia