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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

Edge intelligence is an emerging paradigm for real-time training and inference at the wireless edge, thus enabling mission-critical applications. Accordingly, base stations (BSs) and edge servers (ESs) need to be densely deployed, leading…

Networking and Internet Architecture · Computer Science 2022-10-28 Yuxuan Sun , Bowen Xie , Sheng Zhou , Zhisheng Niu

The concept of Ultra Dense Networks (UDN) is often seen as a key enabler of the next generation mobile networks. However, existing analysis of UDNs, including Stochastic Geometry, has not been able to fully determine the potential gains and…

Information Theory · Computer Science 2017-12-07 Marcin Filo , Chuan Heng Foh , Seiamak Vahid , Rahim Tafazolli

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 demands of ultra-reliable low-latency communication (URLLC) in ``NextG" cellular networks necessitate innovative approaches for efficient resource utilisation. The current literature on 6G O-RAN primarily addresses improved mobile…

Networking and Internet Architecture · Computer Science 2024-09-10 Rana M. Sohaib , Syed Tariq Shah , Poonam Yadav

Ultra-dense networks (UDN) constitute one of the most promising techniques of supporting the 5G mobile system. By deploying more small cells in a fixed area, the average distance between users and access points can be significantly reduced,…

Signal Processing · Electrical Eng. & Systems 2017-10-03 Cunhua Pan , Maged Elkashlan , Jiangzhou Wang , Jinhong Yuan , Lajos Hanzo

Nowadays, the use of soft computational techniques in power systems under the umbrella of machine learning is increasing with good reception. In this paper, we first present a deep learning approach to find the optimal configuration for…

Networking and Internet Architecture · Computer Science 2025-01-14 Davoud Yousefi , Hassan Yari , Farzad Osouli , Mohammad Ebrahimi , Somayeh Esmalifalak , Morteza Johari , Abbas Azarnezhad , Fatemeh Sadeghi , Rogayeh Mirzapour

We have witnessed an exponential growth in commercial data services, which has lead to the 'big data era'. Machine learning, as one of the most promising artificial intelligence tools of analyzing the deluge of data, has been invoked in…

Networking and Internet Architecture · Computer Science 2019-12-16 Yuanwei Liu , Suzhi Bi , Zhiyuan Shi , Lajos Hanzo

Edge detection is crucial in medical image processing, enabling precise extraction of structural information to support lesion identification and image analysis. Traditional edge detection models typically rely on complex Convolutional…

Computer Vision and Pattern Recognition · Computer Science 2024-08-09 Fuzhang Li , Chuan Lin

The rapid increase in data traffic demand has overloaded existing cellular networks. Planned upgrades in the communication architecture (e.g. LTE), while helpful, are not expected to suffice to keep up with demand. As a result, extensive…

Networking and Internet Architecture · Computer Science 2015-03-03 Pavlos Sermpezis , Luigi Vigneri , Thrasyvoulos Spyropoulos

The realization of open-source-defined wireless networks in the telecommunication domain is accomplished through the fifth-generation network (5G). In contrast to its predecessors (3G and 4G), the 5G network can support a wide variety of…

Networking and Internet Architecture · Computer Science 2022-09-07 Liqiang Zhao , Muhammad Muhammad Bala , Wu Gang , Pan Chengkang , Yuan Yannan , Tian Zhigang , Yu-Chee Tseng , Chen Xiang , Bin Shen , Chih-Lin I

In 5G wireless communication, Intelligent Transportation Systems (ITS) and automobile applications, such as autonomous driving, are widely examined. These applications have strict requirements and often require high Quality of Service…

Networking and Internet Architecture · Computer Science 2023-02-24 Donglin Wang , Anjie Qiu , Sanket Partani , Qiuheng Zhou , Hans D. Schotten

Heterogeneous Networks (HetNets) are known to enhance the bandwidth efficiency and throughput of wireless networks by more effectively utilizing the network resources. However, the higher density of users and access points in HetNets…

Networking and Internet Architecture · Computer Science 2016-11-15 Hani Mehrpouyan , Michail Matthaiou , Rui Wang , George K. Karagiannidis , Yingbo Hua

Artificial intelligence (AI) technologies have emerged as pivotal enablers across a multitude of industries largely due to their significant resurgence over the past decade. The transformative power of AI is primarily derived from the…

Artificial Intelligence · Computer Science 2024-08-01 Yuyi Mao , Xianghao Yu , Kaibin Huang , Ying-Jun Angela Zhang , Jun Zhang

5G networks mainly rely on infrastructure-centric cellular solutions to address data traffic and service demands. Continuously scaling infrastructure-centric cellular networks is not exempt of challenges, and beyond 5G networks should…

Networking and Internet Architecture · Computer Science 2020-12-18 Baldomero Coll-Perales , Javier Gozalvez , Juan Luis Maestre

With recent advancements in the sixth generation (6G) communication technologies, more vertical industries have encountered diverse network services. How to reduce energy consumption is critical to meet the expectation of the quality of…

Networking and Internet Architecture · Computer Science 2024-04-30 Yao Wang , Yijun Yu , Yexing Li , Dong Li , Xiaoxue Zhao , Chungang Yang

Sixth-generation (6G) wireless networks are expected to support immersive and mission-critical applications requiring ultra-reliable communication, sub-second responsiveness, and multi-Gbps data rates. Dense small-cell deployments are a key…

Networking and Internet Architecture · Computer Science 2026-03-13 Tuğçe Bilen , Ian F. Akyildiz

Edge computing promises to offer low-latency and ubiquitous computation to numerous devices at the network edge. For delay-sensitive applications, link delays can have a direct impact on service quality. These delays can fluctuate…

Networking and Internet Architecture · Computer Science 2025-03-04 Jiaming Cheng , Duong Thuy Anh Nguyen , Ni Trieu , Duong Tung Nguyen

The rapid growth of radio access networks (RANs) is increasing energy consumption and challenging the sustainability of future systems. We consider a dense-urban vertical heterogeneous network (vHetNet) comprising a high-altitude platform…

Systems and Control · Electrical Eng. & Systems 2026-01-19 Maryam Salamatmoghadasi , Amir Mehrabian , Halim Yanikomeroglu , Georges Kaddoum

The information and communication technology, ICT, a domain of the global economy, consumes more and more energy, what is the effect of continuously increasing wireless data traffic. Thus, there is a need for more energy-efficient and…

Networking and Internet Architecture · Computer Science 2021-11-30 Adam Samorzewski , Adrian Kliks
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