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The rise of 5G communication has transformed the telecom industry for critical applications. With the widespread deployment of 5G base stations comes a significant concern about energy consumption. Key industrial players have recently shown…

网络与互联网体系结构 · 计算机科学 2025-08-25 Linfeng Shen , Guanzhen Wu , Cong Zhang , Xiaoyi Fan , Jiangchuan Liu

Energy efficiency in cellular networks is a growing concern for cellular operators to not only maintain profitability, but also to reduce the overall environment effects. This emerging trend of achieving energy efficiency in cellular…

网络与互联网体系结构 · 计算机科学 2011-09-27 Ziaul Hasan , Hamidreza Boostanimehr , Vijay K. Bhargava

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…

信号处理 · 电气工程与系统科学 2022-01-06 Abdullah Waqas , Hasan Mahmood , Nasir Saeed

Selective harvesting by autonomous robots will be a critical enabling technology for future farming. Increases in inflation and shortages of skilled labour are driving factors that can help encourage user acceptability of robotic…

The convergence of Artificial Intelligence (AI) and the Internet of Things has accelerated the development of distributed, network-sensitive applications, necessitating ultra-low latency, high throughput, and real-time processing…

分布式、并行与集群计算 · 计算机科学 2025-11-21 Kurt Horvath , Shpresa Tuda , Blerta Idrizi , Stojan Kitanov , Fisnik Doko , Dragi Kimovski

Learning at the edge is a challenging task from several perspectives, since data must be collected by end devices (e.g. sensors), possibly pre-processed (e.g. data compression), and finally processed remotely to output the result of…

信号处理 · 电气工程与系统科学 2022-04-26 Mattia Merluzzi , Claudio Battiloro , Paolo Di Lorenzo , Emilio Calvanese Strinati

Open-source software and Commercial Off-The-Shelf hardware are finally paving their way into the 5G world, resulting in a proliferation of experimental 5G testbeds. Surprisingly, very few studies have been published on the comparative…

网络与互联网体系结构 · 计算机科学 2024-07-03 Maryam Amini , Catherine Rosenberg

Area spectral efficiency (ASE) was introduced as a metric to quantify the spectral utilization efficiency of cellular systems. Unlike other performance metrics, ASE takes into account the spatial property of cellular systems. In this paper,…

网络与互联网体系结构 · 计算机科学 2014-02-18 Lei Zhang , Hong-Chuan Yang , Mazen O. Hasna

Today, deep learning optimization is primarily driven by research focused on achieving high inference accuracy and reducing latency. However, the energy efficiency aspect is often overlooked, possibly due to a lack of sustainability mindset…

网络与互联网体系结构 · 计算机科学 2024-06-11 Xiaolong Tu , Anik Mallik , Dawei Chen , Kyungtae Han , Onur Altintas , Haoxin Wang , Jiang Xie

The energy consumption of the fifth generation(5G) of mobile networks is one of the major concerns of the telecom industry. However, there is not currently an accurate and tractable approach to evaluate 5G base stations (BSs) power…

网络与互联网体系结构 · 计算机科学 2022-09-26 Nicola Piovesan , David Lopez-Perez , Antonio De Domenico , Xinli Geng , Harvey Bao , Merouane Debbah

In today's modern communications, with evolution of various applications, the demand of data rate is increasing exponentially at the cost of huge consumption of available resources. It has been recorded that the communication networks…

性能 · 计算机科学 2023-08-21 Jyotsna Rani , Ganesh Prasad

Increasing data rates, spectrum efficiency and energy efficiency have been driving major advances in the design and hardware integration of RF communication networks. In order to meet the data rate and efficiency metrics, 5G networks have…

信号处理 · 电气工程与系统科学 2020-09-16 Atom O. Watanabe , Muhammad Ali , Sk Yeahia Been Sayeed , Rao R. Tummala , P. Markondeya Raj

Future wireless cellular networks will utilize millimeter-wave and sub-THz frequencies and deploy small-cell base stations to achieve data rates on the order of hundreds of Gigabits per second per user. The move to sub-THz frequencies will…

信息论 · 计算机科学 2023-01-18 O. Kanhere , H. Poddar , Y. Xing , D. Shakya , S. Ju , T. S. Rappaport

The continuous convergence of machine learning algorithms, 5G and beyond (5G+) wireless communications, and artificial intelligence (AI) hardware implementation hastens the birth of federated learning (FL) over 5G+ mobile devices, which…

机器学习 · 计算机科学 2021-01-14 Dian Shi , Liang Li , Rui Chen , Pavana Prakash , Miao Pan , Yuguang Fang

6G will connect heterogeneous intelligent agents to make them operate complex cooperative tasks. When connecting intelligence, two main research questions arise to identify how AI and ML models behave depending on: i) their input data…

信号处理 · 电气工程与系统科学 2023-08-28 Mattia Merluzzi , Miltiadis C. Filippou , Leonardo Gomes Baltar , Markus D. Muek , Emilio Calvanese Strinati

Edge Learning (EL) pushes the computational resources toward the edge of 5G/6G network to assist mobile users requesting delay-sensitive and energy-aware intelligent services. A common challenge in running inference tasks from remote is to…

信号处理 · 电气工程与系统科学 2023-05-04 Francesco Binucci , Paolo Banelli , Paolo Di Lorenzo , Sergio Barbarossa

Reconfigurable intelligent surfaces (RISs) have received extensive concern to improve the performance of wireless communication systems. In this paper, a subarray-based scheme is investigated in terms of its effects on ergodic spectral…

信息论 · 计算机科学 2023-09-25 Xinyi Yang , Weicong Chen , Xiao Li , Shi Jin

Unmanned aerial vehicle (UAV)-enabled communication networks are promising in the fifth and beyond wireless communication systems. In this paper, we shed light on three UAV-enabled mobile edge computing (MEC) architectures. Those…

信号处理 · 电气工程与系统科学 2019-10-24 Fuhui Zhou , Rose Qingyang Hu , Zan Li , Yuhao Wang

5G network nodes, fronthaul and backhaul alike, will have both forwarding and computational capabilities. This makes energy-efficient network management more challenging, as decisions such as activating or deactivating a node impact on both…

网络与互联网体系结构 · 计算机科学 2019-07-26 Francesco Malandrino , Carla-Fabiana Chiasserini , Claudio Casetti , Giada Landi , Marco Capitani

Fifth generation (5G) aims to connect massive devices with even higher reliability, lower latency and even faster transmission speed, which are vital for implementing the e-health systems. However, the current efforts on 5G e-health systems…

社会与信息网络 · 计算机科学 2021-07-13 Di Zhang , Joel J. P. C. Rodrigues , Yunkai Zhai , Takuro Sato