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Fifth Generation (5G) mobile networks considers an expansive set of heterogeneous services with stringent Quality of Service (QoS) requirements, and traffic demand with inherent spatial-temporal distribution, which places the backhaul…

网络与互联网体系结构 · 计算机科学 2025-01-17 António J. Morgado , Firooz B. Saghezchi , Pablo Fondo-Ferreiro , Felipe Gil-Castiñeira , Jonathan Rodriguez

Federated learning (FL) has emerged as a promising paradigm within edge computing (EC) systems, enabling numerous edge devices to collaboratively train artificial intelligence (AI) models while maintaining data privacy. To overcome the…

机器学习 · 计算机科学 2025-08-13 Yuze Liu , Tiehua Zhang , Zhishu Shen , Libing Wu , Shiping Chen , Jiong Jin

Nowadays, data caching is being used as a high-speed data storage layer in mobile edge computing networks employing flow control methodologies at an exponential rate. This study shows how to discover the best architecture for backhaul…

网络与互联网体系结构 · 计算机科学 2022-11-29 Amir Ziaeddini , Amin Mohajer , Davoud Yousefi , A. Mirzaei , Shu Gonglee

As wearable devices become more ingrained in our daily lives, traditional communication networks primarily designed for human being-oriented applications are facing tremendous challenges. The upcoming 5G wireless system aims to support…

网络与互联网体系结构 · 计算机科学 2018-07-12 Haijian Sun , Zekun Zhang , Rose Qingyang Hu , Yi Qian

In modern implementations of Cloud Radio Access Network (C-RAN), the fronthaul transport network will often be packet-based and it will have a multi-hop architecture built with general-purpose switches using network function virtualization…

信息论 · 计算机科学 2019-12-19 Seok-Hwan Park , Osvaldo Simeone , Shlomo Shamai

Federated learning (FL) is a promising paradigm that enables collaboratively learning a shared model across massive clients while keeping the training data locally. However, for many existing FL systems, clients need to frequently exchange…

网络与互联网体系结构 · 计算机科学 2023-01-18 Qiong Wu , Xu Chen , Tao Ouyang , Zhi Zhou , Xiaoxi Zhang , Shusen Yang , Junshan Zhang

Video streaming is growing in popularity and has become the most bandwidth-consuming Internet service. As such, robust streaming in terms of low latency and uninterrupted streaming experience, particularly for viewers in distant areas, has…

分布式、并行与集群计算 · 计算机科学 2019-05-14 Vaughan Veillon , Chavit Denninnart , Mohsen Amini Salehi

Cloud Radio Access Network (C-RAN) refers to the virtualization of base station functionalities by means of cloud computing. This results in a novel cellular architecture in which low-cost wireless access points, known as radio units (RUs)…

信息论 · 计算机科学 2015-12-25 Osvaldo Simeone , Andreas Maeder , Mugen Peng , Onur Sahin , Wei Yu

This paper considers computation offloading in fog-radio access networks (F-RAN), where multiple user equipments (UEs) offload their computation tasks to the F-RAN through a number of fog nodes. Each UE can choose one of the fog nodes to…

信号处理 · 电气工程与系统科学 2022-11-29 Wei Zhang , Shafei Wang , Ye Pan , Qiang Li , Jingran Lin , Xiaoxiao Wu

The fifth generation (5G) wireless network technology is to be standardized by 2020, where main goals are to improve capacity, reliability, and energy efficiency, while reducing latency and massively increasing connection density. An…

网络与互联网体系结构 · 计算机科学 2018-05-31 Imtiaz Parvez , Ali Rahmati , Ismail Guvenc , Arif I. Sarwat , Huaiyu Dai

This paper is interested in maximizing the total throughput of cloud radio access networks (CRANs) in which multiple radio remote heads (RRHs) are connected to a central computing unit known as the cloud. The transmit frame of each RRH…

信息论 · 计算机科学 2018-01-17 Mohammed S. Al-Abiad , Ahmed Douik , Sameh Sorour , MD Jahangir Hossain

In order to cope with the relentless data tsunami in $5G$ wireless networks, current approaches such as acquiring new spectrum, deploying more base stations (BSs) and increasing nodes in mobile packet core networks are becoming ineffective…

网络与互联网体系结构 · 计算机科学 2016-11-17 Engin Zeydan , Ejder Baştuğ , Mehdi Bennis , Manhal Abdel Kader , Alper Karatepe , Ahmet Salih Er , Mérouane Debbah

Software-defined networking (SDN) is the concept of decoupling the control and data planes to create a flexible and agile network, assisted by a central controller. However, the performance of SDN highly depends on the limitations in the…

网络与互联网体系结构 · 计算机科学 2017-01-06 Chen-Feng Liu , Sumudu Samarakoon , Mehdi Bennis

A novel non-orthogonal multiple access (NOMA) based low-delay service framework is proposed for fog radio access networks (F-RANs). Fog access points (FAPs) leverage NOMA for local delivery of cached content, while the cloud access point…

信号处理 · 电气工程与系统科学 2026-02-26 Yuan Ai , Xidong Mu , Pengbo Si , Yuanwei Liu

The heterogeneous cloud radio access network (Cloud-RAN) provides a revolutionary way to densify radio access networks. It enables centralized coordination and signal processing for efficient interference management and flexible network…

信息论 · 计算机科学 2015-06-16 Yuanming Shi , Jun Zhang , Khaled B. Letaief , Bo Bai , Wei Chen

Control data separation architecture (CDSA) is a more efficient architecture to overcome the overhead issue than the conventional cellular networks, especially for the huge bursty traffic like Internet of Things, and over-the-top (OTT)…

信息论 · 计算机科学 2015-11-24 Qiang Liu , Gang Wu , Yingchu Guo , Yusong Zhang

In this paper, we propose an energy-efficient federated learning (FL) framework for the energy-constrained devices over cloud radio access network (Cloud-RAN), where each device adopts quantized neural networks (QNNs) to train a local FL…

信号处理 · 电气工程与系统科学 2023-05-02 Jiali Wang , Yijie Mao , Ting Wang , Yuanming Shi

The performance seen by individual clients on a wireless local area network (WLAN) is heavily influenced by the manner in which wireless channel capacity is allocated. The popular MAC protocol DCF (Distributed Coordination Function) used in…

网络与互联网体系结构 · 计算机科学 2026-03-10 Godfrey Tan , John Guttag

Recently, to deliver services directly to the network edge, fog computing, an emerging and developing technology, acts as a layer between the cloud and the IoT worlds. The cloud or fog computing nodes could be selected by IoTs applications…

分布式、并行与集群计算 · 计算机科学 2024-02-05 Ahmed A. A. Gad-Elrab , Almohammady S. Alsharkawy , Mahmoud E. Embabi , Ahmed Sobhi , Farouk A. Emara

Fog computing offloads latency critical application services running on the Cloud in close proximity to end-user devices onto resources located at the edge of the network. The research in this paper is motivated towards characterising and…

分布式、并行与集群计算 · 计算机科学 2019-09-12 Ayesha Abdul Majeed , Peter Kilpatrick , Ivor Spence , Blesson Varghese
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