English
Related papers

Related papers: Edge Information Hub-Empowered 6G NTN: Latency-Ori…

200 papers

Future networks (including 6G) are poised to accelerate the realisation of Internet of Everything. However, it will result in a high demand for computing resources to support new services. Mobile Edge Computing (MEC) is a promising…

Machine Learning · Computer Science 2025-04-25 Yuelin Liu , Haiyuan Li , Xenofon Vasilakos , Rasheed Hussain , Dimitra Simeonidou

The advent of 6G networks will present a pivotal juncture in the evolution of telecommunications, marked by the proliferation of devices, dynamic service requests, and the integration of edge and cloud computing. In response to these…

Networking and Internet Architecture · Computer Science 2024-08-09 Mohammad Farhoudi , Masoud Shokrnezhad , Tarik Taleb , Richard Li , JaeSeung Song

The Mobile Edge Computing (MEC) system located close to the client allows mobile smart devices to offload their computations onto edge servers, enabling them to benefit from low-latency computing services. Both cloud service providers and…

Neural and Evolutionary Computing · Computer Science 2023-12-08 Yanheng Guo , Yan Zhang , Linjie Wu , Mengxia Li , Xingjuan Cai , Jinjun Chen

In mobile edge computing (MEC) systems, edge service caching refers to pre-storing the necessary programs for executing computation tasks at MEC servers. At resource-constrained edge servers, service caching placement is in general a…

Networking and Internet Architecture · Computer Science 2020-04-15 Suzhi Bi , Liang Huang , Ying-Jun Angela Zhang

With the advent of 5G networks and the rise of the Internet of Things (IoT), Content Delivery Networks (CDNs) are increasingly extending into the network edge. This shift introduces unique challenges, particularly due to the limited cache…

Networking and Internet Architecture · Computer Science 2024-04-05 Hoda Torabi , Hamzeh Khazaei , Marin Litoiu

The success of deep neural networks (DNNs) is heavily dependent on computational resources. While DNNs are often employed on cloud servers, there is a growing need to operate DNNs on edge devices. Edge devices are typically limited in their…

Machine Learning · Computer Science 2022-06-08 May Malka , Erez Farhan , Hai Morgenstern , Nir Shlezinger

An emerging trend of next generation communication systems is to provide network edges with additional capabilities such as additional storage resources in the form of caches to reduce file delivery latency. To investigate this aspect, we…

Information Theory · Computer Science 2017-11-08 Jaber Kakar , Alaa Alameer , Anas Chaaban , Aydin Sezgin , Arogyaswami Paulraj

Non-Terrestrial Networks (NTN) have emerged as a key enabler to fully realize the vision of integrated, intelligent, and ubiquitous connectivity in 6G systems. However, several operational challenges, including severe Doppler effects,…

Information Theory · Computer Science 2026-04-14 Muhammad Ali Jamshed , Rohit Singh , Malik Muhammad Saad , Aryan Kaushik , Wonjae Shin , Miguel Dajer , Alain Mourad

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…

Signal Processing · Electrical Eng. & Systems 2023-05-04 Francesco Binucci , Paolo Banelli , Paolo Di Lorenzo , Sergio Barbarossa

Sixth-generation (6G) communication systems are expected to support direct-to-device (D2D) connectivity, enabling standard user equipment (UE) to seamlessly transition to non-terrestrial network (NTN), particularly satellite communication…

Networking and Internet Architecture · Computer Science 2026-03-31 Muhammad Asad Ullah , Davi Brilhante , Luís Eduardo Partichelli Potrich , José Suárez-Varela , Paul Almasan , Charles Cleary , Vadim Kramar

Mobile edge computing mitigates the shortcomings of cloud computing caused by unpredictable wide-area network latency and serves as a critical enabling technology for the Industrial Internet of Things (IIoT). Unlike cloud computing, mobile…

Performance · Computer Science 2025-05-06 Yang Li , Xing Zhang , Yukun Sun , Wenbo Wang , Bo Lei

Mobile Edge Computing (MEC) has emerged as a solution to the high latency and suboptimal Quality of Experience (QoE) associated with Mobile Cloud Computing (MCC). By processing data near the source, MEC reduces the need to send information…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-30 Sohaib Ahmed , Hassan Khalid , Muhammad Hamza , Danyal Farhat

On the one hand, Reconfigurable Intelligent Surfaces (RISs) emerge as a promising solution to meet the demand for higher data rates, improved coverage, and efficient spectrum utilization. On the other hand, Non-Terrestrial Networks (NTNs)…

Information Theory · Computer Science 2023-10-26 Muhammad Ali Jamshed , Aryan Kaushik , Mesut Toka , Wonjae Shin , Muhammad Zeeshan Shakir , Soumya P. Dash , Davide Dardari

Real-time applications in the next generation networks often rely upon offloading the computational task to a \textit{nearby} server to achieve ultra-low latency. Augmented reality applications for instance have strict latency requirements…

Networking and Internet Architecture · Computer Science 2018-11-29 Sumit Maheshwari , Dipankar Raychaudhuri

Resource management is the principal factor to fully utilize the potential of Edge/Fog computing to execute real-time and critical IoT applications. Although some resource management frameworks exist, the majority are not designed based on…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-11 Zhiyu Wang , Mohammad Goudarzi , Jagannath Aryal , Rajkumar Buyya

Mobile edge computing (MEC) and terahertz (THz)enabled unmanned aerial vehicle (UAV) communication systems are gaining significant attention for improving user service delays in future mobile networks. This article introduces a novel…

Signal Processing · Electrical Eng. & Systems 2024-07-02 Heekang Song , Hyowoon Seo , Wan Choi

Deep Neural Network (DNN) applications with edge computing presents a trade-off between responsiveness and computational resources. On one hand, edge computing can provide high responsiveness deploying computational resources close to end…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-29 Roberto G. Pacheco , Rodrigo S. Couto

Deployment of dynamic neural networks on edge accelerators requires careful consideration of hardware constraints beyond conventional complexity metrics such as Multiply-Accumulate operations. In Early-Exiting Neural Networks (EENN), exit…

Computational Complexity · Computer Science 2026-04-01 Alaa Zniber , Arne Symons , Ouassim Karrakchou , Marian Verhelst , Mounir Ghogho

Edge intelligence, a new paradigm to accelerate artificial intelligence (AI) applications by leveraging computing resources on the network edge, can be used to improve intelligent transportation systems (ITS). However, due to physical…

Systems and Control · Electrical Eng. & Systems 2022-01-14 Qiqi Ren , Omid Abbasi , Gunes Karabulut Kurt , Halim Yanikomeroglu , Jian Chen

While 5G delivers high quality services mostly in a two dimensional terrestrial area covering our planet's surface, with 6G we aim at a full exploitation of three dimensions. In this way, 6G includes all kinds of non-terrestrial networks.…

Networking and Internet Architecture · Computer Science 2022-06-24 Arled Papa , Jörg von Mankowski , Hansini Vijayaraghavan , Babak Mafakheri , Leonardo Goratti , Wolfgang Kellerer