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Existing works on task offloading in mobile edge computing (MEC) networks often assume a task is executed once at a single edge node (EN). Downloading the computed result from the EN back to the mobile user may suffer long delay if the…

信息论 · 计算机科学 2020-04-02 Kuikui Li , Meixia Tao , Zhiyong Chen

The concept of edge caching provision in emerging 5G and beyond mobile networks is a promising method to deal both with the traffic congestion problem in the core network as well as reducing latency to access popular content. In that…

网络与互联网体系结构 · 计算机科学 2023-11-15 Yantong Wang , Vasilis Friderikos

Recent trends in robotic services propose offloading robot functionalities to the Edge to meet the strict latency requirements of networked robotics. However, the Edge is typically an expensive resource and sometimes the Cloud is also an…

机器人学 · 计算机科学 2023-02-15 Khasa Gillani , Jorge Martín Pérez , Milan Groshev , Antonio de la Oliva , Robert Gazda

Mobile edge computing (MEC) has been considered as a promising technique for internet of things (IoT). By deploying edge servers at the proximity of devices, it is expected to provide services and process data at a relatively low delay by…

网络与互联网体系结构 · 计算机科学 2020-04-30 Shuo Wan , Jiaxun Lu , Pingyi Fan , Khaled B. Letaief

Deep-learning-based intelligent services have become prevalent in cyber-physical applications including smart cities and health-care. Deploying deep-learning-based intelligence near the end-user enhances privacy protection, responsiveness,…

By pushing computation, cache, and network control to the edge, mobile edge computing (MEC) is expected to play a leading role in fifth generation (5G) and future sixth generation (6G). Nevertheless, facing ubiquitous fast-growing…

网络与互联网体系结构 · 计算机科学 2021-01-21 Zhen Qin , Hai Wang , Yuben Qu , Haipeng Dai , Zhenhua Wei

In contrast to its predecessors, 5G supports a wide range of commercial, industrial, and critical infrastructure scenarios. One key feature of 5G, ultra-reliable low latency communication, is particularly appealing to such scenarios for its…

网络与互联网体系结构 · 计算机科学 2025-05-13 Sotiris Michaelides , Jonathan Mucke , Martin Henze

This article provides an overview of mobile edge computing (MEC) and artificial intelligence (AI) and discusses the mutually-beneficial relationship between them. AI provides revolutionary solutions in nearly every important aspect of the…

信号处理 · 电气工程与系统科学 2020-05-08 Ahmed A. Al-habob , Octavia A. Dobre

Incorporating mobile edge computing (MEC) in the Internet of Things (IoT) enables resource-limited IoT devices to offload their computation tasks to a nearby edge server. In this paper, we investigate an IoT system assisted by the MEC…

系统与控制 · 电气工程与系统科学 2021-11-10 Xuming An , Rongfei Fan , Han Hu , Ning Zhang , Saman Atapattu , Theodoros A. Tsiftsis

The computing continuum extends the high-performance cloud data centers with energy-efficient and low-latency devices close to the data sources located at the edge of the network. However, the heterogeneity of the computing continuum raises…

分布式、并行与集群计算 · 计算机科学 2021-01-28 Dragi Kimovski , Roland Mathá , Josef Hammer , Narges Mehran , Hermann Hellwagner , Radu Prodan

Many cloud-based applications employ a data centre as a central server to process data that is generated by edge devices, such as smartphones, tablets and wearables. This model places ever increasing demands on communication and…

分布式、并行与集群计算 · 计算机科学 2016-09-08 Blesson Varghese , Nan Wang , Sakil Barbhuiya , Peter Kilpatrick , Dimitrios S. Nikolopoulos

Unmanned Aerial Vehicles (UAVs) became very popular in a vast number of applications in recent years, especially drones with computer vision functions enabled by on-board cameras and embedded systems. Many of them apply object detection…

信号处理 · 电气工程与系统科学 2020-01-15 Diego Dantas , Carnot Braun , Kaio Forte , Flavio Brito , Andrey Silva , Silvia Lins , Neiva Linder , Aldebaro Klautau

Mobile-edge computing (MEC) is an emerging paradigm to meet the ever-increasing computation demands from mobile applications. By offloading the computationally intensive workloads to the MEC server, the quality of computation experience,…

信息论 · 计算机科学 2016-11-17 Yuyi Mao , Jun Zhang , Khaled B. Letaief

As a key technology in the 5G era, Mobile Edge Computing (MEC) has developed rapidly in recent years. MEC aims to reduce the service delay of mobile users, while alleviating the processing pressure on the core network. MEC can be regarded…

分布式、并行与集群计算 · 计算机科学 2021-06-11 Minxian Xu , Qiheng Zhou , Huaming Wu , Weiwei Lin , Kejiang Ye , Chengzhong Xu

Edge computing enables Mobile Autonomous Systems (MASs) to execute continuous streams of heavy-duty mission-critical processing tasks, such as real-time obstacle detection and navigation. However, in practical applications, erratic patterns…

网络与互联网体系结构 · 计算机科学 2021-07-13 Davide Callegaro , Marco Levorato , Francesco Restuccia

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…

机器学习 · 计算机科学 2025-04-25 Yuelin Liu , Haiyuan Li , Xenofon Vasilakos , Rasheed Hussain , Dimitra Simeonidou

In recent years, cloud and edge architectures have gained tremendous focus for offloading computationally heavy applications. From machine learning and Internet of Thing (IOT) to industrial procedures and robotics, cloud computing have been…

机器人学 · 计算机科学 2023-02-01 Achilleas Santi Seisa , Sumeet Gajanan Satpute , George Nikolakopoulos

Collaborative edge computing (CEC) is an emerging paradigm for heterogeneous devices to collaborate on edge computation jobs. For congestible links and computing units, delay-optimal forwarding and offloading for service chain tasks (e.g.,…

分布式、并行与集群计算 · 计算机科学 2023-12-12 Jinkun Zhang , Edmund Yeh

Incorporating mobile edge computing (MEC) in Internet of Things (IoT) enables resource-limited IoT devices to offload their computation tasks to a nearby edge server. In this paper, we investigate an IoT system assisted by the MEC technique…

信息论 · 计算机科学 2021-12-30 Xuming An , Rongfei Fan , Han Hu , Ning Zhang , Saman Atapattu , Theodoros A. Tsiftsis

In this paper, we consider the mobile edge offloading scenario consisting of one mobile device (MD) with multiple independent tasks and various remote edge devices. In order to save energy, the user's device can offload the tasks to…

信号处理 · 电气工程与系统科学 2019-10-11 Minh Hoang Ly , Thinh Quang Dinh , Ha Hoang Kha
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