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Mobile Edge Computing (MEC) pushes computing functionalities away from the centralized cloud to the network edge, thereby meeting the latency requirements of many emerging mobile applications and saving backhaul network bandwidth. Although…

分布式、并行与集群计算 · 计算机科学 2018-01-19 Jie Xu , Lixing Chen , Pan Zhou

Mobile edge computing and fog computing are promising techniques providing computation service closer to users to achieve lower latency. In this work, we study the optimal offloading strategy in the three-tier federated computation…

网络与互联网体系结构 · 计算机科学 2021-07-13 Ren-Hung Hwang , Yuan-Cheng Lai , Ying-Dar Lin

Multiple access mobile edge computing is an emerging technique to bring computation resources close to end mobile users. By deploying edge servers at WiFi access points or cellular base stations, the computation capabilities of mobile users…

分布式、并行与集群计算 · 计算机科学 2018-11-12 Xin Long , Jigang Wu , Long Chen

An increasing number of mobile applications rely on Machine Learning (ML) routines for analyzing data. Executing such tasks at the user devices saves the energy spent on transmitting and processing large data volumes at distant…

网络与互联网体系结构 · 计算机科学 2022-01-11 Apostolos Galanopoulos , George Iosifidis , Theodoros Salonidis , Douglas J. Leith

In the realm of mobile edge computing (MEC), efficient computation task offloading plays a pivotal role in ensuring a seamless quality of experience (QoE) for users. Maintaining a high QoE is paramount in today's interconnected world, where…

网络与互联网体系结构 · 计算机科学 2025-09-29 Iman Rahmaty , Hamed Shah-Mansouri , Ali Movaghar

Autonomous Vehicles (AVs) generated a plethora of data prior to support various vehicle applications. Thus, a big storage and high computation platform is necessary, and this is possible with the presence of Cloud Computing (CC). However,…

网络与互联网体系结构 · 计算机科学 2019-12-18 Rudzidatul Akmam Dziyauddin , Dusit Niyato , Nguyen Cong Luong , Mohd Azri Mohd Izhar , Marwan Hadhari , Salwani Daud

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

The mobile edge computing (MEC) has been introduced for providing computing capabilities at the edge of networks to improve the latency performance of wireless networks. In this paper, we provide the novel framework for MEC-enabled…

信息论 · 计算机科学 2020-02-11 Chanwon Park , Jemin Lee

Edge computing is a promising computing paradigm for pushing the cloud service to the network edge. To this end, edge infrastructure providers (EIPs) need to bring computation and storage resources to the network edge and allow edge service…

网络与互联网体系结构 · 计算机科学 2020-03-30 Xiaofeng Cao , Guoming Tang , Deke Guo , Yan Li , Weiming Zhang

Edge Computing is a new distributed Cloud Computing paradigm in which computing and storage capabilities are pushed to the topological edge of a network. However, various standards and implementations are promoted by different initiatives.…

分布式、并行与集群计算 · 计算机科学 2020-01-13 Andrea Hamm , Alexander Willner , Ina Schieferdecker

Computation offloading at lower time and lower energy consumption is crucial for resource limited mobile devices. This paper proposes an offloading decision-making model using federated learning. Based on the task type and the user input,…

分布式、并行与集群计算 · 计算机科学 2025-12-16 Anwesha Mukherjee , Rajkumar Buyya

Multi-access edge computing (MEC) aims to extend cloud service to the network edge to reduce network traffic and service latency. A fundamental problem in MEC is how to efficiently offload heterogeneous tasks of mobile applications from…

分布式、并行与集群计算 · 计算机科学 2020-10-27 Jin Wang , Jia Hu , Geyong Min , Albert Y. Zomaya , Nektarios Georgalas

By executing offloaded tasks from mobile users, edge computing augments mobile user equipments (UEs) with computing/communications resources from edge nodes (ENs), enabling new services (e.g., real-time gaming). However, despite being more…

网络与互联网体系结构 · 计算机科学 2023-09-12 Thai T. Vu , Dinh Thai Hoang , Khoa T. Phan , Diep N. Nguyen , Eryk Dutkiewicz

Edge intelligent applications like VR/AR and language model based chatbots have become widespread with the rapid expansion of IoT and mobile devices. However, constrained edge devices often cannot serve the increasingly large and complex…

分布式、并行与集群计算 · 计算机科学 2025-10-28 Zongshun Zhang , Ibrahim Matta

With the proliferation of the Internet of Things (IoT) and the wide penetration of wireless networks, the surging demand for data communications and computing calls for the emerging edge computing paradigm. By moving the services and…

网络与互联网体系结构 · 计算机科学 2021-08-19 Quyuan Luo , Shihong Hu , Changle Li , Guanghui Li , Weisong Shi

The aim of this paper is to propose a computation offloading strategy for mobile edge computing. We exploit the concept of call graph, which models a generic computer program as a set of procedures related to each other through a weighted…

网络与互联网体系结构 · 计算机科学 2016-02-04 Paolo Di Lorenzo , Sergio Barbarossa , Stefania Sardellitti

Due to the ever-increasing popularity of resource-hungry and delay-constrained mobile applications, the computation and storage capabilities of remote cloud has partially migrated towards the mobile edge, giving rise to the concept known as…

计算机科学与博弈论 · 计算机科学 2017-11-27 Shermila Ranadheera , Setareh Maghsudi , Ekram Hossain

Edge computing offers the distinct advantage of harnessing compute capabilities on resources located at the edge of the network to run workloads of relatively weak user devices. This is achieved by offloading computationally intensive…

分布式、并行与集群计算 · 计算机科学 2021-03-09 Jason Kennedy , Blesson Varghese , Carlos Reaño

An edge computing environment features multiple edge servers and multiple service clients. In this environment, mobile service providers can offload client-side computation tasks from service clients' devices onto edge servers to reduce…

分布式、并行与集群计算 · 计算机科学 2019-03-13 Wei Du , Tao Lei , Qiang He , Wei Liu , Qiwang Lei , Hailiang Zhao , Wei Wang

Mobile edge computing is a new cloud computing paradigm which makes use of small-sized edge-clouds to provide real-time services to users. These mobile edge-clouds (MECs) are located in close proximity to users, thus enabling users to…

分布式、并行与集群计算 · 计算机科学 2017-02-10 Shiqiang Wang , Murtaza Zafer , Kin K. Leung