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Edge computing has become a very popular service that enables mobile devices to run complex tasks with the help of network-based computing resources. However, edge clouds are often resource-constrained, which makes resource allocation a…

分布式、并行与集群计算 · 计算机科学 2024-04-02 Caroline Rublein , Fidan Mehmeti , Mark Mahon , Thomas F. La Porta

Mobile edge computing seeks to provide resources to different delay-sensitive applications. This is a challenging problem as an edge cloud-service provider may not have sufficient resources to satisfy all resource requests. Furthermore,…

网络与互联网体系结构 · 计算机科学 2020-01-03 Faheem Zafari , Kin K. Leung , Don Towsley , Prithwish Basu , Ananthram Swami , Jian Li

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

Multi-access edge computing (MEC) technology is a promising solution to assist power-constrained IoT devices by providing additional computing resources for time-sensitive tasks. In this paper, we consider the problem of optimal task…

信息论 · 计算机科学 2025-02-03 Shubham Aggarwal , Muhammad Aneeq uz Zaman , Melih Bastopcu , Sennur Ulukus , Tamer Başar

In recent years, there is an emerging trend that some computing services are moving from cloud to the edge of the networks. Compared to cloud computing, edge computing can provide services with faster response, lower expense, and more…

分布式、并行与集群计算 · 计算机科学 2020-06-30 Jinyue Song , Tianbo Gu , Yunjie Ge , Prasant Mohapatra

Facing the trend of merging wireless communications and multi-access edge computing (MEC), this article studies computation offloading in the beyond fifth-generation networks. To address the technical challenges originating from the…

分布式、并行与集群计算 · 计算机科学 2020-07-17 Xianfu Chen , Celimuge Wu , Zhi Liu , Ning Zhang , Yusheng Ji

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…

分布式、并行与集群计算 · 计算机科学 2021-01-29 Roberto G. Pacheco , Rodrigo S. Couto

Software-Defined Networking (SDN) is an evolutionary networking paradigm which has been adopted by large network and cloud providers, among which are Tech Giants. However, embracing a new and futuristic paradigm as an alternative to…

网络与互联网体系结构 · 计算机科学 2021-03-31 Sajad Khorsandroo , Adrian Gallego Sanchez , Ali Saman Tosun , Jose' Manuel Arco Rodriguez , Roberto Doriguzzi-Corin

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…

分布式、并行与集群计算 · 计算机科学 2024-04-30 Sohaib Ahmed , Hassan Khalid , Muhammad Hamza , Danyal Farhat

Fog computing is a promising architecture to provide economic and low latency data services for future Internet of things (IoT)-based network systems. It relies on a set of low-power fog nodes that are close to the end users to offload the…

计算机科学与博弈论 · 计算机科学 2017-01-17 Huaqing Zhang , Yong Xiao , Shengrong Bu , Dusit Niyato , Richard Yu , Zhu Han

Recently, coded distributed computing (CDC), with advantages in intensive computation and reduced latency, has attracted a lot of research interest for edge computing, in particular, IoT applications, including IoT data pre-processing and…

分布式、并行与集群计算 · 计算机科学 2021-09-29 Yue Han , Dusit Niyato , Cyril Leung , Chunyan Miao , Dong In Kim

Deep neural networks (DNNs) sustain high performance in today's data processing applications. DNN inference is resource-intensive thus is difficult to fit into a mobile device. An alternative is to offload the DNN inference to a cloud…

分布式、并行与集群计算 · 计算机科学 2021-01-18 Beibei Zhang , Tian Xiang , Hongxuan Zhang , Te Li , Shiqiang Zhu , Jianjun Gu

The growing adoption of edge computing has created an increasing need for workloads capable of operating under strict resource and energy constraints. Neuromorphic computing, and spiking neural networks (SNNs) in particular, offers an…

分布式、并行与集群计算 · 计算机科学 2026-05-18 Huyen Pham , Bilhanan Silverajan

Recent advances in artificial intelligence have driven increasing intelligent applications at the network edge, such as smart home, smart factory, and smart city. To deploy computationally intensive Deep Neural Networks (DNNs) on…

网络与互联网体系结构 · 计算机科学 2020-12-08 Liekang Zeng , Xu Chen , Zhi Zhou , Lei Yang , Junshan 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

Distributed software-defined networks (SDN), consisting of multiple inter-connected network domains, each managed by one SDN controller, is an emerging networking architecture that offers balanced centralized control and distributed…

分布式、并行与集群计算 · 计算机科学 2017-12-13 Ziyao Zhang , Liang Ma , Kin K. Leung , Franck Le , Sastry Kompella , Leandros Tassiulas

We present an architecture for the provision of video Content Delivery Network (CDN) functionality as a service over a multi-domain cloud. We introduce the concept of a CDN slice, that is, a CDN service instance which is created upon a…

网络与互联网体系结构 · 计算机科学 2022-01-12 T. Taleb , P. A. Frangoudis , I. Benkacem , A. Ksentini

The growing demand for edge computing resources, particularly due to increasing popularity of Internet of Things (IoT), and distributed machine/deep learning applications poses a significant challenge. On the one hand, certain edge service…

计算机科学与博弈论 · 计算机科学 2024-10-30 Faheem Zafari , Prithwish Basu , Kin K. Leung , Jian Li , Ananthram Swami , Don Towsley

This paper presents a distributed resource selection mechanism for diverse cloud-edge environments, enabling dynamic and context-aware allocation of resources to meet the demands of complex distributed applications. By distributing the…

分布式、并行与集群计算 · 计算机科学 2025-10-10 Quentin Renau , Amjad Ullah , Emma Hart

The importance of cloud computing has grown over the last years, which resulted in a significant increase of Data Center (DC) network requirements. Virtualisation is one of the key drivers of that transformation and enables a massive…

密码学与安全 · 计算机科学 2023-04-13 Igor Ivkić , Dominik Thiede , Nicholas Race , Matthew Broadbent , Antonios Gouglidis