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相关论文: EdgeBench: Benchmarking Edge Computing Platforms

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The Internet of Things (IoT) has become the forefront of bridging different technologies together. It brings rise to online computational services that make mundane tasks convenient. However, the volume of devices connecting to the network…

网络与互联网体系结构 · 计算机科学 2019-10-18 Marc Jayson Baucas , Petros Spachos

Edge computing is an emerging paradigm to enable low-latency applications, like mobile augmented reality, because it takes the computation on processing devices that are closer to the users. On the other hand, the need for highly scalable…

分布式、并行与集群计算 · 计算机科学 2021-09-21 Claudio Cicconetti , Marco Conti , Andrea Passarella

Edge computing addresses critical limitations of cloud computing such as high latency and network congestion by decentralizing processing from cloud to the edge. However, the need for software replication across heterogeneous edge devices…

性能 · 计算机科学 2025-05-09 Ragini Gupta , Klara Nahrstedt

The demand for smartness in embedded systems has been mounting up drastically in the past few years. Embedded system today must address the fundamental challenges introduced by cloud computing and artificial intelligence. KubeEdge [1] is an…

分布式、并行与集群计算 · 计算机科学 2020-07-21 Sean Wang , Yuxiao Hu , Jason Wu

Edge computing seeks to enable applications with strict latency requirements by utilizing compute resources deployed closer to the users. The diverse, dynamic, and constrained nature of edge infrastructures necessitates a flexible…

分布式、并行与集群计算 · 计算机科学 2022-07-05 Giovanni Bartolomeo , Mehdi Yosofie , Simon Bäurle , Oliver Haluszczynski , Nitinder Mohan , Jörg Ott

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

Edge computing is promoted to meet increasing performance needs of data-driven services using computational and storage resources close to the end devices, at the edge of the current network. To achieve higher performance in this new…

分布式、并行与集群计算 · 计算机科学 2018-04-20 Klervie Toczé , Simin Nadjm-Tehrani

Along with the rapid developments in communication technologies and the surge in the use of mobile devices, a brand-new computation paradigm, Edge Computing, is surging in popularity. Meanwhile, Artificial Intelligence (AI) applications are…

网络与互联网体系结构 · 计算机科学 2020-05-20 Shuiguang Deng , Hailiang Zhao , Weijia Fang , Jianwei Yin , Schahram Dustdar , Albert Y. Zomaya

An increasing amount of data is being injected into the network from IoT (Internet of Things) applications. Many of these applications, developed to improve society's quality of life, are latency-critical and inject large amounts of data…

分布式、并行与集群计算 · 计算机科学 2024-05-13 Patricia Arroba , Rajkumar Buyya , Román Cárdenas , José L. Risco-Martín , José M. Moya

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

After the advent of the Internet of Things and 5G networks, edge computing became the center of attraction. The tasks demanding high computation are generally offloaded to the cloud since the edge is resource-limited. The Edge Cloud is a…

分布式、并行与集群计算 · 计算机科学 2025-10-21 Hassan Asghar , Eun-Sung Jung

Thanks to the latest advances in containerization, the serverless edge computing model is becoming close to reality. Serverless at the edge is expected to enable low latency applications with fast autoscaling mechanisms, all running on…

网络与互联网体系结构 · 计算机科学 2022-08-18 Francisco Carpio , Marc Michalke , Admela Jukan

In an IoP environment, edge computing has been proposed to address the problems of resource limitations of edge devices such as smartphones as well as the high-latency, user privacy exposure and network bottleneck that the cloud computing…

分布式、并行与集群计算 · 计算机科学 2020-11-03 Khaled Alanezi , Shivakant Mishra

Resource-constrained IoT devices, such as sensors and actuators, have become ubiquitous in recent years. This has led to the generation of large quantities of data in real-time, which is an appealing target for AI systems. However,…

Cloud computing has become the cornerstone of modern IT infrastructure, offering a wide range of general-purpose instances optimized for diverse workloads. This paper provides a comparative analysis of cost and performance for…

分布式、并行与集群计算 · 计算机科学 2024-12-05 Jay Tharwani , Arnab A Purkayastha

Infrastructure as a Service (IaaS) clouds have become the predominant underlying infrastructure for the operation of modern and smart technology. IaaS clouds have proven to be useful for multiple reasons such as reduced costs, increased…

分布式、并行与集群计算 · 计算机科学 2025-01-13 Nivedhitha Duggi , Masoud Rafiei , Mohsen Amini Salehi

With the breakthroughs in deep learning, the recent years have witnessed a booming of artificial intelligence (AI) applications and services, spanning from personal assistant to recommendation systems to video/audio surveillance. More…

分布式、并行与集群计算 · 计算机科学 2019-05-27 Zhi Zhou , Xu Chen , En Li , Liekang Zeng , Ke Luo , Junshan Zhang

Edge computing and artificial intelligence (AI), especially deep learning for nowadays, are gradually intersecting to build a novel system, called edge intelligence. However, the development of edge intelligence systems encounters some…

机器学习 · 计算机科学 2021-12-07 Di Liu , Hao Kong , Xiangzhong Luo , Weichen Liu , Ravi Subramaniam

We analyze a recently published dataset of 396 real-world cloud architectures deployed on AWS, from companies belonging to a wide range of industries. From this dataset, we identify those architectures that contain HPC or edge components…

分布式、并行与集群计算 · 计算机科学 2025-08-05 Steven Santillan , Cristina L. Abad

Edge/Fog computing is a novel computing paradigm that provides resource-limited Internet of Things (IoT) devices with scalable computing and storage resources. Compared to cloud computing, edge/fog servers have fewer resources, but they can…

分布式、并行与集群计算 · 计算机科学 2021-08-10 Qifan Deng , Rajkumar Buyya