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The number of Internet of Things (IoT) applications, especially latency-sensitive ones, have been significantly increased. So, Cloud computing, as one of the main enablers of the IoT that offers centralized services, cannot solely satisfy…

分布式、并行与集群计算 · 计算机科学 2023-08-08 Wuji Zhu , Mohammad Goudarzi , Rajkumar Buyya

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

With the rapid increase in the Internet of Things (IoT), the amount of data produced and processed is also increased. Cloud Computing facilitates the storage, processing, and analysis of data as needed. However, cloud computing devices are…

分布式、并行与集群计算 · 计算机科学 2023-12-21 Faiza Ishaq , Humaira Ashraf , Nz Jhanjhi

As billions of devices get connected to the Internet, it will not be sustainable to use the cloud as a centralised server. The way forward is to decentralise computations away from the cloud towards the edge of the network closer to the…

分布式、并行与集群计算 · 计算机科学 2017-01-20 Blesson Varghese , Nan Wang , Dimitrios S. Nikolopoulos , Rajkumar Buyya

Emerging technologies that generate a huge amount of data such as the Internet of Things (IoT) services need latency aware computing platforms to support time-critical applications. Due to the on-demand services and scalability features of…

分布式、并行与集群计算 · 计算机科学 2020-12-24 Ranesh Kumar Naha , Saurabh Garg , Andrew Chan

In recent years, the number of Internet of Things (IoT) devices/sensors has increased to a great extent. To support the computational demand of real-time latency-sensitive applications of largely geo-distributed IoT devices/sensors, a new…

分布式、并行与集群计算 · 计算机科学 2017-10-24 Redowan Mahmud , Ramamohanarao Kotagiri , Rajkumar Buyya

Fog computing envisions that deploying services of an application across resources in the cloud and those located at the edge of the network may improve the overall performance of the application when compared to running the application on…

分布式、并行与集群计算 · 计算机科学 2019-07-26 Jonathan McChesney , Nan Wang , Ashish Tanwer , Eyal de Lara , Blesson Varghese

Reducing latency in the Internet of Things (IoT) is a critical concern. While cloud computing facilitates communication, it falls short of meeting real-time requirements reliably. Edge and fog computing have emerged as viable solutions by…

网络与互联网体系结构 · 计算机科学 2025-07-17 Soheil Mahdizadeh , Amir Mahdi Rasouli , Mohammad Pourashory , Sadra Galavani , Mohsen Ansari

The next generation of mobile networks, namely 5G, and the Internet of Things (IoT) have brought a large number of delay sensitive services. In this context Cloud services are migrating to the edge of the networks to reduce latency. The…

网络与互联网体系结构 · 计算机科学 2017-06-14 Nader Daneshfar , Nikolaos Pappas , Valentin Polishchuk , Vangelis Angelakis

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 2021-08-03 Mohammad Goudarzi , Qifan Deng , Rajkumar Buyya

The heterogeneous and distributed nature of the Internet of Things (IoT) is driving the need for extremely fast and fine-grained service provisioning in 5/5+G architectures and beyond. To meet these needs, it is critical to enable efficient…

网络与互联网体系结构 · 计算机科学 2018-03-05 Mays AL-Naday , Martin J. Reed , Janne Riihijärvi , Dirk Trossen , Nikolaos Thomos , Mohammed Q. S. Al-Khalidi

Serverless computing is becoming widely adopted among cloud providers, thus making increasingly popular the Function-as-a-Service (FaaS) programming model, where the developers realize services by packaging sequences of stateless function…

网络与互联网体系结构 · 计算机科学 2021-10-22 Claudio Cicconetti , Marco Conti , Andrea Passarella

The Internet of Things (IoT) is offering unprecedented observational data that are used for managing Smart City utilities. Edge and Fog gateway devices are an integral part of IoT deployments to acquire real-time data and enact controls.…

分布式、并行与集群计算 · 计算机科学 2019-05-10 Pushkara Ravindra , Aakash Khochare , Siva Prakash Reddy , Sarthak Sharma , Prateeksha Varshney , Yogesh Simmhan

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

The pervasiveness of "Internet-of-Things" in our daily life has led to a recent surge in fog computing, encompassing a collaboration of cloud computing and edge intelligence. To that effect, deep learning has been a major driving force…

机器学习 · 计算机科学 2020-05-25 Yinghan Long , Indranil Chakraborty , Kaushik Roy

Prior to the advent of the cloud, storage and processing services were accommodated by specialized hardware, however, this approach introduced a number of challenges in terms of scalability, energy efficiency, and cost. Then came the…

网络与互联网体系结构 · 计算机科学 2020-08-11 Barzan A. Yosuf , Amal A. Alahmadi , T. E. H. El-Gorashi , Jaafar M. H. Elmirghani

Fog computing promises to enable machine learning tasks to scale to large amounts of data by distributing processing across connected devices. Two key challenges to achieving this goal are heterogeneity in devices compute resources and…

分布式、并行与集群计算 · 计算机科学 2021-04-23 Su Wang , Yichen Ruan , Yuwei Tu , Satyavrat Wagle , Christopher G. Brinton , Carlee Joe-Wong

In IoT data processing, cloud computing alone does not suffice due to latency constraints, bandwidth limitations, and privacy concerns. By introducing intermediary nodes closer to the edge of the network that offer compute services in…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Tobias Pfandzelter , Jonathan Hasenburg , David Bermbach

Fog computing significantly enhances the efficiency of IoT applications by providing computation, storage, and networking resources at the edge of the network. In this paper, we propose a federated fog computing framework designed to…

分布式、并行与集群计算 · 计算机科学 2025-06-17 Syed Sarmad Shah , Anas Ali

Cloud computing has demonstrated itself to be a scalable and cost-efficient solution for many real-world applications. However, its modus operandi is not ideally suited to resource-constrained environments that are characterized by limited…

分布式、并行与集群计算 · 计算机科学 2017-03-02 Yehia Elkhatib , Barry Porter , Heverson B. Ribeiro , Mohamed Faten Zhani , Junaid Qadir , Etienne Riviere