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The huge amount of data generated by the Internet of things (IoT) devices needs the computational power and storage capacity provided by cloud, edge, and fog computing paradigms. Each of these computing paradigms has its own pros and cons.…

网络与互联网体系结构 · 计算机科学 2022-02-23 Binayak Kar , Widhi Yahya , Ying-Dar Lin , Asad Ali

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

Internet of Things (IoT) is leading to the pervasive availability of streaming data about the physical world, coupled with edge computing infrastructure deployed as part of smart cities and 5G rollout. These constrained, less reliable but…

分布式、并行与集群计算 · 计算机科学 2022-03-28 Prateeksha Varshney , Shriram Ramesh , Shayal Chhabra , Aakash Khochare , Yogesh Simmhan

As edge and fog computing become central to modern distributed systems, there's growing interest in combining serverless architectures with privacy-preserving machine learning techniques like federated learning (FL). However, current…

分布式、并行与集群计算 · 计算机科学 2025-07-08 Somayeh Sobati-M

The ever-increasing growth in the number of connected smart devices and various Internet of Things (IoT) verticals is leading to a crucial challenge of handling massive amount of raw data generated from distributed IoT systems and providing…

网络与互联网体系结构 · 计算机科学 2019-08-01 Ali Alnoman , Shree Krishna Sharma , Waleed Ejaz , Alagan Anpalagan

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 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

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

Edge caching via the placement of distributed storages throughout the network is a promising solution to reduce latency and network costs of content delivery. With the advent of the upcoming 5G future, billions of F-RAN (Fog-Radio Access…

网络与互联网体系结构 · 计算机科学 2020-10-22 Khushal Sethi , Manan Suri

Stateful applications and virtualized network functions (VNFs) can benefit from state externalization to increase their reliability, scalability, and inter-operability. To keep and share the externalized state, distributed data stores…

分布式、并行与集群计算 · 计算机科学 2017-09-25 Ruben Mayer , Harshit Gupta , Enrique Saurez , Umakishore Ramachandran

Edge computing moves the computation closer to the data and the data closer to the user to overcome the high latency communication of cloud computing. Storage at the edge allows data access with high speeds that enable latency-sensitive…

分布式、并行与集群计算 · 计算机科学 2020-06-30 Karim Sonbol , Öznur Özkasap , Ibrahim Al-Oqily , Moayad Aloqaily

The Internet of Things (IoT) requires a new processing paradigm that inherits the scalability of the cloud while minimizing network latency using resources closer to the network edge. Building up such flexibility within the edge-to-cloud…

分布式、并行与集群计算 · 计算机科学 2021-04-26 Zeinab Nezami , Kamran Zamanifar , Karim Djemame , Evangelos Pournaras

Fog computing extends cloud computing technology to the edge of the infrastructure to let IoT applications access objects' data with reduced latency, location awareness and dynamic computation. By displacing workloads from the central cloud…

网络与互联网体系结构 · 计算机科学 2018-10-11 Francescomaria Faticanti , Francesco De Pellegrini , Domenico Siracusa , Daniele Santoro , Silvio Cretti

Edge computing is a fast-growing computing paradigm where data is processed at the local site where it is generated, close to the end-devices. This can benefit a set of disruptive applications like autonomous driving, augmented reality, and…

分布式、并行与集群计算 · 计算机科学 2021-11-30 Giulia Frascaria , Animesh Trivedi , Lin Wang

The Internet of Things needs for computing power and storage are expected to remain on the rise in the next decade. Consequently, the amount of data generated by devices at the edge of the network will also grow. While cloud computing has…

The exponential growth of Internet of Things (IoT) devices has intensified the demand for efficient and responsive services. To address this demand, fog and edge computing have emerged as distributed paradigms that bring computational…

分布式、并行与集群计算 · 计算机科学 2025-12-05 Ali Akbar Vali , Sadoon Azizi , Mohammad Shojafar , Rajkumar Buyya

Industry 4.0 becomes possible through the convergence between Operational and Information Technologies. All the requirements to realize the convergence is integrated on the Fog Platform. Fog Platform is introduced between the cloud server…

分布式、并行与集群计算 · 计算机科学 2019-06-27 Jia Qian , Sayantan Sengupta , Lars Kai Hansen

To address the increased latency, network load and compromised privacy issues associated with the Cloud-centric IoT applications, fog computing has emerged. Fog computing utilizes the proximal computational and storage devices, for sensor…

分布式、并行与集群计算 · 计算机科学 2024-07-12 Satish Narayana Srirama

With the rapid growth of the Internet of Things (IoT) and a wide range of mobile devices, the conventional cloud computing paradigm faces significant challenges (high latency, bandwidth cost, etc.). Motivated by those constraints and…

分布式、并行与集群计算 · 计算机科学 2022-11-04 Thong Vo , Pranjal Dave , Gaurav Bajpai , Rasha Kashef

Internet of Things (IoT) applications have seen a phenomenal growth with estimates of growing to a 25 Billion dollar industry by 2020. With the scale of IoT applications growing and stricter requirements on latency, edge computing has…

分布式、并行与集群计算 · 计算机科学 2018-05-08 Shadi A. Noghabi , Jack Kolb , Peter Bodik , Eduardo Cuervo
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