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Cloud computing (CC) is a centralized computing paradigm that accumulates resources centrally and provides these resources to users through Internet. Although CC holds a large number of resources, it may not be acceptable by real-time…

分布式、并行与集群计算 · 计算机科学 2020-07-29 Muhammad Asim , Yong Wang , Kezhi Wang , Pei-Qiu Huang

Edge computing has been getting a momentum with ever-increasing data at the edge of the network. In particular, huge amounts of video data and their real-time processing requirements have been increasingly hindering the traditional cloud…

分布式、并行与集群计算 · 计算机科学 2023-03-28 Miao Hu , Zhenxiao Luo , Amirmohammad Pasdar , Young Choon Lee , Yipeng Zhou , Di Wu

Cloud computing has grown to become a popular distributed computing service offered by commercial providers. More recently, Edge and Fog computing resources have emerged on the wide-area network as part of Internet of Things (IoT)…

分布式、并行与集群计算 · 计算机科学 2020-06-16 Prateeksha Varshney , Yogesh Simmhan

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 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

In recent years, the landscape of computing paradigms has witnessed a gradual yet remarkable shift from monolithic computing to distributed and decentralized paradigms such as Internet of Things (IoT), Edge, Fog, Cloud, and Serverless. The…

分布式、并行与集群计算 · 计算机科学 2023-04-18 Shreshth Tuli , Fatemeh Mirhakimi , Samodha Pallewatta , Syed Zawad , Giuliano Casale , Bahman Javadi , Feng Yan , Rajkumar Buyya , Nicholas R. Jennings

Confidential computing has gained prominence due to the escalating volume of data-driven applications (e.g., machine learning and big data) and the acute desire for secure processing of sensitive data, particularly, across distributed…

分布式、并行与集群计算 · 计算机科学 2023-08-01 SM Zobaed , Mohsen Amini Salehi

Mobile devices supporting the "Internet of Things" (IoT), often have limited capabilities in computation, battery energy, and storage space, especially to support resource-intensive applications involving virtual reality (VR), augmented…

网络与互联网体系结构 · 计算机科学 2018-06-19 Jianyu Wang , Jianli Pan , Flavio Esposito , Prasad Calyam , Zhicheng Yang , Prasant Mohapatra

This paper examines the workload distribution challenges in centralized cloud systems and demonstrates how Hybrid Edge Cloud (HEC) [1] mitigates these inefficiencies. Workloads in cloud environments often follow a Pareto distribution, where…

分布式、并行与集群计算 · 计算机科学 2025-01-30 Siavash Alamouti

A vast and growing number of IoT applications connect physical devices, such as scientific instruments, technical equipment, machines, and cameras, across heterogenous infrastructure from the edge to the cloud to provide responsive,…

分布式、并行与集群计算 · 计算机科学 2021-04-09 Andre Luckow , Kartik Rattan , Shantenu Jha

There is an increasing interest in extending traditional cloud-native technologies, such as Kubernetes, outside the data center to build a continuum towards the edge and between. However, traditional resource orchestration algorithms do not…

分布式、并行与集群计算 · 计算机科学 2023-01-27 Samuel Rac , Rajarshi Sanyal , Mats Brorsson

In the ever-evolving landscape of computing, the advent of edge and fog computing has revolutionized data processing by bringing it closer to end-users. While cloud computing offers numerous advantages, including mobility, flexibility and…

网络与互联网体系结构 · 计算机科学 2024-12-03 Miguel Mota-Cruz , João H Santos , José F Macedo , Karima Velasquez , David Perez Abreu

The edge of the network has the potential to host services for supporting a variety of user applications, ranging in complexity from data preprocessing, image and video rendering, and interactive gaming, to embedded systems in autonomous…

分布式、并行与集群计算 · 计算机科学 2018-12-05 Blesson Varghese , Massimo Villari , Omer Rana , Philip James , Tejal Shal , Maria Fazio , Rajiv Ranjan

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 computing has been developed to utilize multiple tiers of resources for privacy, cost and Quality of Service (QoS) reasons. Edge workloads have the characteristics of data-driven and latency-sensitive. Because of this, edge systems…

分布式、并行与集群计算 · 计算机科学 2020-10-28 Qirui Yang , Runyu Jin , Nabil Gandhi , Xiongzi Ge , Hoda Aghaei Khouzani , Ming Zhao

Code offloading is promising to accelerate mobile applications and save energy of mobile devices by shifting some computation to cloud. However, existing code offloading systems suffer from a long communication delay between mobile devices…

分布式、并行与集群计算 · 计算机科学 2018-07-02 Li Lin , Xiaofei Liao

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

Edge computing is an emerging technology which places computing at the edge of the network to provide an ultra-low latency. Computation offloading, a paradigm that migrates computing from mobile devices to remote servers, can now use the…

分布式、并行与集群计算 · 计算机科学 2019-02-13 Li Lin , Peng Li , Jinbo Xiong , Mingwei Lin

Recent advancements in technology now allow for the generation of massive quantities of data. There is a growing need to transmit this data faster and more securely such that it cannot be accessed by malicious individuals. Edge computing…

计算机与社会 · 计算机科学 2021-12-03 Rushit Dave , Naeem Seliya , Nyle Siddiqui

-Information Technology (IT) shaped the success of organizations, giving them a solid foundation that increases both their level of efficiency as well as productivity. The computing industry is witnessing a paradigm shift in the way…

计算机与社会 · 计算机科学 2012-09-28 Heru Susanto , Mohammad Nabil Almunawar , Chen Chin Kang