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Edge computing is a promising computing paradigm for pushing the cloud service to the network edge. To this end, edge infrastructure providers (EIPs) need to bring computation and storage resources to the network edge and allow edge service…

Networking and Internet Architecture · Computer Science 2020-03-30 Xiaofeng Cao , Guoming Tang , Deke Guo , Yan Li , Weiming Zhang

Edge computing as a promising technology provides lower latency, more efficient transmission, and faster speed of data processing since the edge servers are closer to the user devices. Each edge server with limited resources can offload…

Computer Science and Game Theory · Computer Science 2021-05-11 Houming Qiu , Kun Zhu , Nguyen Cong Luong , Changyan Yi , Dusit Niyato , Dong In Kim

Computational Grids, emerging as an infrastructure for next generation computing, enable the sharing, selection, and aggregation of geographically distributed resources for solving large-scale problems in science, engineering, and commerce.…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Rajkumar Buyya

Data communication in cloud-based distributed stream data analytics often involves a collection of parallel and pipelined TCP flows. As the standard TCP congestion control mechanism is designed for achieving "fairness" among competing flows…

Networking and Internet Architecture · Computer Science 2019-08-08 Walid Aljoby , Xin Wang , Tom Z. J. Fu , Richard T. B. Ma

The rapid growth of the Internet of Things (IoT) applications inflicts high requirements for computing resources and network bandwidth. A growing number of service providers are applying edge-cloud computing to improve the quality of their…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-05 Hafiz Faheem Shahid , Erkki Harjula

Fog computing extends the cloud computing paradigm by allocating substantial portions of computations and services towards the edge of a network, and is, therefore, particularly suitable for large-scale, geo-distributed, and data-intensive…

Signal Processing · Electrical Eng. & Systems 2019-12-03 Guangxia Li , Peilin Zhao , Xiao Lu , Jia Liu , Yulong Shen

Future AI applications require performance, reliability and privacy that the existing, cloud-dependant system architectures cannot provide. In this article, we study orchestration in the device-edge-cloud continuum, and focus on edge AI for…

A benchmark study of modern distributed databases is an important source of information to select the right technology for managing data in the cloud-edge paradigms. To make the right decision, it is required to conduct an extensive…

Databases · Computer Science 2023-01-10 Yaser Mansouri , Victor Prokhorenko , Faheem Ullah , M. Ali Babar

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-28 Miao Hu , Zhenxiao Luo , Amirmohammad Pasdar , Young Choon Lee , Yipeng Zhou , Di Wu

In this paper, we investigate the recent studies on multimedia edge computing, from sensing not only traditional visual/audio data but also individuals' geographical preference and mobility behaviors, to performing distributed machine…

Multimedia · Computer Science 2021-05-07 Zhi Wang , Wenwu Zhu , Lifeng Sun , Han Hu , Ge Ma , Ming Ma , Haitian Pang , Jiahui Ye , Hongshan Li

Wearable devices are a fast-growing technology with impact on personal healthcare for both society and economy. Due to the widespread of sensors in pervasive and distributed networks, power consumption, processing speed, and system…

Emerging Technologies · Computer Science 2024-02-08 Erika Covi , Elisa Donati , Hadi Heidari , David Kappel , Xiangpeng Liang , Melika Payvand , Wei Wang

Edge computing has emerged as a popular paradigm for running latency-sensitive applications due to its ability to offer lower network latencies to end-users. In this paper, we argue that despite its lower network latency, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-30 Ahmed Ali-Eldin , Bin Wang , Prashant Shenoy

Edge computing has become a popular paradigm where services and applications are deployed at the network edge closer to the data sources. It provides applications with outstanding benefits, including reduced response latency and enhanced…

Networking and Internet Architecture · Computer Science 2022-09-15 Mingjin Zhang , Jiannong Cao , Yuvraj Sahni , Qianyi Chen , Shan Jiang , Tao Wu

Computational offloading is a promising approach for overcoming resource constraints on client devices by moving some or all of an application's computations to remote servers. With the advent of specialized hardware accelerators, client…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-09 Nathan Ng , David Irwin , Ananthram Swami , Don Towsley , Prashant Shenoy

In recent years, edge computing has emerged as a promising technology due to its unique feature of real-time computing and parallel processing. They provide computing and storage capacity closer to the data source and bypass the distant…

Cryptography and Security · Computer Science 2021-12-07 Poornima Mahadevappa , Raja Kumar Murugesan

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-05 Blesson Varghese , Massimo Villari , Omer Rana , Philip James , Tejal Shal , Maria Fazio , Rajiv Ranjan

We present an Edge-as-a-Service (EaaS) platform for realising distributed cloud architectures and integrating the edge of the network in the computing ecosystem. The EaaS platform is underpinned by (i) a lightweight discovery protocol that…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-30 Blesson Varghese , Nan Wang , Jianyu Li , Dimitrios S. Nikolopoulos

Mobile edge computing (MEC) has been considered as a promising technique for internet of things (IoT). By deploying edge servers at the proximity of devices, it is expected to provide services and process data at a relatively low delay by…

Networking and Internet Architecture · Computer Science 2020-04-30 Shuo Wan , Jiaxun Lu , Pingyi Fan , Khaled B. Letaief

The explosion of data volumes generated by an increasing number of applications is strongly impacting the evolution of distributed digital infrastructures for data analytics and machine learning (ML). While data analytics used to be mainly…

Machine Learning · Computer Science 2022-05-03 Daniel Rosendo , Alexandru Costan , Patrick Valduriez , Gabriel Antoniu

Edge computing is a distributed computing paradigm that relies on computational resources of end devices in a network to bring benefits such as low bandwidth utilization, responsiveness, scalability and privacy preservation. Applications…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-23 Aleksandar Tošić , Jernej Vičič , Michael Mrissa