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相关论文: Edge Based Data-Driven Pipelines (Technical Report…

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Edge Computing is a promising technology to provide new capabilities in technological fields that require instantaneous data processing. Researchers in areas such as machine and deep learning use extensively edge and cloud computing for…

We consider a network of smart sensors for an edge computing application that sample a time-varying signal and send updates to a base station for remote global monitoring. Sensors are equipped with sensing and compute, and can either send…

分布式、并行与集群计算 · 计算机科学 2025-02-11 Luca Ballotta , Giovanni Peserico , Francesco Zanini , Paolo Dini

The rapid growth of Internet-of-things (IoT) and artificial intelligence applications have called forth a new computing paradigm--edge computing. In this paper, we study the suitability of deploying FPGAs for edge computing from the…

分布式、并行与集群计算 · 计算机科学 2018-04-19 Saman Biookaghazadeh , Fengbo Ren , Ming Zhao

With weather becoming more extreme both in terms of longer dry periods and more severe rain events, municipal water networks are increasingly under pressure. The effects include damages to the pipes, flash floods on the streets and combined…

分布式、并行与集群计算 · 计算机科学 2021-02-18 Felix Lorenz , Morgan Geldenhuys , Harald Sommer , Frauke Jakobs , Carsten Lüring , Volker Skwarek , Ilja Behnke , Lauritz Thamsen

In recent years we have witnessed a boom in Internet of Things (IoT) device deployments, which has resulted in big data and demand for low-latency communication. This shift in the demand for infrastructure is also enabling real-time…

机器学习 · 计算机科学 2021-01-13 Emmanuel Raj , Magnus Westerlund , Leonardo Espinosa-Leal

Edge computing requires the complex software interaction of geo-distributed, heterogeneous components. The growing research and industry interest in edge computing software systems has necessitated exploring ways of testing and evaluating…

分布式、并行与集群计算 · 计算机科学 2024-07-16 Tobias Pfandzelter , David Bermbach

In recent years, with the rapid development of sensing technology and the Internet of Things (IoT), sensors play increasingly important roles in traffic control, medical monitoring, industrial production and etc. They generated high volume…

分布式、并行与集群计算 · 计算机科学 2020-06-11 Hang Zhao , Jie Tang

Processing data received as a stream is a task commonly performed by modern embedded devices, in a wide range of applications such as multimedia (encoding/decoding/ playing media), networking (switching and routing), digital security,…

硬件体系结构 · 计算机科学 2014-03-31 I. B. Nawinne , M. S. Wickramasinghe , R. G. Ragel , S. Radhakrishnan

Edge and Fog computing paradigms overcome the limitations of cloud-centric execution for different latency-sensitive Internet of Things (IoT) applications by offering computing resources closer to the data sources. Small single-board…

分布式、并行与集群计算 · 计算机科学 2021-08-10 Redowan Mahmud , Adel N. Toosi

Graph processing has become an important part of various areas of computing, including machine learning, medical applications, social network analysis, computational sciences, and others. A growing amount of the associated graph processing…

分布式、并行与集群计算 · 计算机科学 2023-08-01 Maciej Besta , Marc Fischer , Vasiliki Kalavri , Michael Kapralov , Torsten Hoefler

In this article, we first survey the current situation of video processing on the edge for multimedia Internet-of-Things (M-IoT) systems in three typical scenarios, i.e., smart cities, satellite networks, and Internet-of-Vehicles. By…

多媒体 · 计算机科学 2018-05-15 Yang Cao , Zeyu Xu , Peng Qin , Tao Jiang

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

The combination of the infrastructure provided by the Internet of Things (IoT) with numerous processing nodes present at the Edge Computing (EC) ecosystem opens up new pathways to support intelligent applications. Such applications can be…

机器学习 · 计算机科学 2021-07-23 Kostas Kolomvatsos , Christos Anagnostopoulos

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…

分布式、并行与集群计算 · 计算机科学 2019-04-23 Aleksandar Tošić , Jernej Vičič , Michael Mrissa

Heavy data load and wide cover range have always been crucial problems for internet of things (IoT). However, in mobile-edge computing (MEC) network, the huge data can be partly processed at the edge. In this paper, a MEC-based big data…

网络与互联网体系结构 · 计算机科学 2019-05-08 Shuo Wan , Jiaxun Lu , Pingyi Fan , Khaled B. Letaief

Mobile devices have become an indispensable component of Internet of Things (IoT). However, these devices have resource constraints in processing capabilities, battery power, and storage space, thus hindering the execution of…

分布式、并行与集群计算 · 计算机科学 2019-09-25 Abdullah Yousafzai , Ibrar Yaqoob , Muhammad Imran , Abdullah Gani , Rafidah Md Noor

Internet of Things (IoT) has accelerated the deployment of millions of sensors at the edge of the network, through Smart City infrastructure and lifestyle devices. Cloud computing platforms are often tasked with handling these large volumes…

分布式、并行与集群计算 · 计算机科学 2019-05-10 Prateeksha Varshney , Yogesh Simmhan

This paper investigates an edge computing system where requests are processed by a set of replicated edge servers. We investigate a class of applications where similar queries produce identical results. To reduce processing overhead on the…

新兴技术 · 计算机科学 2024-05-29 Adrian-Cristian Nicolaescu , Spyridon Mastorakis , Md Washik Al Azad , David Griffin , Miguel Rio

Stream processing applications have been widely adopted due to real-time data analytics demands, e.g., fraud detection, video analytics, IoT applications. Unfortunately, prototyping and testing these applications is still a cumbersome…

分布式、并行与集群计算 · 计算机科学 2024-09-04 Md. Monzurul Amin Ifath , Miguel Neves , Israat Haque

The radical advances in mobile computing, the IoT technological evolution along with cyberphysical components (e.g., sensors, actuators, control centers) have led to the development of smart city applications that generate raw or…

分布式、并行与集群计算 · 计算机科学 2024-10-25 Dimitrios Tomaras , Michail Tsenos , Vana Kalogeraki , Dimitrios Gunopulos