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Related papers: A Survey on Edge Computing Systems and Tools

200 papers

Edge computing seeks to enable applications with strict latency requirements by utilizing compute resources deployed closer to the users. The diverse, dynamic, and constrained nature of edge infrastructures necessitates a flexible…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-05 Giovanni Bartolomeo , Mehdi Yosofie , Simon Bäurle , Oliver Haluszczynski , Nitinder Mohan , Jörg Ott

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

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

In the last decade, Deep Learning has rapidly infiltrated the consumer end, mainly thanks to hardware acceleration across devices. However, as we look towards the future, it is evident that isolated hardware will be insufficient.…

Machine Learning · Computer Science 2024-06-19 Stefanos Laskaridis , Stylianos I. Venieris , Alexandros Kouris , Rui Li , Nicholas D. Lane

Edge networking is a complex and dynamic computing paradigm that aims to push cloud resources closer to the end user improving responsiveness and reducing backhaul traffic. User mobility, preferences, and content popularity are the dominant…

Networking and Internet Architecture · Computer Science 2021-03-08 Junaid Shuja , Kashif Bilal , Waleed Alasmary , Hassan Sinky , Eisa Alanazi

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-28 Qirui Yang , Runyu Jin , Nabil Gandhi , Xiongzi Ge , Hoda Aghaei Khouzani , Ming Zhao

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

IoT edge computing positions computing resources closer to the data sources to reduce the latency, relieve the bandwidth pressure on the cloud, and enhance data security. Nevertheless, data security in IoT edge computing still faces…

Systems and Control · Electrical Eng. & Systems 2024-09-11 Tao Xue , Ying Zhang , Yanbin Wang , Wenbo Wang , Shuailou Li , Haibin Zhang

The rapid technological advances in the Internet of Things (IoT) allows the blueprint of Smart Cities to become feasible by integrating heterogeneous cloud/fog/edge computing paradigms to collaboratively provide variant smart services in…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-07 Qian Qu , Ronghua Xu , Seyed Yahya Nikouei , Yu Chen

The evolution of communication networks shows a clear shift of focus from just improving the communications aspects to enabling new important services, from Industry 4.0 to automated driving, virtual/augmented reality, Internet of Things…

Signal Processing · Electrical Eng. & Systems 2018-02-05 Sergio Barbarossa , Stefania Sardellitti , Elena Ceci , Mattia Merluzzi

In this white paper we provide a vision for 6G Edge Intelligence. Moving towards 5G and beyond the future 6G networks, intelligent solutions utilizing data-driven machine learning and artificial intelligence become crucial for several…

Data stream processing is an increasingly important topic due to the prevalence of smart devices and the demand for real-time analytics. Geo-distributed streaming systems, where cloud-based queries utilize data streams from multiple…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-22 Joel Wolfrath , Abhishek Chandra

In today's era of Internet of Things (IoT), where massive amounts of data are produced by IoT and other devices, edge computing has emerged as a prominent paradigm for low-latency data processing. However, applications may have diverse…

Networking and Internet Architecture · Computer Science 2021-07-19 Md Washik Al Azad , Susmit Shannigrahi , Nicholas Stergiou , Francisco R. Ortega , Spyridon Mastorakis

In edge computing deployments, where devices may be in close proximity to each other, these devices may offload similar computational tasks (i.e., tasks with similar input data for the same edge computing service or for services of the same…

Networking and Internet Architecture · Computer Science 2022-04-04 Md Washik Al Azad , Spyridon Mastorakis

The proliferation of edge devices and the rapid growth of IoT data have called forth the edge computing paradigm. Function-as-a-service (FaaS) is a promising computing paradigm to realize edge computing. This paper explores the feasibility…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-14 Runyu Jin , Qirui Yang , Ming Zhao

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-10 Prateeksha Varshney , Yogesh Simmhan

Over the last years, Unmanned Aerial Vehicles (UAVs) have seen significant advancements in sensor capabilities and computational abilities, allowing for efficient autonomous navigation and visual tracking applications. However, the demand…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-19 Malte Janßen , Tobias Pfandzelter , Minghe Wang , David Bermbach

The Fifth Generation (5G) of mobile networks offers new and advanced services with stricter requirements. Multi-access Edge Computing (MEC) is a key technology that enables these new services by deploying multiple devices with computing and…

Networking and Internet Architecture · Computer Science 2023-07-06 Gianfranco Nencioni , Rosario G. Garroppo , Ruxandra F. Olimid

The potential held by the gargantuan volumes of data being generated across networks worldwide has been truly unlocked by machine learning techniques and more recently Deep Learning. The advantages offered by the latter have seen it rapidly…

Artificial Intelligence · Computer Science 2020-12-25 Ahnaf Hannan Lodhi , Barış Akgün , Öznur Özkasap

The demand for distributed applications has significantly increased over the past decade, with improvements in machine learning techniques fueling this growth. These applications predominantly utilize Cloud data centers for high-performance…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-02 Narges Mehran , Dragi Kimovski , Hermann Hellwagner , Dumitru Roman , Ahmet Soylu , Radu Prodan
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