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In an edge-cloud multi-tier network, datacenters provide services to mobile users, with each service having specific latency constraints and computational requirements. Deploying such a variety of services while matching their requirements…

Networking and Internet Architecture · Computer Science 2025-02-03 Itamar Cohen , Paolo Giaccone , Carla Fabiana Chiasserini

Distributed fog and edge applications communicate over unreliable networks and are subject to high communication delays. This makes using existing distributed coordination technologies from cloud applications infeasible, as they are built…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-16 Tobias Pfandzelter , Trever Schirmer , David Bermbach

This article explores how to drive intelligent iot monitoring and control through cloud computing and machine learning. As iot and the cloud continue to generate large and diverse amounts of data as sensor devices in the network, the…

Artificial Intelligence · Computer Science 2024-03-28 Hanzhe Li , Xiangxiang Wang , Yuan Feng , Yaqian Qi , Jingxiao Tian

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

Edge computing has emerged as a distributed computing paradigm to overcome practical scalability limits of cloud computing. The main principle of edge computing is to leverage on computational resources outside of the cloud for performing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-07 João Leitão , Pedro Ákos Costa , Maria Cecília Gomes , Nuno Preguiça

With the emergence of industrial IoT and cloud computing, and the advent of 5G and edge clouds, there are ambitious expectations on elasticity, economies of scale, and fast time to market for demanding use cases in the next generation of…

Systems and Control · Computer Science 2018-06-19 Per Skarin , William Tärneberg , Karl-Erik Årzen , Maria Kihl

The worlds of computing, communication, and storage have for a long time been treated separately, and even the recent trends of cloud computing, distributed computing, and mobile edge computing have not fundamentally changed the role of…

Networking and Internet Architecture · Computer Science 2022-05-11 Yang Cai , Jaime Llorca , Antonia M. Tulino , Andreas F. Molisch

Edge computing is an emerging concept based on distributing computing, storage, and control services closer to end network nodes. Edge computing lies at the heart of the fifth generation (5G) wireless systems and beyond. While current…

Networking and Internet Architecture · Computer Science 2019-05-15 Mohammed S. Elbamby , Cristina Perfecto , Chen-Feng Liu , Jihong Park , Sumudu Samarakoon , Xianfu Chen , Mehdi Bennis

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

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-04 Thong Vo , Pranjal Dave , Gaurav Bajpai , Rasha Kashef

Driven by the vision of edge computing and the success of rich cognitive services based on artificial intelligence, a new computing paradigm, edge cognitive computing (ECC), is a promising approach that applies cognitive computing at the…

Networking and Internet Architecture · Computer Science 2018-08-23 Min Chen , Wei Li , Giancarlo Fortino , Yixue Hao , Long Hu , Iztok Humar

Cloud Data Centers have become the backbone infrastructure to provide services. With the emerging edge computing paradigm, computation and networking capabilities have been pushed from clouds to the edge to provide computation,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-07 TianZhang He , Rajkumar Buyya

We are entering a rapidly unfolding future driven by the delivery of real-time computation services, such as industrial automation and augmented reality, collectively referred to as AgI services, over highly distributed cloud/edge computing…

Networking and Internet Architecture · Computer Science 2022-05-06 Yang Cai , Jaime Llorca , Antonia M. Tulino , Andreas F. Molisch

This paper studies the stability and dynamic control of underlay mobile edge networks. First, the stability region for a multiuser edge network is obtained under the assumption of full channel state information. This result provides a…

Information Theory · Computer Science 2018-03-29 Y. Sarikaya , H. Inaltekin , T. Alpcan , J. S. Evans

Centralized cloud computing with 100+ milliseconds network latencies cannot meet the tens of milliseconds to sub-millisecond response times required for emerging 5G applications like autonomous driving, smart manufacturing, tactile…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-06 Kunal Rao , Giuseppe Coviello , Wang-Pin Hsiung , Srimat Chakradhar

Internet of Things and cloud computing are two technological paradigms that reached widespread adoption in recent years. These paradigms are complementary: IoT applications often rely on the computational resources of the cloud to process…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-12 Danylo Khalyeyev , Tomáš Bureš , Petr Hnětynka

The energy transition supports the shift towards more sustainable energy alternatives, paving towards decentralized smart grids, where the energy is generated closer to the point of use. The decentralized smart grids foresee novel…

Networking and Internet Architecture · Computer Science 2024-02-06 Gabriel Ioan Arcas , Tudor Cioara , Ionut Anghel , Dragos Lazea , Anca Hangan

In recent years, there is an emerging trend that some computing services are moving from cloud to the edge of the networks. Compared to cloud computing, edge computing can provide services with faster response, lower expense, and more…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-30 Jinyue Song , Tianbo Gu , Yunjie Ge , Prasant Mohapatra

Nowadays, the rapid increases of the scale and complexity of the controlled plants bring new challenges such as computing power and storage for conventional control systems. Cloud computing is concerned as a powerful solution to handle the…

Systems and Control · Electrical Eng. & Systems 2023-03-06 Runze Gao , Yuanqing Xia , Li Dai , Zhongqi Sun

Ubiquitous sensors and smart devices from factories and communities are generating massive amounts of data, and ever-increasing computing power is driving the core of computation and services from the cloud to the edge of the network. As an…

Networking and Internet Architecture · Computer Science 2020-06-02 Xiaofei Wang , Yiwen Han , Victor C. M. Leung , Dusit Niyato , Xueqiang Yan , Xu Chen