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Internet of Things (IoT) is leading to the pervasive availability of streaming data about the physical world, coupled with edge computing infrastructure deployed as part of smart cities and 5G rollout. These constrained, less reliable but…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-28 Prateeksha Varshney , Shriram Ramesh , Shayal Chhabra , Aakash Khochare , Yogesh Simmhan

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-16 Tobias Pfandzelter , David Bermbach

The CODECO Experimentation Framework is an open-source solution designed for the rapid experimentation of Kubernetes-based edge cloud deployments. It adopts a microservice-based architecture and introduces innovative abstractions for (i)…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-19 Georgios Koukis , Sotiris Skaperas , Ioanna Angeliki Kapetanidou , Vassilis Tsaoussidis , Lefteris Mamatas

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

As data being produced by IoT applications continues to explode, there is a growing need to bring computing power closer to the source of the data to meet the response time, power dissipation and cost goals of performance-critical…

Machine Learning · Computer Science 2021-06-01 Hergys Rexha , Sebastien Lafond

The increasing capabilities of Digital Twins (DTs) in the context of the Internet of Things (IoT) and Industrial IoT (IIoT) call for seamless integration with simulation platforms to support system design, validation, and real-time…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-02 Marco Picone , Samuele Burattini , Marco Melloni , Prasad Talasila , Davide Ziglioli , Matteo Martinelli , Nicola Bicocchi , Alessandro Ricci , Peter Gorm Larsen

Edge/Fog computing is a novel computing paradigm that provides resource-limited Internet of Things (IoT) devices with scalable computing and storage resources. Compared to cloud computing, edge/fog servers have fewer resources, but they can…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-03 Mohammad Goudarzi , Qifan Deng , Rajkumar Buyya

The chapter presents foundations of computing paradigms for realizing emerging IoT applications, especially fog and edge computing, their background, characteristics, architectures and open challenges.

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-04 Chii Chang , Satish Narayana Srirama , Rajkumar Buyya

This paper studies an edge intelligence-based IoT network in which a set of edge servers learn a shared model using federated learning (FL) based on the datasets uploaded from a multi-technology-supported IoT network. The data uploading…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-01 Yong Xiao , Yingyu Li , Guangming Shi , H. Vincent Poor

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…

Machine Learning · Computer Science 2021-01-13 Emmanuel Raj , Magnus Westerlund , Leonardo Espinosa-Leal

The number of computing devices of the Internet of Things (IoT) is expected to grow by billions. New networking architectures are being considered to handle communications in the IoT. One of these architectures is Opportunistic Networking…

Networking and Internet Architecture · Computer Science 2017-09-08 Asanga Udugama , Anna Förster , Jens Dede , Vishnupriya Kuppusamy , Anas Bin Muslim

To accommodate heterogeneous tasks in Internet of Things (IoT), a new communication and computing paradigm termed mobile edge computing emerges that extends computing services from the cloud to edge, but at the same time exposes new…

Machine Learning · Computer Science 2020-01-08 Bingcong Li , Tianyi Chen , Georgios B. Giannakis

This paper debates on notions of context-awareness as a relevant asset of networking and computing architectures for an Internet of Things (IoT), in particular in regards to a smoother support of the the networking operation between Cloud…

Networking and Internet Architecture · Computer Science 2020-10-12 Daniel M. A. Silva , Rute C. Sofia

Artificial intelligence (AI) technologies, and particularly deep learning systems, are traditionally the domain of large-scale cloud servers, which have access to high computational and energy resources. Nonetheless, in Internet-of-Things…

Signal Processing · Electrical Eng. & Systems 2022-07-26 Nir Shlezinger , Ivan V. Bajic

Computing at the edge is increasingly important as Internet of Things (IoT) devices at the edge generate massive amounts of data and pose challenges in transporting all that data to the Cloud where they can be analyzed. On the other hand,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-28 Christian Makaya , Keith Grueneberg , Bongjun Ko , David Wood , Nirmit Desai , Xiping Wang

Resource-constrained IoT devices, such as sensors and actuators, have become ubiquitous in recent years. This has led to the generation of large quantities of data in real-time, which is an appealing target for AI systems. However,…

Machine Learning · Computer Science 2021-10-07 M. G. Sarwar Murshed , Christopher Murphy , Daqing Hou , Nazar Khan , Ganesh Ananthanarayanan , Faraz Hussain

The proliferation of the Internet of Things (IoT) and its cutting-edge AI-enabled applications (e.g., autonomous vehicles and smart industries) combine two paradigms: data-driven systems and their deployment on the edge. Usually, edge…

Machine Learning · Computer Science 2025-08-01 Ghazal Sobhani , Md. Monzurul Amin Ifath , Tushar Sharma , Israat Haque

In this paper, we propose a Mobile Edge Internet of Things (MEIoT) architecture by leveraging the fiber-wireless access technology, the cloudlet concept, and the software defined networking framework. The MEIoT architecture brings computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-02 Nirwan Ansari , Xiang Sun

The network edge's role in Artificial Intelligence (AI) inference processing is rapidly expanding, driven by a plethora of applications seeking computational advantages. These applications strive for data-driven efficiency, leveraging…

Hardware Architecture · Computer Science 2023-11-08 Roberto Morabito , Mallik Tatipamula , Sasu Tarkoma , Mung Chiang

Edge computing is an emerging paradigm to enable low-latency applications, like mobile augmented reality, because it takes the computation on processing devices that are closer to the users. On the other hand, the need for highly scalable…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-21 Claudio Cicconetti , Marco Conti , Andrea Passarella
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