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Electric grids are traditionally operated as multi-entity systems with each entity managing a geographical region. Interest and demand for decarbonization and energy democratization is resulting in growing penetration of controllable energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-23 Javad Mohammadi , Jesse Thornburg

Federated learning has emerged as an effective paradigm to achieve privacy-preserving collaborative learning among different parties. Compared to traditional centralized learning that requires collecting data from each party, in federated…

Machine Learning · Computer Science 2023-01-05 Bingyan Liu , Nuoyan Lv , Yuanchun Guo , Yawen Li

Fog computing has become an attractive research topic in recent years. As an extension of the cloud, fog computing provides computing resources for Internet of Things (IoT) applications through communicative fog nodes located at the network…

Multiagent Systems · Computer Science 2024-01-05 Yikun Yang , Fenghui Ren , Minjie Zhang

Fog computing has emerged as a computing paradigm aimed at addressing the issues of latency, bandwidth and privacy when mobile devices are communicating with remote cloud services. The concept is to offload compute services closer to the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-14 Ayesha Abdul Majeed , Peter Kilpatrick , Ivor Spence , Blesson Varghese

The few resources available on devices restricted in Internet of Things are an important issue when we think about security. In this perspective, our work proposes a agile systematic review literature on works involving the Internet of…

Cryptography and Security · Computer Science 2022-10-03 Wesley dos Reis Bezerra , Carlos Becker Westphal

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

Federated learning (FL) has been developed as a promising framework to leverage the resources of edge devices, enhance customers' privacy, comply with regulations, and reduce development costs. Although many methods and applications have…

Machine Learning · Computer Science 2022-02-03 Jie Ding , Eric Tramel , Anit Kumar Sahu , Shuang Wu , Salman Avestimehr , Tao Zhang

The advancements of cloud computing came as a radical transformation in the way Information and Communication Technology (ICT) services are deployed and maintained. Cloud computing provides ubiquitous on-demand access to an Internet-based…

Networking and Internet Architecture · Computer Science 2020-01-20 Hatem A. Alharbi , Taisir E. H. Elgorashi , Jaafar M. H. Elmirghani

Federated learning has been explored as a promising solution for training at the edge, where end devices collaborate to train models without sharing data with other entities. Since the execution of these learning models occurs at the edge,…

Networking and Internet Architecture · Computer Science 2022-02-07 Silvana Trindade , Luiz F. Bittencourt , Nelson L. S. da Fonseca

In this paper we present Foggy, an architectural framework and software platform based on Open Source technologies. Foggy orchestrates application workload, negotiates resources and supports IoT operations for multi-tier, distributed,…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-02 Daniele Santoro , Daniel Zozin , Daniele Pizzolli , Francesco De Pellegrini , Silvio Cretti

Federated Learning (FL), while a breakthrough in decentralized machine learning, contends with significant challenges such as limited data availability and the variability of computational resources, which can stifle the performance and…

Machine Learning · Computer Science 2025-10-07 Jiaqi Wang , Xi Li

Cloud Computing offers virtualized computing, storage, and networking resources, over the Internet, to organizations and individual users in a completely dynamic way. These cloud resources are cheaper, easier to manage, and more elastic…

Networking and Internet Architecture · Computer Science 2016-01-26 Jose Moura , David Hutchison

To address the increased latency, network load and compromised privacy issues associated with the Cloud-centric IoT applications, fog computing has emerged. Fog computing utilizes the proximal computational and storage devices, for sensor…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-12 Satish Narayana Srirama

Intending to support new emerging applications with latency requirements below what can be offered by the cloud data centers, the edge and fog computing paradigms have reared. In such systems, the real-time instant data is processed closer…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-14 Yahya Hassanzadeh-Nazarabadi , Sanaz Taheri-Boshrooyeh , Öznur Özkasap

Federated learning (FL) demonstrates its advantages in integrating distributed infrastructure, communication, computing and learning in a privacy-preserving manner. However, the robustness and capabilities of existing FL methods are…

Machine Learning · Computer Science 2023-04-27 Longbing Cao , Hui Chen , Xuhui Fan , Joao Gama , Yew-Soon Ong , Vipin Kumar

In recent years, the landscape of computing paradigms has witnessed a gradual yet remarkable shift from monolithic computing to distributed and decentralized paradigms such as Internet of Things (IoT), Edge, Fog, Cloud, and Serverless. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-18 Shreshth Tuli , Fatemeh Mirhakimi , Samodha Pallewatta , Syed Zawad , Giuliano Casale , Bahman Javadi , Feng Yan , Rajkumar Buyya , Nicholas R. Jennings

The emergence of cloud computing over the past five years is potentially one of the breakthrough advances in the history of computing. It delivers hardware and software resources as virtualization-enabled services and in which…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-06-19 Rajiv Ranjan , Boualem Benatallah

The growing need for low-latency access to computing resources has motivated the introduction of edge computing, where resources are strategically placed at the access networks. Unfortunately, edge computing infrastructures like fogs and…

Networking and Internet Architecture · Computer Science 2018-07-26 Richard Olaniyan , Olamilekan Fadahunsi , Muthucumaru Maheswaran , Mohamed Faten Zhani

With the proliferation of the Internet of Things (IoT) and the wide penetration of wireless networks, the surging demand for data communications and computing calls for the emerging edge computing paradigm. By moving the services and…

Networking and Internet Architecture · Computer Science 2021-08-19 Quyuan Luo , Shihong Hu , Changle Li , Guanghui Li , Weisong Shi

Recently, to deliver services directly to the network edge, fog computing, an emerging and developing technology, acts as a layer between the cloud and the IoT worlds. The cloud or fog computing nodes could be selected by IoTs applications…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-05 Ahmed A. A. Gad-Elrab , Almohammady S. Alsharkawy , Mahmoud E. Embabi , Ahmed Sobhi , Farouk A. Emara
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