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The demand for smartness in embedded systems has been mounting up drastically in the past few years. Embedded system today must address the fundamental challenges introduced by cloud computing and artificial intelligence. KubeEdge [1] is an…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-21 Sean Wang , Yuxiao Hu , Jason Wu

In many industry scale applications, large and resource consuming machine learning models reside in powerful cloud servers. At the same time, large amounts of input data are collected at the edge of cloud. The inference results are also…

Machine Learning · Computer Science 2021-08-31 Amin Banitalebi-Dehkordi , Naveen Vedula , Jian Pei , Fei Xia , Lanjun Wang , Yong Zhang

Modern applications increasingly span across cloud, fog, and edge environments, demanding orchestration systems that can adapt to diverse deployment contexts while meeting Quality-of-Service (QoS) requirements. Standard Kubernetes…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-14 Haci Ismail Aslan , Syed Muhammad Mahmudul Haque , Joel Witzke , Odej Kao

We present the architecture of a cloud native version of IBM Streams, with Kubernetes as our target platform. Streams is a general purpose streaming system with its own platform for managing applications and the compute clusters that…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-02 Scott Schneider , Xavier Guerin , Shaohan Hu , Kun-Lung Wu

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

In this paper we introduce algorithms for the construction of scale-free networks and for clustering around the nerve centers, nodes with a high connectivity in a scale-free networks. We argue that such overlay networks could support…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-05-15 Ashkan Paya , Dan C. Marinescu

Many large enterprises that operate highly governed and complex ICT environments have no efficient and effective way to support their Data and AI teams in rapidly spinning up and tearing down self-service data and compute infrastructure, to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-03 Chinkit Patel , Kee Siong Ng

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

The efficient management of complex distributed applications in the Cloud-Edge continuum, including their deployment on heterogeneous computing resources and run-time operations, presents significant challenges. Resource management…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-02 Amjad Ullah , Andras Markus , Hacı İsmail Aslan , Tamas Kiss , Jozsef Kovacs , James Deslauriers , Amy L. Murphy , Yiming Wang Odej Kao

Edge computing has become critical for enabling latency-sensitive applications, especially when paired with cloud resources to form cloud-assisted edge clusters. However, efficient resource management remains challenging due to edge nodes'…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-22 Amirhossein Pashaeehir , Sina Shariati , Shayan Shafaghi , Manni Moghimi , Mahmoud Momtazpour

In the edge-cloud continuum, datacenters provide microservices (MSs) to mobile users, with each MS having specific latency constraints and computational requirements. Deploying such a variety of MSs matching their requirements with the…

Networking and Internet Architecture · Computer Science 2023-05-02 Itamar Cohen , Paolo Giaccone , Carla Fabiana Chiasserini

Microsoft Cluster Service (MSCS) extends the Win-dows NT operating system to support high-availability services. The goal is to offer an execution environment where off-the-shelf server applications can continue to operate, even in the…

Operating Systems · Computer Science 2007-05-23 Werner Vogels , Dan Dumitriu , Ken Birman , Rod Gamache , Mike Massa , Rob Short , John Vert , Joe Barrera

Cloud computing has brought a fundamental transformation in how organizations operate their applications, enabling them to achieve affordable high availability of services. Kubernetes has emerged as the preferred choice for container…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-13 Vlad-Ioan Luca , Madalina Erascu

Decentralized services and applications provide a multitude of advantages for their users, such as improved privacy, control, and independence from third parties. Anyhow, decentralization comes at the cost of certain disadvantages, such as…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-01 Sebastian Göndör , Hakan Yildiz , Martin Westerkamp , Axel Küpper

Kubernetes is a free, open-source container orchestration system for deploying and managing Docker containers that host microservices. Kubernetes cluster logs help in determining the reason for the failure. However, as systems become more…

Software Engineering · Computer Science 2023-06-14 Pawan Kumar Sarika , Deepika Badampudi , Sai Prashanth Josyula , Muhammad Usman

A Kubernetes cluster typically consists of trusted nodes, running within the confines of a physically secure datacenter. With recent advances in edge orchestration, this is no longer the case. This poses a new challenge: how can we trust a…

Cryptography and Security · Computer Science 2024-05-17 Jordi Thijsman , Merlijn Sebrechts , Filip De Turck , Bruno Volckaert

The recent convergence of edge computing, serverless execution, and Kubernetes (K8s) based container orchestration has enabled the processing of application workflows close to data sources. While effective within a single edge cluster,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-07 Reza Farahani , Mario Colosi , Ilir Murturi , Stefan Nastic , Massimo Villari , Schahram Dustdar , Radu Prodan

Cloud computing, offering on-demand access to computing resources through the Internet and the pay-as-you-go model, has marked the last decade with its three main service models; Infrastructure as a Service (IaaS), Platform as a Service…

Networking and Internet Architecture · Computer Science 2023-12-29 Berat Can Senel , Maxime Mouchet , Justin Cappos , Olivier Fourmaux , Timur Friedman , Rick McGeer

The concept of network slice, i.e.,a service customized virtual network (VN) is attracting more and more attentions in the telecommunication industry. A slice is a set of network resources which fits the service attributes and requirements…

Networking and Internet Architecture · Computer Science 2016-08-25 Hang Zhang

Ensuring data trustworthiness within individual edge nodes while facilitating collaborative data processing poses a critical challenge in edge computing systems (ECS), particularly in resource-constrained scenarios such as autonomous…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-15 Hongyang Li , Caesar Wu , Mohammed Chadli , Said Mammar , Pascal Bouvry