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Despite the de-facto technological uniformity fostered by the cloud and edge computing paradigms, resource fragmentation across isolated clusters hinders the dynamism in application placement, leading to suboptimal performance and…

分布式、并行与集群计算 · 计算机科学 2022-12-26 Marco Iorio , Fulvio Risso , Alex Palesandro , Leonardo Camiciotti , Antonio Manzalini

In software engineering, a great number of new approaches are being actively researched, and a lot of tools are being developed based on them. These tools require a framework for their creation and an opportunity to be used by potential…

软件工程 · 计算机科学 2021-10-04 Zarina Kurbatova , Yaroslav Golubev , Vladimir Kovalenko , Timofey Bryksin

As computational infrastructure extends to the edge, it will increasingly offer the same fine-grained resource provisioning mechanisms used in large-scale cloud datacenters, and advances in low-latency, wireless networking technology will…

分布式、并行与集群计算 · 计算机科学 2021-08-17 Kyle C. Hale

This project aims to explore the process of deploying Machine learning models on Kubernetes using an open-source tool called Kubeflow [1] - an end-to-end ML Stack orchestration toolkit. We create end-to-end Machine Learning models on…

机器学习 · 计算机科学 2022-06-29 Aditya Pandey , Maitreya Sonawane , Sumit Mamtani

Cloud computing is a particular implementation of distributed computing. It inherited many properties of distributed computing such as scalability, reliability and distribution transparency. The transparency middle layer abstracts the…

分布式、并行与集群计算 · 计算机科学 2021-02-11 Bola Abimbola

As data mesh architectures gain traction in federated environments, organizations are increasingly building consumer-specific data-sharing pipelines using modular, cloud-native transformation services. Prior work has shown that structuring…

分布式、并行与集群计算 · 计算机科学 2025-10-15 Sepideh Masoudi , Mark Edward Michael Daly , Jannis Kiesel , Stefan Tai

Research collaborations are continuously emerging catalyzed by online platforms, where people can share their codes, calculations, data and results. These virtual research platforms are innovative, community oriented, flexible and secure as…

The computing continuum, a novel paradigm that extends beyond the current silos of cloud and edge computing, can enable the seamless and dynamic deployment of applications across diverse infrastructures. By utilizing the cloud-native…

分布式、并行与集群计算 · 计算机科学 2023-09-19 Jacopo Marino , Fulvio Risso

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)…

分布式、并行与集群计算 · 计算机科学 2024-03-19 Georgios Koukis , Sotiris Skaperas , Ioanna Angeliki Kapetanidou , Vassilis Tsaoussidis , Lefteris Mamatas

The move towards the microservice based architecture is well underway. In this architectural style, small and loosely coupled modules are developed, deployed, and scaled independently to compose cloud-native applications. However, for…

软件工程 · 计算机科学 2019-01-16 Leila Abdollahi Vayghan , Mohamed Aymen Saied , Maria Toeroe , Ferhat Khendek

We propose a new result-oriented semantic for defining data processing workflows that manipulate data in different semantic forms (files or services) in a unified manner. This approach enables users to define workflows for a vast variety of…

分布式、并行与集群计算 · 计算机科学 2019-01-08 Petar Maymounkov

Although cloud computing has been transformational to the IT industry, it is built on large data centres that often consume massive amounts of electrical power. Efforts have been made to reduce the energy clouds consume, with certain data…

分布式、并行与集群计算 · 计算机科学 2014-08-28 Francois Rossigneux , Jean-Patrick Gelas , Laurent Lefevre , Marcos Dias de Assuncao

The increasing adoption of low-cost environmental sensors and AI-enabled applications has accelerated the demand for scalable and resilient data infrastructures, particularly in data-scarce and resource-constrained regions. This paper…

Collecting data of students solving programming tasks is incredibly valuable for researchers and educators. It allows verifying that the students correctly apply the features and concepts they are taught, or finding students'…

软件工程 · 计算机科学 2025-07-29 Daniil Karol , Elizaveta Artser , Ilya Vlasov , Yaroslav Golubev , Hieke Keuning , Anastasiia Birillo

Distributed ledgers are a new type of database technology that allows open access to data stored across distributed, decentralised, publicly maintained infrastructures. Current implementations of the such ledgers expect competition between…

分布式、并行与集群计算 · 计算机科学 2020-04-21 Phani Chitti

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…

分布式、并行与集群计算 · 计算机科学 2020-07-21 Sean Wang , Yuxiao Hu , Jason Wu

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…

网络与互联网体系结构 · 计算机科学 2016-01-26 Jose Moura , David Hutchison

This chapter describes Aneka-Federation, a decentralized and distributed system that combines enterprise Clouds, overlay networking, and structured peer-to-peer techniques to create scalable wide-area networking of compute nodes for…

分布式、并行与集群计算 · 计算机科学 2008-11-18 Rajiv Ranjan , Rajkumar Buyya

Over the last decade, the cloud computing landscape has transformed from a centralised architecture made of large data centres to a distributed and heterogeneous architecture embracing edge and IoT units. This shift has created the…

分布式、并行与集群计算 · 计算机科学 2022-06-28 Jämes Ménétrey , Marcelo Pasin , Pascal Felber , Valerio Schiavoni

Deep Learning models are getting more and more popular but constraints on explainability, adversarial robustness and fairness are often major concerns for production deployment. Although the open source ecosystem is abundant on addressing…

机器学习 · 计算机科学 2021-03-08 Romeo Kienzler , Ivan Nesic
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