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We demonstrate ClusterSlice, an open-source solution for automated Kubernetes-center deployments for the edge continuum. ClusterSlice is an infrastructure-as-a-service, platform-as-a-service, and application-as-a-service solution,…

分布式、并行与集群计算 · 计算机科学 2024-03-19 Lefteris Mamatas , Sotiris Skaperas , Ilias Sakellariou

Computing systems have been evolving to be more pervasive, heterogeneous, and dynamic. An increasing number of emerging domains now rely on diverse edge to cloud continuum where the execution of applications often spans various tiers of…

分布式、并行与集群计算 · 计算机科学 2024-06-27 Ismet Dagli , Amid Morshedlou , Jamal Rostami , Mehmet E. Belviranli

Containerisation demonstrates its efficiency in application deployment in cloud computing. Containers can encapsulate complex programs with their dependencies in isolated environments, hence are being adopted in HPC clusters. HPC workload…

分布式、并行与集群计算 · 计算机科学 2021-01-14 Naweiluo Zhou , Yiannis Georgiou , Li Zhong , Huan Zhou , Marcin Pospieszny

Cloud Computing (CC) is the most prevalent paradigm under which services are provided over the Internet. The most relevant feature for its success is its capability to promptly scale service based on user demand. When scaling, the main…

网络与互联网体系结构 · 计算机科学 2021-09-07 Mathieu Simon , Alessandro Spallina , Loic Dubocquet , Andrea Araldo

The Rocker Project provides widely used Docker images for R across different application scenarios. This article surveys downstream projects that build upon the Rocker Project images and presents the current state of R packages for managing…

The rise of complex, latency-sensitive IoT applications across the Edge-Cloud continuum exposes the limitations of current Function-as-a-Service (FaaS) platforms in seamlessly addressing the complexity, heterogeneity, and intermittent…

分布式、并行与集群计算 · 计算机科学 2026-04-14 Pawissanutt Lertpongrujikorn , Juahn Kwon , Hai Duc Nguyen , Mohsen Amini Salehi

Modern DevOps practices have accelerated software delivery through automation, CI/CD pipelines, and observability tooling,but these approaches struggle to keep pace with the scale and dynamism of cloud-native systems. As telemetry volume…

Since emerging edge applications such as Internet of Things (IoT) analytics and augmented reality have tight latency constraints, hardware AI accelerators have been recently proposed to speed up deep neural network (DNN) inference run by…

分布式、并行与集群计算 · 计算机科学 2022-01-20 Qianlin Liang , Walid A. Hanafy , Ahmed Ali-Eldin , Prashant Shenoy

Kubernetes has emerged as a leading open-source platform for container orchestration, allowing organizations to efficiently manage and deploy containerized applications at scale. This paper investigates the performance of four Kubernetes…

分布式、并行与集群计算 · 计算机科学 2024-03-05 Hossein Aqasizade , Ehsan Ataie , Mostafa Bastam

Autoscaling is a critical component for efficient resource utilization with satisfactory quality of service (QoS) in cloud computing. This paper investigates proactive autoscaling for widely-used scaling-per-query applications where scaling…

分布式、并行与集群计算 · 计算机科学 2022-04-20 Huajie Qian , Qingsong Wen , Liang Sun , Jing Gu , Qiulin Niu , Zhimin Tang

Enterprise software organizations face an escalating challenge in maintaining the integrity, security, and freshness of codebases that span hundreds of repositories, multiple programming languages, and thousands of interdependent packages.…

软件工程 · 计算机科学 2026-04-16 Santhosh Kusuma Kumar Parimi

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…

分布式、并行与集群计算 · 计算机科学 2025-04-02 Amjad Ullah , Andras Markus , Hacı İsmail Aslan , Tamas Kiss , Jozsef Kovacs , James Deslauriers , Amy L. Murphy , Yiming Wang Odej Kao

The upcoming exascale era will push the changes in computing architecture from classical CPU-based systems in hybrid GPU-heavy systems with much higher levels of complexity. While such clusters are expected to improve the performance of…

分布式、并行与集群计算 · 计算机科学 2020-09-11 Maximilian Höb , Dieter Kranzlmüller

Increasing popularity of the serverless computing approach has led to the emergence of new cloud infrastructures working in Container-as-a-Service (CaaS) model like AWS Fargate, Google Cloud Run, or Azure Container Instances. They introduce…

分布式、并行与集群计算 · 计算机科学 2020-10-23 Krzysztof Burkat , Maciej Pawlik , Bartosz Balis , Maciej Malawski , Karan Vahi , Mats Rynge , Rafael Ferreira da Silva , Ewa Deelman

Edge computing that leverages cloud resources to the proximity of user devices is seen as the future infrastructure for distributed applications. However, developing and deploying edge applications, that rely on cellular networks, is…

网络与互联网体系结构 · 计算机科学 2019-08-26 Juuso Haavisto , Muhammad Arif , Lauri Lovén , Teemu Leppänen , Jukka Riekki

We present a convex optimization framework for overcoming the limitations of Kubernetes Cluster Autoscaler by intelligently allocating diverse cloud resources while minimizing costs and fragmentation. Current Kubernetes scaling mechanisms…

分布式、并行与集群计算 · 计算机科学 2025-03-28 Shayan Boghani , Emin Kirimlioglu , Amrita Moturi , Hao-Ting Tso

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

Current approaches to designing energy-efficient applications typically rely on measuring individual components using readily available local metrics, like CPU utilization. However, these metrics fall short when applied to cloud-native…

软件工程 · 计算机科学 2025-03-12 Sebastian Werner , Maria C. Borges , Karl Wolf , Stefan Tai

Cloud computing is an established technology allowing users to share resources on a large scale, never before seen in IT history. A cloud system connects multiple individual servers in order to process related tasks in several environments…

分布式、并行与集群计算 · 计算机科学 2025-09-30 Leszek Sliwko

Over the last decade, the Kubernetes container orchestration platform has become essential to many scientific workflows. Despite its popularity, deploying a production-ready Kubernetes cluster on-premises can be challenging for system…

计算物理 · 物理学 2024-07-03 Lincoln Bryant , Robert W. Gardner , Fengping Hu , David Jordan , Ryan P. Taylor