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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…

分布式、并行与集群计算 · 计算机科学 2025-10-14 Haci Ismail Aslan , Syed Muhammad Mahmudul Haque , Joel Witzke , Odej Kao

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…

分布式、并行与集群计算 · 计算机科学 2024-02-05 Ahmed A. A. Gad-Elrab , Almohammady S. Alsharkawy , Mahmoud E. Embabi , Ahmed Sobhi , Farouk A. Emara

Scientific research increasingly depends on robust and scalable IT infrastructures to support complex computational workflows. With the proliferation of services provided by research infrastructures, NRENs, and commercial cloud providers,…

The recent advances aiming to enable in-network service provisioning are empowering a plethora of smart infrastructure developments, including smart cities, and intelligent transportation systems. Although edge computing in conjunction with…

网络与互联网体系结构 · 计算机科学 2023-04-21 Muhammad Atif Ur Rehman , Muhammad Salahuddin , Spyridon Mastorakis , Byung-Seo Kim

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

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,…

分布式、并行与集群计算 · 计算机科学 2018-10-02 Daniele Santoro , Daniel Zozin , Daniele Pizzolli , Francesco De Pellegrini , Silvio Cretti

Containerization is a lightweight application virtualization technology, providing high environmental consistency, operating system distribution portability, and resource isolation. Existing mainstream cloud service providers have…

机器学习 · 计算机科学 2021-08-23 Zhiheng Zhong , Minxian Xu , Maria Alejandra Rodriguez , Chengzhong Xu , Rajkumar Buyya

Kubernetes (k8s) has the potential to coordinate distributed edge resources and centralized cloud resources, but currently lacks a specialized scheduling framework for edge-cloud networks. Besides, the hierarchical distribution of…

分布式、并行与集群计算 · 计算机科学 2023-05-11 Shihao Shen , Yiwen Han , Xiaofei Wang , Shiqiang Wang , Victor C. M. Leung

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…

网络与互联网体系结构 · 计算机科学 2023-12-29 Berat Can Senel , Maxime Mouchet , Justin Cappos , Olivier Fourmaux , Timur Friedman , Rick McGeer

As the Internet of Things (IoT) becomes a part of our daily life, there is a rapid growth in connected devices. A well-established approach based on cloud computing technologies cannot provide the necessary quality of service in such an…

分布式、并行与集群计算 · 计算机科学 2021-06-23 Alexandra A. Kirsanova , Gleb I. Radchenko , Andrei N. Tchernykh

Recent years have seen Kubernetes emerge as a primary choice for container orchestration. Kubernetes largely targets the cloud environment but new use cases require performant, available and scalable orchestration at the edge. Kubernetes…

分布式、并行与集群计算 · 计算机科学 2021-04-27 Andrew Jeffery , Heidi Howard , Richard Mortier

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…

网络与互联网体系结构 · 计算机科学 2021-07-19 Md Washik Al Azad , Susmit Shannigrahi , Nicholas Stergiou , Francisco R. Ortega , Spyridon Mastorakis

Cloud providers usually offer diverse types of hardware for their users. Customers exploit this option to deploy cloud instances featuring GPUs, FPGAs, architectures other than x86 (e.g., ARM, IBM Power8), or featuring certain specific…

分布式、并行与集群计算 · 计算机科学 2019-06-28 Isabelly Rocha , Christian Göttel , Pascal Felber , Marcelo Pasin , Romain Rouvoy , Valerio Schiavoni

Enterprise IT is currently facing the challenge of coordinating the management of complex, multi-component applications across heterogeneous cloud platforms. Containers and container orchestrators provide a valuable solution to deploy…

软件工程 · 计算机科学 2020-05-07 Matteo Bogo , Jacopo Soldani , Davide Neri , Antonio Brogi

Kubernetes (k8s) has the potential to merge the distributed edge and the cloud but lacks a scheduling framework specifically for edge-cloud systems. Besides, the hierarchical distribution of heterogeneous resources and the complex…

分布式、并行与集群计算 · 计算机科学 2021-01-19 Yiwen Han , Shihao Shen , Xiaofei Wang , Shiqiang Wang , Victor C. M. Leung

Federated learning refers to conducting training on multiple distributed devices and collecting model weights from them to derive a shared machine-learning model. This allows the model to get benefit from a rich source of data available…

分布式、并行与集群计算 · 计算机科学 2022-11-15 Wuji Zhu

Containers improve the efficiency in application deployment and thus have been widely utilised on Cloud and lately in High Performance Computing (HPC) environments. Containers encapsulate complex programs with their dependencies in isolated…

分布式、并行与集群计算 · 计算机科学 2022-12-20 Naweiluo Zhou , Huan Zhou , Dennis Hoppe

Fog computing significantly enhances the efficiency of IoT applications by providing computation, storage, and networking resources at the edge of the network. In this paper, we propose a federated fog computing framework designed to…

分布式、并行与集群计算 · 计算机科学 2025-06-17 Syed Sarmad Shah , Anas Ali

Container orchestration platform is the foundation of modern cloud infrastructure. In recent years, container orchestration platform has been evolving to cross the boundary of device, edge, and cloud. More and more IoT applications such as…

网络与互联网体系结构 · 计算机科学 2024-04-09 Yu Liu , Aitor Hernandez Herranz

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