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In cloud computing environment, load balancing is a key issue which is required to distribute the dynamic workload over multiple machines to make certain that no single machine is overloaded. In recent research, many organizations lose…

分布式、并行与集群计算 · 计算机科学 2024-09-02 Chukwuneke Chiamaka Ijeoma , Inyiama , Hyacinth C. , Amaefule Samuel , Onyesolu Moses Okechukwu , Asogwa Doris Chinedu

Although High Performance Computing (HPC) users understand basic resource requirements such as the number of CPUs and memory limits, internal infrastructural utilization data is exclusively leveraged by cluster operators, who use it to…

分布式、并行与集群计算 · 计算机科学 2024-01-19 Abel Souza , Kristiaan Pelckmans , Johan Tordsson

Virtualization provides an abstraction layer for the Internet of Things technology to tackle the heterogeneity of the edge networks. It enables the deployment of an application on devices with different architectures to achieve uniformity.…

分布式、并行与集群计算 · 计算机科学 2022-09-28 Umut Can Özyar , Arda Yurdakul

Compute infrastructure hosted by a cloud provider allows an application to scale without limit. The application developer no longer needs to worry about the up-front investment in a server farm provisioned for a worst-case load scenario.…

分布式、并行与集群计算 · 计算机科学 2022-06-16 Michael Howard

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

Microservices are often deployed and managed by a container orchestrator that can detect and fix failures to maintain the service availability critical in many applications. In Poll-based Container Monitoring (PCM), the orchestrator…

分布式、并行与集群计算 · 计算机科学 2025-07-04 Jacob Roberts , Blair Archibald , Phil Trinder

As more applications are being moved to the Cloud thanks to serverless computing, it is increasingly necessary to support the native life cycle execution of those applications in the data center. But existing cloud orchestration systems…

分布式、并行与集群计算 · 计算机科学 2021-06-23 Aitor Arjona , Pedro García-López , Josep Sampé , Aleksander Slominski , Lionel Villard

With the success of deep learning techniques in a broad range of application domains, many deep learning software frameworks have been developed and are being updated frequently to adapt to new hardware features and software libraries,…

分布式、并行与集群计算 · 计算机科学 2017-11-10 Pengfei Xu , Shaohuai Shi , Xiaowen Chu

Many HPC applications suffer from a bottleneck in the shared caches, instruction execution units, I/O or memory bandwidth, even though the remaining resources may be underutilized. It is hard for developers and runtime systems to ensure…

分布式、并行与集群计算 · 计算机科学 2021-03-17 Felippe V. Zacarias , Vinicius Petrucci , Rajiv Nishtala , Paul Carpenter , Daniel Mossé

Businesses have made increasing adoption and incorporation of cloud technology into internal processes in the last decade. The cloud-based deployment provides on-demand availability without active management. More recently, the concept of…

分布式、并行与集群计算 · 计算机科学 2025-10-01 Ying Mao , Yuqi Fu , Suwen Gu , Wenrui Mu , Long Cheng , Qingzhi Liu

Virtualization, either at OS- or hardware level, plays an important role in cloud computing. It enables easier automation and faster deployment in distributed environments. While virtualized infrastructures provide a level of management…

分布式、并行与集群计算 · 计算机科学 2020-06-17 Mina Sedaghat , Pontus Sköldström , Daniel Turull , Vinay Yadhav , Joacim Halén , Madhubala Ganesan , Amardeep Mehta , Wolfgang John

The under exploitation of the available resources risks to be one of the main problems for a computing center. The growing demand of computational power necessarily entails more complex approaches in the management of the computing…

分布式、并行与集群计算 · 计算机科学 2012-05-01 Federico Calzolari , Silvia Volpe

This study presents a machine learning-assisted approach to optimize task scheduling in cluster systems, focusing on node-affinity constraints. Traditional schedulers like Kubernetes struggle with real-time adaptability, whereas the…

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

Many existing scientific workflows require High Performance Computing environments to produce results in a timely manner. These workflows have several software library components and use different environments, making the deployment and…

分布式、并行与集群计算 · 计算机科学 2024-03-26 Liliane Kunstmann , Débora Pina , Daniel de Oliveira , Marta Mattoso

A new class of Second generation high-performance computing applications with heterogeneous, dynamic and data-intensive properties have an extended set of requirements, which cover application deployment, resource allocation, -control, and…

分布式、并行与集群计算 · 计算机科学 2017-02-28 Ole Weidner , Malcolm Atkinson , Adam Barker , Rosa Filgueira

The scientific and research community has benefited greatly from containerized distributed High Throughput Computing (dHTC), both by enabling elastic scaling of user compute workloads to thousands of compute nodes, and by allowing for…

分布式、并行与集群计算 · 计算机科学 2025-07-25 Igor Sfiligoi , Yunjin Zhu , Jaime Frey

Deploying complex, distributed scientific workflows across diverse HPC sites is often hindered by site-specific dependencies and complex build environments. This paper investigates the design and performance of portable HPC container images…

分布式、并行与集群计算 · 计算机科学 2026-03-13 Krishna Kant Singh , Eric Müller , Eleni Mathioulaki , Wouter Klijn , Lena Oden

AI workloads, often hosted in multi-tenant cloud environments, require vast computational resources but suffer inefficiencies due to limited tenant-provider coordination. Tenants lack infrastructure insights, while providers lack workload…

分布式、并行与集群计算 · 计算机科学 2025-09-16 Marco Canini , Theophilus A. Benson , Ricardo Bianchini , Íñigo Goiri , Dejan Kostić , Peter Pietzuch , Simon Peter

In the expanding field of Quantum Computing (QC), efficient and seamless integration of QC and high performance computing (HPC) elements (e.g., quantum hardware, classical hardware, and software infrastructure on both sides) plays a crucial…

量子物理 · 物理学 2023-09-08 Philipp Seitz , Amr Elsharkawy , Xiao-Ting Michelle To , Martin Schulz

Kubernetes (K8s) serves as a mature orchestration system for the seamless deployment and management of containerized applications spanning across cloud and edge environments. Since high-performance connectivity and minimal resource…

网络与互联网体系结构 · 计算机科学 2024-01-17 Georgios Koukis , Sotiris Skaperas , Ioanna Angeliki Kapetanidou , Lefteris Mamatas , Vassilis Tsaoussidis