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Scientific computing applications usually need huge amounts of computational power. The cloud provides interesting high-performance computing solutions, with its promise of virtually infinite resources on demand. However, migrating…

分布式、并行与集群计算 · 计算机科学 2015-11-26 Satish Narayana Srirama , Pelle Jakovits , Vladislav Ivaništšev

The ever-increasing complexity of HW/SW systems presents a persistent challenge, particularly in safety-critical domains like automotive, where extensive testing is imperative. However, the availability of hardware often lags behind,…

软件工程 · 计算机科学 2025-06-13 Lukas Jünger , Jan Henrik Weinstock , Tim Kraus

The computing continuum extends the high-performance cloud data centers with energy-efficient and low-latency devices close to the data sources located at the edge of the network. However, the heterogeneity of the computing continuum raises…

分布式、并行与集群计算 · 计算机科学 2021-01-28 Dragi Kimovski , Roland Mathá , Josef Hammer , Narges Mehran , Hermann Hellwagner , Radu Prodan

Edge and fog computing architectures utilize container technologies in order to offer a lightweight application deployment. Container images are stored in registry services and operated by orchestration platforms to download and start the…

分布式、并行与集群计算 · 计算机科学 2022-03-29 Soeren Becker , Florian Schmidt , Odej Kao

Virtualization technology and cloud computing have brought a paradigm shift in the way we utilize, deploy and manage computer resources. They allow fast deployment of multiple operating system as containers on physical ma- chines which can…

分布式、并行与集群计算 · 计算机科学 2012-10-30 Omer Khalid , Arsalaan Sheikh , Brice Copy

Existing VM placement schemes have measured their effectiveness solely by looking either Physical Machine's resources(CPU, memory) or network resource. However, real applications use all resource types to varying degrees. The result of…

分布式、并行与集群计算 · 计算机科学 2015-06-24 Mayank Mishra , Umesh Bellur

Training large language models requires extensive processing, made possible by many high-performance computing resources. This study compares multi-node and multi-GPU environments for training large language models of electrocardiograms. It…

分布式、并行与集群计算 · 计算机科学 2025-03-28 Dimitar Mileski , Nikola Petrovski , Marjan Gusev

Cloud computing provides ubiquitous and on-demand access to vast reconfigurable resources that can meet any computational need. Many service models are available, but the Infrastructure as a Service (IaaS) model is particularly suited to…

分布式、并行与集群计算 · 计算机科学 2020-09-29 Gianluca Longoni , Ryan LaMothe , Jeremy Teuton , Mark Greaves , Nicole Nichols , William Smith

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

Traditional memory management suffers from metadata overhead, architectural complexity, and stability degradation, problems intensified in cloud environments. Existing software/hardware optimizations are insufficient for cloud computing's…

High-throughput structure-based screening of drug-like molecules has become a common tool in biomedical research. Recently, acceleration with graphics processing units (GPUs) has provided a large performance boost for molecular docking…

分布式、并行与集群计算 · 计算机科学 2022-03-07 Mathialakan Thavappiragasam , Wael Elwasif , Ada Sedova

Serverless computing has emerged as an attractive paradigm due to the efficiency of development and the ease of deployment without managing any underlying infrastructure. Nevertheless, serverless computing approaches face numerous…

分布式、并行与集群计算 · 计算机科学 2024-06-18 Emilian Simion , Yuandou Wang , Hsiang-ling Tai , Uraz Odyurt , Zhiming Zhao

Edge computing environments increasingly rely on lightweight container orchestration platforms to manage resource-constrained devices. This paper provides an empirical analysis of five lightweight kubernetes distributions (KD)(k0s, k3s,…

分布式、并行与集群计算 · 计算机科学 2025-04-08 Diyaz Yakubov , David Hästbacka

Real-time applications in the next generation networks often rely upon offloading the computational task to a \textit{nearby} server to achieve ultra-low latency. Augmented reality applications for instance have strict latency requirements…

网络与互联网体系结构 · 计算机科学 2018-11-29 Sumit Maheshwari , Dipankar Raychaudhuri

Over recent years heterogeneous systems have become more prevalent across HPC systems, with over 100 supercomputers in the TOP500 incorporating GPUs or other accelerators. These hardware platforms have different performance characteristics…

性能 · 计算机科学 2019-04-11 John Lawson , Mehdi Goli , Duncan McBain , Daniel Soutar , Louis Sugy

We discuss a Quantum-Enhanced Computing Continuum, a heterogeneous, hybrid architecture that integrates quantum processing units (QPUs) within an Edge-Cloud-HPC fabric. Promote sustainability by shifting from performance to "energy-aware…

新兴技术 · 计算机科学 2026-05-01 Carlos J. Barrios H. , Frédéric Le Mouël , Oscar Carrillo

Thanks to the latest advances in containerization, the serverless edge computing model is becoming close to reality. Serverless at the edge is expected to enable low latency applications with fast autoscaling mechanisms, all running on…

网络与互联网体系结构 · 计算机科学 2022-08-18 Francisco Carpio , Marc Michalke , Admela Jukan

The rapid expansion of IoT devices and their real-time applications have driven a growing need for edge computing. To meet this need, efficient and secure solutions are required for running such applications on resource-constrained devices…

分布式、并行与集群计算 · 计算机科学 2024-12-05 Shahidullah Kaiser , Ali Saman Tosun , Turgay Korkmaz

In this report we investigate the performance of Hadoop clusters, deployed with separated storage and compute layers, on top of a hypervisor managing a single physical host. We have analyzed and evaluated the different Hadoop cluster…

分布式、并行与集群计算 · 计算机科学 2014-11-17 Todor Ivanov , Roberto V. Zicari , Sead Izberovic , Karsten Tolle

This paper explores the role of energy-awareness strategies into the deployment of applications across heterogeneous Edge-Cloud infrastructures. It proposes methods to inject into existing scheduling approaches energy metrics at a…

网络与互联网体系结构 · 计算机科学 2025-11-13 Dalal Ali , Rute C. Sofia