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Recent advances in computing architectures and networking are bringing parallel computing systems to the masses so increasing the number of potential users of these kinds of systems. In particular, two important technological evolutions are…

分布式、并行与集群计算 · 计算机科学 2017-04-05 Gabriele D'Angelo , Moreno Marzolla

Cloud-computing shares a common pool of resources across customers at a scale that is orders of magnitude larger than traditional multi-user systems. Constituent physical compute servers are allocated multiple "virtual machines" (VM) to…

分布式、并行与集群计算 · 计算机科学 2010-10-19 Souvik Ghosh , Soumyadip Ghosh

A novel simulator called VMAgent is introduced to help RL researchers better explore new methods, especially for virtual machine scheduling. VMAgent is inspired by practical virtual machine (VM) scheduling tasks and provides an efficient…

Efficient virtual machine load balancing scheduling is crucial in cloud computing to optimize resource utilization and system performance. To address this issue, several load balancing scheduling algorithms have been proposed, including…

分布式、并行与集群计算 · 计算机科学 2025-02-25 Priyank Vaidya , Abhinav Sharma , Murli Patel

We propose a novel job scheduling approach for homogeneous cluster computing platforms. Its key feature is the use of virtual machine technology to share fractional node resources in a precise and controlled manner. Other VM-based…

分布式、并行与集群计算 · 计算机科学 2011-06-27 Henri Casanova , Mark Stillwell , Frédéric Vivien

Modern datacenters schedule heterogeneous workloads across geo-distributed sites with diverse compute capacities, electricity prices, and thermal conditions. Compute utilization, heat generation, cooling demand, and energy consumption are…

分布式、并行与集群计算 · 计算机科学 2026-04-20 Nilavra Pathak , Samadrita Biswas , Nirmalya Roy

Heterogeneous systems consisting of general-purpose processors and different types of hardware accelerators are becoming more and more common in HPC systems. Especially FPGAs provide a promising opportunity to improve both performance and…

分布式、并行与集群计算 · 计算机科学 2015-08-28 Oliver Knodel , Rainer G. Spallek

Over a past few decades, VM's or Virtual machines have sort of gained a lot of momentum, especially for large scale enterprises where the need for resource optimization & power save is humongous, without compromising with performance or…

其他计算机科学 · 计算机科学 2010-06-15 Rohit Kewlani

Cloud computing technology provides the means to share physical resources among multiple users and data center tenants by exposing them as virtual resources. There is a strong industrial drive to use similar technology and concepts to…

网络与互联网体系结构 · 计算机科学 2016-10-17 Victor Millnert , Enrico Bini , Johan Eker

We explore AI-driven distributed-systems policy design by combining stochastic code generation from large language models (LLMs) with deterministic verification in a domain-specific simulator. Using a Function-as-a-Service runtime (Bauplan)…

分布式、并行与集群计算 · 计算机科学 2025-10-23 Jacopo Tagliabue

Transient computing has become popular in public cloud environments for running delay-insensitive batch and data processing applications at low cost. Since transient cloud servers can be revoked at any time by the cloud provider, they are…

分布式、并行与集群计算 · 计算机科学 2020-06-02 Alexander Fuerst , Ahmed Ali-Eldin , Prashant Shenoy , Prateek Sharma

How can applications be deployed on the cloud to achieve maximum performance? This question is challenging to address with the availability of a wide variety of cloud Virtual Machines (VMs) with different performance capabilities. The…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Blesson Varghese , Ozgur Akgun , Ian Miguel , Long Thai , Adam Barker

Cloud computing has become a major approach to help reproduce computational experiments. Yet there are still two main difficulties in reproducing batch based big data analytics (including descriptive and predictive analytics) in the cloud.…

分布式、并行与集群计算 · 计算机科学 2023-03-13 Xin Wang , Pei Guo , Xingyan Li , Aryya Gangopadhyay , Carl E. Busart , Jade Freeman , Jianwu Wang

The technologies of heterogeneous multi-core architectures, co-location, and virtualization can be used to reduce server power consumption and improve system utilization, which are three important technologies for data centers. This article…

操作系统 · 计算机科学 2023-10-24 Yecheng Yang , Pu Pang , Jiawen Wang , Quan Chen , Minyi Guo

Auto-scalability has become an evident feature for cloud software systems including but not limited to big data and IoT applications. Cloud application providers now are in full control over their applications' microservices and…

分布式、并行与集群计算 · 计算机科学 2017-11-10 Hamzeh Khazaei , Rajsimman Ravichandiran , Byungchul Park , Hadi Bannazadeh , Ali Tizghadam , Alberto Leon-Garcia

In recent years, the integration of artificial intelligence (AI) and cloud computing has emerged as a promising avenue for addressing the growing computational demands of AI applications. This paper presents a comprehensive study of…

机器学习 · 计算机科学 2023-04-28 Neelesh Mungoli

Multi-server jobs are imperative in modern cloud computing systems. A noteworthy feature of multi-server jobs is that, they usually request multiple computing devices simultaneously for their execution. How to schedule multi-server jobs…

分布式、并行与集群计算 · 计算机科学 2022-10-18 Hailiang Zhao , Shuiguang Deng , Feiyi Chen , Jianwei Yin , Schahram Dustdar , Albert Y. Zomaya

The increasing energy demands and carbon footprint of large-scale AI require intelligent workload management in globally distributed data centers. Yet progress is limited by the absence of benchmarks that realistically capture the interplay…

Recent trends of technology have explored a numerous applications of cloud services, which require a significant amount of energy. In the present scenario, most of the energy sources are limited and have a greenhouse effect on the…

分布式、并行与集群计算 · 计算机科学 2025-12-15 Sohan Kumar Pande , Sanjaya Kumar Panda , Preeti Ranjan Sahu

This paper presents a theoretical discussion for environmentally-conscious job deployment and migration in cloud environments, aiming to minimize the environmental impact of resource provisioning while incorporating sustainability…

分布式、并行与集群计算 · 计算机科学 2025-07-17 Giulio Attenni , Novella Bartolini