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Growth in the number of PMOs established by the industry over last decade and ever growing body of literature on PMO related research in academia is a clear indication that there is very clear interest of researchers, practitioners and…

软件工程 · 计算机科学 2014-06-11 Parvez Mahmood Khan , M M Sufyan Beg , Musheer Ahmad

Pilot-Job systems play an important role in supporting distributed scientific computing. They are used to consume more than 700 million CPU hours a year by the Open Science Grid communities, and by processing up to 1 million jobs a day for…

分布式、并行与集群计算 · 计算机科学 2016-03-08 Matteo Turilli , Mark Santcroos , Shantenu Jha

In heterogeneous distributed computing (HC) systems, diversity can exist in both computational resources and arriving tasks. In an inconsistently heterogeneous computing system, task types have different execution times on heterogeneous…

分布式、并行与集群计算 · 计算机科学 2019-01-29 James Gentry , Chavit Denninnart , Mohsen Amini Salehi

Runtime scheduling and workflow systems are an increasingly popular algorithmic component in HPC because they allow full system utilization with relaxed synchronization requirements. There are so many special-purpose tools for task…

分布式、并行与集群计算 · 计算机科学 2023-11-03 David M. Rogers

As the popularity of quantum computing continues to grow, efficient quantum machine access over the cloud is critical to both academic and industry researchers across the globe. And as cloud quantum computing demands increase exponentially,…

量子物理 · 物理学 2022-03-28 Gokul Subramanian Ravi , Kaitlin N. Smith , Prakash Murali , Frederic T. Chong

In recent years with the advent of high bandwidth internet access availability, the cloud computing applications have boomed. With more and more applications being run over the cloud and an increase in the overall user base of the different…

分布式、并行与集群计算 · 计算机科学 2022-01-25 Sandeep Kumar Patel , Avtar Singh

The recent growth of Artificial Intelligence (AI), particularly large language models, requires energy-demanding high-performance computing (HPC) data centers, which poses a significant burden on power system capacity. Scheduling data…

系统与控制 · 电气工程与系统科学 2024-12-17 Yihong Zhou , Angel Paredes , Chaimaa Essayeh , Thomas Morstyn

Resource demands of HPC applications vary significantly. However, it is common for HPC systems to primarily assign resources on a per-node basis to prevent interference from co-located workloads. This gap between the coarse-grained resource…

分布式、并行与集群计算 · 计算机科学 2023-03-14 Jie Li , George Michelogiannakis , Brandon Cook , Dulanya Cooray , Yong Chen

Scheduled batch jobs have been widely used on the asynchronous computing platforms to execute various enterprise applications, including the scheduled notifications and the candidate pre-computation for the modern recommender systems. It is…

机器学习 · 计算机科学 2022-12-06 Yang Liu , Juan Wang , Zhengxing Chen , Ian Fox , Imani Mufti , Jason Sukumaran , Baokun He , Xiling Sun , Feng Liang

This paper discussed some job scheduling algorithms for Hadoop platform, and proposed a jobs scheduling optimization algorithm based on Bayes Classification viewing the shortcoming of those algorithms which are used. The proposed algorithm…

分布式、并行与集群计算 · 计算机科学 2015-06-10 Yingjie Guo , Linzhi Wu , Wei Yu , Bin Wu , Xiaotian Wang

Human routines structure daily life, yet remain challenging for computational systems to understand. This paper presents the first systematic review of routine computing, a previously implicit but increasingly recognized field that focuses…

人机交互 · 计算机科学 2026-04-27 Borislav Pavlov , Jiajin Li , Jun Fang , Yuntao Wang , Yuanchun Shi

Digital technologies are becoming ubiquitous while their impact increases. A growing part of this impact happens far away from the end users, in networks or data centers, contributing to a rebound effect. A solution for a more responsible…

分布式、并行与集群计算 · 计算机科学 2022-04-07 Maël Madon , Georges Da Costa , Jean-Marc Pierson

In recent years, several HPC facilities have started continuous monitoring of their systems and jobs to collect performance-related data for understanding performance and operational efficiency. Such data can be used to optimize the…

分布式、并行与集群计算 · 计算机科学 2024-07-03 Ian J. Costello , Abhinav Bhatele

The conventional model of resource allocation in HPC systems is static. Thus, a job cannot leverage newly available resources in the system or release underutilized resources during the execution. In this paper, we present Kub, a…

分布式、并行与集群计算 · 计算机科学 2024-10-15 Daniel Medeiros , Jacob Wahlgren , Gabin Schieffer , Ivy Peng

Workers spend a significant amount of time learning how to make good decisions. Evaluating the efficacy of a given decision, however, can be complicated -- e.g., decision outcomes are often long-term and relate to the original decision in…

机器学习 · 计算机科学 2024-03-20 Hamsa Bastani , Osbert Bastani , Wichinpong Park Sinchaisri

As a broader set of applications from simulations to data analysis and machine learning require more parallel computational capability, the demand for interactive and urgent high performance computing (HPC) continues to increase. This paper…

We discuss some specific software engineering challenges in the field of high-performance computing, and argue that the slow adoption of SE tools and techniques is at least in part caused by the fact that these do not address the HPC…

软件工程 · 计算机科学 2021-12-14 Jonas Thies , Melven Röhrig-Zöllner , Achim Basermann

Reproducibility is widely acknowledged as a fundamental principle in scientific research. Currently, the scientific community grapples with numerous challenges associated with reproducibility, often referred to as the ''reproducibility…

软件工程 · 计算机科学 2024-09-16 Benjamin A. Antunes , David R. C. Hill

In human computer interaction (HCI), it is common to evaluate the value of HCI designs, techniques, devices, and systems in terms of their benefit to users. It is less common to discuss the benefit of HCI to computers. Every HCI task allows…

人机交互 · 计算机科学 2023-11-07 Min Chen

High performance computing (HPC) and cloud have traditionally been separate, and presented in an adversarial light. The conflict arises from disparate beginnings that led to two drastically different cultures, incentive structures, and…

分布式、并行与集群计算 · 计算机科学 2025-06-24 Vanessa Sochat , David Fox , Daniel Milroy