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Resource selection and task placement for distributed execution poses conceptual and implementation difficulties. Although resource selection and task placement are at the core of many tools and workflow systems, the methods are ad hoc…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-04 Matteo Turilli , Yadu Nand Babuji , Andre Merzky , Ming Tai Ha , Michael Wilde , Daniel S. Katz , Shantenu Jha

A key hurdle is demonstrating compute resource capability with limited benchmarks. We propose workflow templates as a solution, offering adaptable designs for specific scientific applications. Our paper identifies common usage patterns for…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-31 Gregor von Laszewski , Wesley Brewer , Sean R. Wilkinson , Andrew Shao , J. P. Fleischer , Harshad Pitkar , Christine R. Kirkpatrick , Geoffrey C. Fox

Machine learning inference is increasingly being executed locally on mobile and embedded platforms, due to the clear advantages in latency, privacy and connectivity. In this paper, we present approaches for online resource management in…

Computer Vision and Pattern Recognition · Computer Science 2021-05-11 Lei Xun , Long Tran-Thanh , Bashir M Al-Hashimi , Geoff V. Merrett

The public cloud offers a myriad of services which allows its tenants to process large scale big data in a flexible, easy and cost effective manner. Tenants generally use large scale data processing frameworks such as MapReduce, Tez, Spark…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-14 Aakash Sharma , Saravanan Dhakshinamurthy , George Kesidis , Chita R. Das

Science reproducibility is a cornerstone feature in scientific workflows. In most cases, this has been implemented as a way to exactly reproduce the computational steps taken to reach the final results. While these steps are often…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-21 Karan Vahi , Mats Rynge , George Papadimitriou , Duncan A. Brown , Rajiv Mayani , Rafael Ferreira da Silva , Ewa Deelman , Anirban Mandal , Eric Lyons , Michael Zink

Cloud computing provides a great opportunity for scientists, as it enables large-scale experiments that cannot are too long to run on local desktop machines. Cloud-based computations can be highly parallel, long running and data-intensive,…

Software Engineering · Computer Science 2016-12-07 Maria Spichkova , Heinz W. Schmidt , Ian E. Thomas , Iman I. Yusuf , Steve Androulakis , Grischa R. Meyer

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-27 Henri Casanova , Mark Stillwell , Frédéric Vivien

This paper presents basic concepts, architectural principles and algorithms for efficient resource and security management in cluster computing environments and the Grid. The work presented in this paper is funded by BTExacT and the EPSRC…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-11-05 Ioannis Liabotis , Ognjen Prnjat , Tope Olukemi , Adrian Li Mow Ching , Aleksandar Lazarevic , Lionel Sacks , Mike Fisher , Paul McKee

Although deep neural networks are typically computationally expensive to use, technological advances in both the design of hardware platforms and of neural network architectures, have made it possible to use powerful models on edge devices.…

Software Engineering · Computer Science 2022-02-11 Meelis Lootus , Kartik Thakore , Sam Leroux , Geert Trooskens , Akshay Sharma , Holly Ly

Currently, one of the hottest topics in the Internet of Things (IoT) research domain regards the issue to overcome the heterogeneity of proprietary technologies and systems so as to enable the integration of applications and devices…

Networking and Internet Architecture · Computer Science 2016-06-28 Alessio Meloni , Luigi Atzori

Recent development in lightweight OS-level virtualization, containers, provides a potential solution for running HPC applications on the cloud platform. In this work, we focus on the impact of different layers in a containerized environment…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-18 Daniel Medeiros , Gabin Schieffer , Jacob Wahlgren , Ivy Peng

Grid computing is concerned with the sharing and coordinated use of diverse resources in distributed "virtual organizations." The dynamic and multi-institutional nature of these environments introduces challenging security issues that…

Cryptography and Security · Computer Science 2007-05-23 Von Welch , Frank Siebenlist , Ian Foster , John Bresnahan , Karl Czajkowski , Jarek Gawor , Carl Kesselman , Sam Meder , Laura Pearlman , Steven Tuecke

Emerging compute continuum environments pose new challenges that traditional cloud-centric architectures struggle to address. Latency, bandwidth constraints, and the heterogeneity of edge environments hinder the efficiency of centralized…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-15 Luca De Martini , Dario d'Abate , Alessandro Margara , Gianpaolo Cugola

In the past decade, we have witnessed a dramatically increasing volume of data collected from varied sources. The explosion of data has transformed the world as more information is available for collection and analysis than ever before. To…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-04 Ying Mao , Yuqi Fu , Wenjia Zheng , Long Cheng , Qingzhi Liu , Dingwen Tao

With the growing amount of data, data processing workloads and the management of their resource usage becomes increasingly important. Since managing a dedicated infrastructure is in many situations infeasible or uneconomical, users…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-19 Dominik Scheinert , Alireza Alamgiralem , Jonathan Bader , Jonathan Will , Thorsten Wittkopp , Lauritz Thamsen

Serverless computing is gaining traction as an attractive model for the deployment of a multitude of workloads in the cloud. Designing and building effective resource management solutions for any computing environment requires extensive…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-20 Anupama Mampage , Rajkumar Buyya

Cloud services have been used very widely, but configuration of the parameters, including the efficient allocation of resources, is an important objective for the system architect. The article is devoted to solving the problem of choosing…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-12-06 Evgeny Nikulchev , Evgeniy Pluzhnik , Oleg Lukyanchikov , Dmitry Biryukov , Elena Andrianova

In this paper, an energy efficient IoT virtualization framework with P2P networking and edge computing is proposed. In this network, the IoT task processing requests are served by peers. The peers in our work are represented by IoT objects…

Networking and Internet Architecture · Computer Science 2018-12-20 Zaineb T. Al-Azez , Ahmed Q. Lawey , Taisir E. H. El-Gorashi , Jaafar M. H. Elmirghani

A metaverse breaks the boundaries of time and space between people, realizing a more realistic virtual experience, improving work efficiency, and creating a new business model. Blockchain, as one of the key supporting technologies for a…

Cryptography and Security · Computer Science 2023-09-08 Ye Cheng , Yihao Guo , Minghui Xu , Qin Hu , Dongxiao Yu , Xiuzhen Cheng

Hardware-based Trusted Execution Environments (TEEs) are widely deployed in mobile devices. Yet their use has been limited primarily to applications developed by the device vendors. Recent standardization of TEE interfaces by GlobalPlatform…

Cryptography and Security · Computer Science 2016-11-17 Brian McGillion , Tanel Dettenborn , Thomas Nyman , N. Asokan