WIDESim: A Toolkit for Simulating Resource Management Techniques Of Scientific Workflows in Distributed Environments with Graph Topology

IF 3.6 2区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Journal of Grid Computing Pub Date : 2024-08-13 DOI:10.1007/s10723-024-09778-y
Mohammad Amin Rayej, Hajar Siar, Ahmadreza Hamzei, Mohammad Sadegh Majidi Yazdi, Parsa Mohammadian, Mohammad Izadi
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Abstract

Modeling IoT applications in distributed computing systems as workflows enables automating their procedure. There are different types of workflow-based applications in the literature. Executing IoT applications using device-to-device (D2D) communications in distributed computing systems especially edge paradigms requiring direct communication between devices in a network with a graph topology. This paper introduces a toolkit for simulating resource management of scientific workflows with different structures in distributed environments with graph topology called WIDESim. The proposed simulator enables dynamic resource management and scheduling. We have validated the performance of WIDESim in comparison to standard simulators, also evaluated its performance in real-world scenarios of distributed computing. The results indicate that WIDESim’s performance is close to existing standard simulators besides its improvements. Additionally, the findings demonstrate the satisfactory performance of the extended features incorporated within WIDESim.

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WIDESim:利用图拓扑模拟分布式环境中科学工作流资源管理技术的工具包
将分布式计算系统中的物联网应用建模为工作流,可以实现程序自动化。文献中有不同类型的基于工作流的应用。在分布式计算系统中使用设备到设备(D2D)通信执行物联网应用,尤其是需要在具有图拓扑结构的网络中进行设备间直接通信的边缘范例。本文介绍了一个名为 WIDESim 的工具包,用于模拟图拓扑分布式环境中具有不同结构的科学工作流的资源管理。该模拟器可实现动态资源管理和调度。与标准模拟器相比,我们验证了 WIDESim 的性能,还评估了它在分布式计算实际场景中的表现。结果表明,WIDESim 的性能接近现有的标准模拟器,而且还有所改进。此外,研究结果还证明了 WIDESim 中所包含的扩展功能的性能令人满意。
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来源期刊
Journal of Grid Computing
Journal of Grid Computing COMPUTER SCIENCE, INFORMATION SYSTEMS-COMPUTER SCIENCE, THEORY & METHODS
CiteScore
8.70
自引率
9.10%
发文量
34
审稿时长
>12 weeks
期刊介绍: Grid Computing is an emerging technology that enables large-scale resource sharing and coordinated problem solving within distributed, often loosely coordinated groups-what are sometimes termed "virtual organizations. By providing scalable, secure, high-performance mechanisms for discovering and negotiating access to remote resources, Grid technologies promise to make it possible for scientific collaborations to share resources on an unprecedented scale, and for geographically distributed groups to work together in ways that were previously impossible. Similar technologies are being adopted within industry, where they serve as important building blocks for emerging service provider infrastructures. Even though the advantages of this technology for classes of applications have been acknowledged, research in a variety of disciplines, including not only multiple domains of computer science (networking, middleware, programming, algorithms) but also application disciplines themselves, as well as such areas as sociology and economics, is needed to broaden the applicability and scope of the current body of knowledge.
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