云计算中的工作流应用调度:系统文献综述(SLR)

Rimsha Asif, Khubaib Amjad Alam, A. Jamil, Pariwish Touseef, Bisma Rehman
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引用次数: 0

摘要

在云计算中调度工作流应用程序是最具挑战性的问题之一。工作流应用程序包含许多不同的任务和复杂的结构。每个单独的任务可能包括处理、输入和访问存储和软件功能。由于这些原因,它被认为是一个NP-hard优化问题。然后,在工作流执行过程中需要有效的调度算法来选择合适的资源,因此任务调度是这方面的潜在研究领域。这是全文研究的一部分,该研究系统地回顾了云计算背景下工作流应用的文献。通过回答两个研究问题来描述初步结果。从225篇研究论文中选出41篇。回答选定的研究问题的文章包括在本文中。工作流调度的目的是在调度程序控制的共享资源上分配和管理任务的执行。我们已经扩大了我们的研究范围,包括工作流和优化调度方面的单目标和多目标优化。本研究探讨了有必要开发一种有效的任务调度算法,将适当的任务映射到虚拟机上,同时最小化成本开销并最大化基于云的系统的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
WorkFlow Application Scheduling in Cloud Computing: A Systematic Literature Review (SLR)
Scheduling workflow applications in cloud computing is one of the most challenging issues. Workflow applications contain many distinct tasks and complex structures. Every single task might include processing, entering, and accessing storage and software functions. For all these reasons, it is considered to be an NP-hard optimization problem. Afterward, efficient scheduling algorithms are needed for the selection of appropriate resources in workflow execution, so task scheduling is the potential research area in this context. It is a part of a full-text study that systematically reviews the literature on workflow application in the context of cloud computing. Initial results are described by answering the two research questions. 41 articles were selected out of 225 research papers. Articles that answer selected research questions are included in this paper. Workflow scheduling purposes at assigning and managing the execution of tasks on to the shared resources that are controlled by the scheduler. We have expanded the scope of our study to include both workflow and optimization scheduling in terms of single and multi-objective optimization. This study explores that there is a need to develop an efficient task scheduling algorithm that maps appropriate tasks on to the VMs, while minimizing the cost overhead and maximize the performance of the cloud-based system.
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