Optimized load balancing mechanism in parallel computing for workflow in cloud computing environment

Asma Anjum, A. Parveen
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引用次数: 0

Abstract

Cloud computing gives on-demand access to computing resources in metered and powerfully adapted way; it empowers the client to get access to fast and flexible resources through virtualization and widely adaptable for various applications. Further, to provide assurance of productive computation, scheduling of task is very much important in cloud infrastructure environment. Moreover, the main aim of task execution phenomena is to reduce the execution time and reserve infrastructure; further, considering huge application, workflow scheduling has drawn fine attention in business as well as scientific area. Hence, in this research work, we design and develop an optimized load balancing in parallel computation aka optimal load balancing in parallel computing (OLBP) mechanism to distribute the load; at first different parameter in workload is computed and then loads are distributed. Further OLBP mechanism considers makespan time and energy as constraint and further task offloading is done considering the server speed. This phenomenon provides the balancing of workflow; further OLBP mechanism is evaluated using cyber shake workflow dataset and outperforms the existing workflow mechanism.
优化了云计算环境下工作流并行计算中的负载均衡机制
云计算以计量和强大的方式按需访问计算资源;它使客户端能够通过虚拟化访问快速灵活的资源,并广泛适应各种应用程序。此外,在云基础设施环境中,为了保证高效的计算,任务调度是非常重要的。任务执行现象的主要目的是减少执行时间和储备基础设施;此外,工作流调度由于其巨大的应用,在商业和科学领域都受到了广泛的关注。因此,在本研究工作中,我们设计并开发了一种并行计算中的优化负载平衡机制,即并行计算中的最优负载平衡(OLBP)机制来分配负载;首先计算不同的负载参数,然后进行负载分配。进一步的OLBP机制将makespan时间和能量作为约束,并考虑服务器速度进行进一步的任务卸载。这种现象提供了工作流程的平衡;利用网络震动工作流数据集对OLBP机制进行了进一步的评估,结果优于现有的工作流机制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
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