基于服务质量感知的改进Coati优化算法在云计算环境下的高效任务调度

IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Journal of Engineering Research Pub Date : 2024-12-01 DOI:10.1016/j.jer.2023.09.024
P. Tamilarasu , G. Singaravel
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引用次数: 0

摘要

在云计算领域,任务调度对系统整体性能和资源利用率有着潜在的影响。云计算通过云服务提供商(CSP)实现对共享资源的访问和服务交付。云中的任务调度可以达到某种对称形式,这有助于实现主要的资源优化,包括能源效率和负载平衡。云计算任务调度过程涉及到一个非确定性多项式问题,利用元启发式优化技术可以有效地解决该问题,从而提高作业调度的有效性。针对云计算环境下虚拟机(VM)调度时间长、成本消耗大、负载最大等问题,提出了一种基于改进Coati优化算法的任务调度(ICOATS)。在本文提出的ICOATS中,利用虚拟机、成本和时间因素构建了任务分配和调度模型。该模型还包含了一个多目标适应度函数,其目标是最小化完工时间,同时最大化资源利用率。它根据任务调度过程为每个coati建立了可能的计划,有助于确定最佳解决方案(将传入的任务最优分配给vm)。该算法通过引入一种开发策略来提高局部搜索潜力,并在勘探和开发之间实现平衡权衡,从而具有处理早熟收敛问题的能力。在与现有的元启发式任务调度方法进行评估的仿真结果表明,该方法在缩短完工时间方面有较好的改善,同时提高了周转效率、成功率和可用性。
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Quality of service aware improved coati optimization algorithm for efficient task scheduling in cloud computing environment
The task scheduling has a potential impact on overall system performance and resource utilization in the domain of Cloud Computing. Cloud computing adopts a cloud service provider (CSP) for facilitating access and delivering services to the shared resources. Task scheduling in clouds can be attained some symmetry form which helps in achieving predominant resource optimization that includes energy efficiency and load balancing. This task scheduling process of cloud computing pertains to the problem of Non-deterministic Polynomial (NP) which can be significantly solved using the techniques of metaheuristic optimization for enhancing the job scheduling effectiveness. In this paper, an Improved Coati Optimization Algorithm-based Task Scheduling (ICOATS) is presented for addressing the issues of lengthier scheduling time, high consumptions of cost and maximized load on Virtual Machine (VM) in cloud computing environment. In this proposed ICOATS, a model for distribution and scheduling of tasks is constructed using the factors of VMs, cost and time. It further included a multi-objective fitness function which targets on minimizing makespan, and at the same time maximizing the rate of resource utilization. It established possible plan for every coati with respect to task scheduling process that aids in determining the best solution (optimal assignment of incoming tasks to VMs). It is proposed with the capability of handing the problem of premature convergence by incorporating an exploitation strategy which improving the local search potential with well-balanced trade-off amid exploration and exploitation. The simulation results of this ICOATS approach under its evaluation with the existing metaheuristic task scheduling approaches confirmed better improvement in reducing makespan, and simultaneously enhances the turnaround efficiency, success rate and availability.
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来源期刊
Journal of Engineering Research
Journal of Engineering Research ENGINEERING, MULTIDISCIPLINARY-
CiteScore
1.60
自引率
10.00%
发文量
181
审稿时长
20 weeks
期刊介绍: Journal of Engineering Research (JER) is a international, peer reviewed journal which publishes full length original research papers, reviews, case studies related to all areas of Engineering such as: Civil, Mechanical, Industrial, Electrical, Computer, Chemical, Petroleum, Aerospace, Architectural, Biomedical, Coastal, Environmental, Marine & Ocean, Metallurgical & Materials, software, Surveying, Systems and Manufacturing Engineering. In particular, JER focuses on innovative approaches and methods that contribute to solving the environmental and manufacturing problems, which exist primarily in the Arabian Gulf region and the Middle East countries. Kuwait University used to publish the Journal "Kuwait Journal of Science and Engineering" (ISSN: 1024-8684), which included Science and Engineering articles since 1974. In 2011 the decision was taken to split KJSE into two independent Journals - "Journal of Engineering Research "(JER) and "Kuwait Journal of Science" (KJS).
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