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Optimized Weighted Round Robin Approach for Load Balancing in Cloud Computing

机译:云计算负载平衡的优化加权循环方法

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摘要

Technological advances in distributed computing paved way for unprecedented possibilities. Towards this end, cloud computing has emerged and capable of rendering computing resources on demand. In cloud computing it is inevitable to ensure that consumers' Service Level Agreements (SLAs) are met. To achieve this cloud computing exploits two specific concepts like load balancing and scheduling. As part of load balancing some Virtual Machines (VMs) are migrated for effective utilization of resources. The tasks scheduled may be of two types namely pre-emptive and non-pre-emptive. Nonpreemptive tasks are irrevocable unless they are finished properly. Therefore it is very essential to assign such tasks to VMs carefully in the first attempt itself. There are possibilities that in a VM multiple tasks, both independent and dependent, may run and thus create problems with nonpreemptive tasks. As the jobs arrive randomly and dynamically with heterogeneous loads, it is important to allocate them to resources in a better way. Since scheduling and load balancing are complementary in nature, in this paper, we propose a framework with underlying algorithms that take care of load balancing and optimized performance. Optimized weighted round robin is the approach employed for load balancing. We built a prototype application on top of CloudSim to simulate and demonstrate proof of the concept. The results revealed that the proposed methodology for load balancing is effective in the presence of nonpreemptive dependent tasks.
机译:分布式计算的技术进步铺平了前所未有的可能性。为此,已经出现了云计算并能够按需渲染计算资源。在云计算中,不可避免地确保满足消费者的服务水平协议(SLA)。为了实现这一云计算,利用负载平衡和调度等两个特定概念。作为负载平衡的一部分,迁移了一些虚拟机(VM)以进行有效利用资源。调度的任务可以是两种类型,即预先撤回和非预先。非掠夺任务是不可撤销的,除非他们完全完成。因此,在第一次尝试本身仔细地分配此类任务是至关重要的。有可能在VM中,可以运行独立和依赖的VM多个任务,从而创建非专项任务的问题。随着就业机器随机到达,随机地到达异构负载,重要的是以更好的方式分配给资源。由于调度和负载平衡本质上是互补的,因此我们提出了一个框架,其底层算法,负责负载均衡和优化的性能。优化的加权循环是用于负载平衡的方法。我们在CloudSim上构建了一个原型应用程序,以模拟和展示概念的证明。结果表明,载荷平衡的提议方法在非掠夺依赖任务的存在下是有效的。

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