云計算資源管理中QoS保障機制研究
[Abstract]:Absrtact: with the increasing demand for computing in commercial applications and scientific research, cloud computing provides a cost-effective way to supply computing resources to meet these computing needs. And in industry and academia has been rapid development and wide application. Cloud data center will construct dynamic virtual resource pool of computing resources, storage resources and network resources, realize the automatic deployment of cloud resources, dynamic expansion and distribution according to demand, and users can obtain resources services at any time, anywhere and on demand through the network. However, the application of cloud computing in the business environment needs to face complex and diverse user needs. Providing quality assurance services is the key for cloud computing to gain market recognition and business promotion. It is an important problem in cloud computing resource management that how to ensure the quality of service of user QoS (Quality of Service, through effective user task allocation and virtual resource scheduling. Combined with the business model and technical characteristics of cloud computing, this paper studies the QoS guarantee mechanism in cloud computing resource management and puts forward solutions. Firstly, through discussing the key issues of cloud computing QoS guarantee, the quantifiable index system of cloud computing QoS is studied, and the cloud computing resource management system which provides QoS guarantee is designed. It includes task allocation on virtual machine resource and scheduling of virtual machine resource on host physical host. Then the two-level scheduling problem in the system is studied in depth. On the one hand, according to the diversity of user service requests, a resource allocation optimization model based on hierarchical location model is proposed from the point of view of optimizing cost. On the other hand, according to the complexity and heterogeneity of physical resources in data centers, a dynamic scheduling model of virtual resources based on knapsack problem is proposed from the point of view of improving resource utilization, and a resource scheduling strategy based on improved ant colony algorithm is presented. In this paper, the QoS requirements of users are applied to the modeling and design of resource management model, and the QoS guarantee mechanism of cloud computing resource management is formed to maximize the economic benefits. Finally, by extending the CloudSim cloud computing simulation platform, this paper verifies and compares the model and algorithm of cloud computing resource management, and proves the feasibility and effectiveness of the proposed algorithm. It realizes the optimization of operating cost and resource utilization while guaranteeing QoS, and provides an effective reference scheme for the research of QoS guarantee in cloud computing resource management.
【學位授予單位】:北京交通大學
【學位級別】:碩士
【學位授予年份】:2014
【分類號】:TP393.09
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