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Sequence Game Model In Cloud Computing Resource Scheduling

Posted on:2018-01-10Degree:MasterType:Thesis
Country:ChinaCandidate:Z Y LiFull Text:PDF
GTID:2348330536468737Subject:Engineering
Abstract/Summary:PDF Full Text Request
Cloud computing has been rising with the increasing demand for data processing,and the development of computer-related technologies,such as grid computing and parallel computing.Cloud computing has rapidly expanded the market by some outstanding advantages such as virtue of resource utilization,convenience,applicability and has been coming into and bringing a great convenience to the daily life.The company can greatly reduce the investment in basic hardware facilities and the cost of the company by the use of cloud computing technology.The characteristics of scalability and maintainability offers a great convenience to the daily operation.Now,some foreign companies such as Google,Microsoft,Amazon et,as well as domestic Huawei,Alibaba,Tencent,Baidu et have launched their own cloud computing platform with the unique characteristics,covering all aspects of life,meeting all kinds of needs.At the same time,the Ministry of Science and Technology has also promulgated the "China Cloud Science and Technology Development ‘second five ‘special plan",cloud computing is becoming more and more important in the market environment.One of the most critical points in cloud computing is on-demand distribution,and service providers should share enough computing resources to meet the needs of all users.Another key point is to ensure the utilization of resources and to deploy resources to the corresponding virtual machines.But with the user becoming more and more important in the cloud computing market,a scheduling program giving full consideration to the user and meeting the needs of users has become urgently.This paper mainly takes the user as the starting point,and then takes into account the interests of both users and service providers to propose a sequence game model.The main contents of this paper are as follows:(1)Familiar with the background of cloud computing,researching the status of cloud computing platform and related technology at home and abroad,making a unique analysis to cloud computing environment and resource scheduling.(2)Comparing cloud computing services to traditional Internet access services,this paper proposes a sequential game model by modeling and analyzing,and taking full advantage of SLA protocol,taking users as the starting point,taking into account the user's response time requirements.(3)The cloud computing service process is divided into three levels,each level corresponding to different resources,accurate forecast analysis to the response time of each layer,and then in the allocation of resources specific to each layer,to improve the accuracy of resource allocation.(4)Each module of the sequential game model is analyzed and validated by the related algorithm,and the superiority algorithm is chosen to construct the model.For the prediction module,the linear regression model and time intensity model are introduced,and the theoretical analysis and experimental comparison are carried out.In view of the scheduling module,the traditional genetic algorithm and the game theory algorithm rising in recent years are analyzed,and the applicability of the algorithm is verified by experiments.Experiments show that the proposed sequential game model can meet the needs of users in response time,and effectively improve the resource utilization rate.The model has a practical feasibility.
Keywords/Search Tags:cloud computing, time series, game theory, response time, resource scheduling
PDF Full Text Request
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