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Differentiating Data Collection for Cloud Environment Monitoring 被引量:2

Differentiating Data Collection for Cloud Environment Monitoring
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摘要 In a growing number of information processing applications,data takes the form of continuous data streams rather than traditional stored databases.Monitoring systems that seek to provide monitoring services in cloud environment must be prepared to deal gracefully with huge data collections without compromising system performance.In this paper,we show that by using a concept of urgent data,our system can shorten the response time for most 'urgent' queries while guarantee lower bandwidth consumption.We argue that monitoring data can be treated differently.Some data capture critical system events;the arrival of these data will significantly influence the monitoring reaction speed which is called urgent data.High speed urgent data collections can help system to react in real time when facing fatal errors.A cloud environment in production,MagicCube,is used as a test bed.Extensive experiments over both real world and synthetic traces show that when using urgent data,monitoring system can lower the response latency compared with existing monitoring approaches. In a growing number of information processing applications, data takes the form of continuous data streams rather than traditional stored databases. Monitoring systems that seek to provide monitoring services in cloud environment must be prepared to deal gracefully with huge data collections without compromising system performance. In this paper, we show that by using a concept of urgent data, our system can shorten the response time for most 'urgent' queries while guarantee lower bandwidth consumption. We argue that monitoring data can be treated differently. Some data capture critical system events; the arrival of these data will significantly influence the monitoring reaction speed which is called urgent data. High speed urgent data collections can help system to react in real time when facing fatal errors. A cloud environment in production, MagicCube, is used as a test bed. Extensive experiments over both real world and synthetic traces show that when using urgent data, monitoring system can lower the response latency compared with existing monitoring approaches.
出处 《China Communications》 SCIE CSCD 2014年第4期13-24,共12页 中国通信(英文版)
基金 supported by the National Key Technology R&D Program(Grant NO. 2012BAH17F01) NSFC-NSF International Cooperation Project(Grant NO. 61361126011)
关键词 cloud computing cloud monitoring urgent data rule engine CONSTRAINT 数据采集系统 环境监测 影响系统 监控系统 反应速度 信息处理 监控服务 响应时间
作者简介 MENG You, is Ph.D. Candidate of Computer Science in BeiHang University. He mainly focuses the work on network management and distributed computing.LUAN Zhongzhi, Associate Professor of Computer Science in BeiHang University. His research area includes network management, distributed computing, cloud computing and fault management.QIAN Depei, Professor of Computer Science in Beihang University. His research area includes high performance computing, system architecture, network management and distributed computing.
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