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SMART: 基于数据流技术的电信网络流量监控系统
引用本文:常建龙,闫莺,宫学庆,戴岱,周傲英. SMART: 基于数据流技术的电信网络流量监控系统[J]. 山东大学学报(理学版), 2007, 42(11): 27-31
作者姓名:常建龙  闫莺  宫学庆  戴岱  周傲英
作者单位:复旦大学,计算机科学与工程学院,上海,200433;上海电信,上海,200120;复旦大学,计算机科学与工程学院,上海,200433;上海电信,上海,200120
基金项目:国家自然科学基金;上海市电信公司网络流量监测数据处理工具开发项目
摘    要:大多数国内电信运营商现有的网络流量监控系统的分析都是基于数据文件的操作模式,处理速度远跟不上大量数据到达的速度。基于这种情况,提出了基于数据流技术来实现在线网络流量监控系统SMART。SMART收集多个路由器发送的Netflow V5或者V9格式的数据,并将其转换成用户定义的监控流;以滑动窗口的方式查询输出流量构成中Top-k频繁数据信息;监测网络流量突变;以可视化的图形和报表形式显示结果。SMART先进的数据流算法技术基础和完整的系统框架设计使得它在上海电信高效稳定的7*24h运行。

关 键 词:数据流系统  网络流量监控  电信
文章编号:1671-9352(2007)11-0027-05
收稿时间:2007-06-20

SMART: a system for online monitoring large volumes of network traffic
CHANG Jian-long,YAN Ying,GONG Xue-qing,DAI Dai,ZHOU Ao-ying. SMART: a system for online monitoring large volumes of network traffic[J]. Journal of Shandong University, 2007, 42(11): 27-31
Authors:CHANG Jian-long  YAN Ying  GONG Xue-qing  DAI Dai  ZHOU Ao-ying
Affiliation:1. Computer Science and Engineer, Fudan University, Shanghai 200433, China;2. Shanghai Telecom, Shanghai 200120, China
Abstract:Monitoring systems deployed in telecom operators are usually too slow because of their disk-based processing approach. To address this problem, an online network traffic monitoring system, named SMART, was designed and developed. The system converts different formats of raw net flow data (Netflow V5 or V9) to user-defined control flows through combination and filtering. It can compute top-k frequent flows with sliding window, detect burst on arbitrary attributes, and present results visually to users. The system could be used to replace the traditional offline monitoring system used in Shanghai Telecom. The basis of advanced streaming algorithms and the design of robust system architecture enable SMART to achieve good performance.
Keywords:data stream system   network traffic monitoring   telecom
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