Distributed and collaborative traffic monitoring in software defined networks

Ye Yu, Chen Qian, Xin Li
{"title":"Distributed and collaborative traffic monitoring in software defined networks","authors":"Ye Yu, Chen Qian, Xin Li","doi":"10.1145/2620728.2620739","DOIUrl":null,"url":null,"abstract":"Network traffic monitoring supports fundamental network management tasks. However, monitoring tasks introduce non-trivial overhead to network devices such as switches. We propose a Distributed and Collaborative Monitoring system, named DCM, with the following properties. First, DCM allows switches to collaboratively achieve flow monitoring tasks and balance measurement load. Second, DCM is able to perform per-flow monitoring, by which different groups of flows are monitored using different actions. Third, DCM is a memory-efficient solution for switch data plane and guarantees system scalability. DCM uses novel two-stage Bloom filters to represent monitoring rules using small memory space. It utilizes the centralized SDN control to install, update, and reconstruct the two-stage Bloom filters in the switch data plane. We study how DCM performs two representative monitoring tasks, namely flow size counting and packet sampling, and evaluate its performance. Experiments using real data center and ISP traffic data on real network topologies show that DCM achieves highest measurement accuracy among existing solutions given the same memory budget of switches.","PeriodicalId":309136,"journal":{"name":"Proceedings of the third workshop on Hot topics in software defined networking","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"99","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the third workshop on Hot topics in software defined networking","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2620728.2620739","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 99

Abstract

Network traffic monitoring supports fundamental network management tasks. However, monitoring tasks introduce non-trivial overhead to network devices such as switches. We propose a Distributed and Collaborative Monitoring system, named DCM, with the following properties. First, DCM allows switches to collaboratively achieve flow monitoring tasks and balance measurement load. Second, DCM is able to perform per-flow monitoring, by which different groups of flows are monitored using different actions. Third, DCM is a memory-efficient solution for switch data plane and guarantees system scalability. DCM uses novel two-stage Bloom filters to represent monitoring rules using small memory space. It utilizes the centralized SDN control to install, update, and reconstruct the two-stage Bloom filters in the switch data plane. We study how DCM performs two representative monitoring tasks, namely flow size counting and packet sampling, and evaluate its performance. Experiments using real data center and ISP traffic data on real network topologies show that DCM achieves highest measurement accuracy among existing solutions given the same memory budget of switches.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
软件定义网络中的分布式和协作流量监控
网络流量监控支持基本的网络管理任务。然而,监视任务会给网络设备(如交换机)带来不小的开销。我们提出了一种分布式协同监控系统,称为DCM,具有以下特性:首先,DCM允许交换机协同完成流量监测任务并平衡测量负载。其次,DCM能够执行每个流的监视,通过这种监视,可以使用不同的操作监视不同的流组。第三,DCM是交换机数据平面的内存高效解决方案,保证了系统的可扩展性。DCM采用新颖的两阶段布隆过滤器来表示监控规则,占用较小的内存空间。它利用集中式SDN控制在交换机数据平面安装、更新和重构两级布隆滤波器。我们研究了DCM如何执行两个具有代表性的监控任务,即流量大小计数和数据包采样,并评估了其性能。使用真实数据中心和真实网络拓扑上的ISP流量数据进行的实验表明,在相同交换机内存预算的情况下,DCM在现有解决方案中具有最高的测量精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Enabling layer 2 pathlet tracing through context encoding in software-defined networking ReversePTP: a software defined networking approach to clock synchronization Flow-based load balancing in multipathed layer-2 networks using OpenFlow and multipath-TCP Fleet: defending SDNs from malicious administrators Don't call them middleboxes, call them middlepipes
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1