2004 · 14 citations · 7 references
ComputingCloud ComputingComputer SystemsCloud NetworkingComputer NetworksEdge ComputingCommunication NetworksCongestion ManagementContent Delivery NetworksEdge Computing InfrastructureNetwork Performance AnalysisNetwork Traffic AnalysisCongestion AnalysisCongestion DetectionContent DeliveryNetwork Congestion AnalysisNetwork Traffic DynamicsNetwork Traffic ModelingPacket Loss AnalysisTraffic Classification
We address the following question in this study: what is the nature of Internet congestion and where does congestion really occur on a public Internet path? Answering this question helps service providers and content providers better engineer emerging services on the Internet. Our large-scale path measurement and analysis study indicates that congestion on the Internet exhibits a wide variety of packet loss and delay characteristics. Based on our classification using "congestion signatures", we find four dominant "types" of congestion which may be related to macroscopic behavior. A particularly frequent type of congestion we observe is "flash congestion", which creates significant bursty packet loss on a fairly long time-scale. Additionally, our study suggests that flash congestion predominantly occurs at the access provider network within the "last mile" on an Internet path. The Internet "cloud" does not contribute heavily to congestion. Consequently, prevalent approaches to bypass the cloud using "edge-based" content delivery networks and caching may not be effective in reducing congestion.
7
Wide area traffic: the failure of Poisson modeling
Vern Paxson, Sally Floyd · IEEE/ACM Transactions on Networking · 1995 · 3.7K citations · Full text
Multicast-based inference of network-internal loss characteristics
Cascares, Nick Duffield, Horowitz et al. · IEEE Transactions on Information Theory · 1999 · 410 citations