DocumentCode
270879
Title
mPlane: an intelligent measurement plane for the internet
Author
Trammell, Brian ; Casas, Pedro ; Rossi, Davide ; Bär, Arian ; Houidi, Zied ; Leontiadis, Ilias ; Szemethy, Tivadar ; Mellia, Marco
Volume
52
Issue
5
fYear
2014
fDate
May-14
Firstpage
148
Lastpage
156
Abstract
The Internet´s universality is based on its decentralization and diversity. However, its distributed nature leads to operational brittleness and difficulty in identifying the root causes of performance and availability issues, especially when the involved systems span multiple administrative domains. The first step to address this fragmentation is coordinated measurement: we propose to complement the current Internet´s data and control planes with a measurement plane, or mPlane for short. mPlane´s distributed measurement infrastructure collects and analyzes traffic measurements at a wide variety of scales to monitor the network status. Its architecture is centered on a flexible control interface, allowing the incorporation of existing measurement tools through lightweight mPlane proxy components, and offering dynamic support for new capabilities. A focus on automated, iterative measurement makes the platform well-suited to troubleshooting support. This is supported by a reasoning system, which applies machine learning algorithms to learn from success and failure in drilling down to the root cause of a problem. This article describes the mPlane architecture and shows its applicability to several distributed measurement problems involving content delivery networks and Internet service roviders. A first case study presents the tracking and iterative analysis of cache selection policies in Akamai, while a second example focuses on the cooperation between Internet service providers and content delivery networks to better orchestrate their traffic engineering decisions and jointly improve their performance.
Keywords
Internet; iterative methods; telecommunication traffic; Akamai; Internet service roviders; content delivery networks; control plane; distributed measurement infrastructure; intelligent measurement plane; iterative measurement; mPlane; machine learning; traffic measurements; Coordinate measuring machines; Information retrieval; Internet; Machine learning; Monitoring; Query processing; Telecommunication network management;
fLanguage
English
Journal_Title
Communications Magazine, IEEE
Publisher
ieee
ISSN
0163-6804
Type
jour
DOI
10.1109/MCOM.2014.6815906
Filename
6815906
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