BigBen: Telemetry Processing for Internet-Wide Event Monitoring

IEEE Transactions on Network and Service Management(2022)

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摘要
This paper describes BigBen, a network telemetry processing system designed to enable accurate and timely reporting of Internet events (e.g., outages, attacks and configuration changes). BigBen is distinct from other Internet-wide event detection systems in its use of passive measurements of Network Time Protocol (NTP) traffic. We describe the architecture of BigBen, and a cloud-based implementation developed to process large NTP data sets and provide accurate daily event reporting. We demonstrate BigBen on a 15.5TB corpus of NTP data. We show that BigBen identifies a wide range of Internet events characterized by their location, scope and duration. We compare the events detected by BigBen vs. events detected by a large active probe-based detection system. We find only modest overlap between the two datasets and show how BigBen provides details on events that are not available from active measurements. Finally, we report on the perspective that BigBen provides on Internet events that were reported by third parties. In each case, BigBen confirms the event and provides details that were not available in prior reports, highlighting the utility of the passive, NTP-based approach.
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关键词
Internet event monitoring,network time protocol,Internet outages,passive network monitoring
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