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• W4313650003 endingPage "111611" @default.
• W4313650003 startingPage "111611" @default.
• W4313650003 abstract "Cloud computing systems fail in complex and unforeseen ways due to unexpected combinations of events and interactions among hardware and software components. These failures are especially problematic when they are silent, i.e., not accompanied by any explicit failure notification, hindering the timely detection and recovery. In this work, we propose an approach to run-time failure detection tailored for monitoring multi-tenant and concurrent cloud computing systems. The approach uses a non-intrusive form of event tracing, without manual changes to the system’s internals to propagate session identifiers (IDs), and builds a set of lightweight monitoring rules from fault-free executions. We evaluated the effectiveness of the approach in detecting failures in the context of the OpenStack cloud computing platform, a complex and “off-the-shelf” distributed system, by executing a campaign of fault injection experiments in a multi-tenant scenario. Our experiments show that the approach detects the failure with an F1 score (0.85) and accuracy (0.77) higher than the ones provided by the OpenStack failure logging mechanisms (0.53 and 0.50) and two non-session-aware run-time verification approaches (both lower than 0.15). Moreover, the approach significantly decreases the average time to detect failures at run-time (∼114 seconds) compared to the OpenStack logging mechanisms." @default.
• W4313650003 created "2023-01-07" @default.
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• W4313650003 date "2023-04-01" @default.
• W4313650003 modified "2023-10-16" @default.
• W4313650003 title "Run-time failure detection via non-intrusive event analysis in a large-scale cloud computing platform" @default.
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• W4313650003 doi "https://doi.org/10.1016/j.jss.2023.111611" @default.
• W4313650003 hasPublicationYear "2023" @default.
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