Error Log Analysis Statistical Modeling And Heuristic Trend Analysis
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Request full-text Error log analysis: Statistical modeling and heuristic trend analysisArticle in IEEE Transactions on Reliability 39(4):419 - 432 · November 1990 with 56 ReadsDOI: 10.1109/24.58720 · Source: IEEE Xplore1st T.-T.Y. Lin2nd Daniel P. SiewiorekAbstractMost error-log analysis studies perform a statistical fit to the data assuming a single underlying error process. The authors present the results of an analysis that demonstrates that the log is composed of at least two error processes: transient and intermittent. The mixing of data from multiple processes requires many http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&arnumber=58720 more events to verify a hypotheses using traditional statistical analysis. Based on the shape of the interarrival time function of the intermittent errors observed from actual error logs, a failure-prediction heuristic, the dispersion frame technique (DFT), is developed. The DFT was implemented in a distributed system for the campus-wide Andrew file system at Carnegie Mellon University. https://www.researchgate.net/publication/3151585_Error_log_analysis_Statistical_modeling_and_heuristic_trend_analysis Data collected from 13 file servers over a 22-month period were analyzed using both the DFT and conventional statistical methods. It is shown that the DFT can extract intermittent errors from the error log and uses only one fifth of the error-log entry points required by statistical methods for failure prediction. The DFT achieved a 93.7% success rate in predicting failures in both electromechanical and electronic devicesDo you want to read the rest of this article?Request full-text CitationsCitations151ReferencesReferences12Automated Dynamic Firmware Analysis at Scale: A Case Study on Embedded Web Interfaces"One way is to perform log pre-processing [86], log mining [65] and analysis [84]. This approach often uses clustering and machine learning techniques to classify an unknown execution of the system based on its logs and based on previously seen logs of that system [22,66]. Filesystem instrumentation is another approach to automate the failure analysis [48]. "[Show abstract] [Hide abstract] ABSTRACT: Embedded devices are becoming more widespread, interconnected, and web-enabled than ever. However, recent studies showed that th
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