Assessing Direct Monitoring Techniques to Analyze Failures of Critical Industrial Systems

被引:13
|
作者
Cinque, Marcello [1 ]
Cotroneo, Domenico [1 ]
Della Corte, Raffaele [1 ]
Pecchia, Antonio [1 ]
机构
[1] Univ Napoli Federico II, Dipartimento Ingn Elettr & Tecnol Informaz, Via Claudio 21, I-80125 Naples, Italy
关键词
event logs; assertions; code instrumentation; failure detection; information entropy; critical systems; RELIABILITY; TAXONOMY;
D O I
10.1109/ISSRE.2014.30
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The analysis of monitoring data is extremely valuable for critical computer systems. It allows to gain insights into the failure behavior of a given system under real workload conditions, which is crucial to assure service continuity and downtime reduction. This paper proposes an experimental evaluation of different direct monitoring techniques, namely event logs, assertions, and source code instrumentation, that are widely used in the context of critical industrial systems. We inject 12,733 software faults in a real-world air traffic control (ATC) middleware system with the aim of analyzing the ability of mentioned techniques to produce information in case of failures. Experimental results indicate that each technique is able to cover a limited number of failure manifestations. Moreover, we observe that the quality of collected data to support failure diagnosis tasks strongly varies across the techniques considered in this study.
引用
收藏
页码:212 / 222
页数:11
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