• Title/Summary/Keyword: Data discretization Event log

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An event-driven intelligent failure analysis for marine diesel engines (이벤트 기반 지능형 선박엔진 결함분석)

  • Lee, Yang-Ji;Kim, Duck-Young;Hwang, Min-Soon;Cheong, Young-Soo
    • Journal of Korea Society of Industrial Information Systems
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    • v.17 no.4
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    • pp.71-85
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    • 2012
  • This paper aims to develop an event-driven failure analysis and prognosis system that is able to monitor ship status in real time, and efficiently react unforeseen system failures. In general, huge amount of recorded sensor data must be effectively interpreted for failure analysis, but unfortunately noise and redundant information in the gathered sensor data are obstacles to a successful analysis. This paper therefore applies 'Equal-frequency binning' and 'Entropy' techniques to extract only important information from the raw sensor data while minimizing information loss. The efficiency of the developed failure analysis system is demonstrated with the collected sensor data from a marine diesel engine.