基于小数据集的飞机系统可靠性分析方法

IF 0.4 Q4 TRANSPORTATION SCIENCE & TECHNOLOGY Scientific Journal of Silesian University of Technology-Series Transport Pub Date : 2023-03-01 DOI:10.20858/sjsutst.2023.118.14
Onyedikachi Chioma OKORO, Maksym ZALISKYI, Dmytriiev SERHII, Ibinabo ABULE
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引用次数: 1

摘要

数据驱动的预测性飞机维护方法通常可以降低维护成本,避免不必要的预防性维护行动,减少意外故障。飞机部件和系统的可靠性分析提供的信息可以改进现有的维修策略,并确保最佳的维修任务间隔。对于可靠性工作,通常采用指数分布;然而,这种方法需要大量的数据,而这些数据往往不是由航空业务产生的。因此,本研究提出了一种基于小数据集的可靠性分析方法。在尼日利亚运行的一架飞机的真实历史数据验证了所提出的方法并证明了其适用性。
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AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASET
Data-driven predictive aircraft maintenance approach typically results in lower maintenance costs, avoiding unnecessary preventive maintenance actions and reducing unexpected failures. Information provided by a reliability analysis of aircraft components and systems can improve an existing maintenance strategy and ensure an optimal maintenance task interval. For reliability work, the exponential distribution is typically used; however, this approach requires substantial amounts of data, which often may not be generated by aviation operations. Therefore, this study proposes a method for reliability analysis given a small dataset. Real-life historical data of an aircraft operating in Nigeria validate the proposed approach and prove its applicability.
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来源期刊
CiteScore
1.20
自引率
0.00%
发文量
52
审稿时长
20 weeks
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