Suppr超能文献

飞机机载系统可靠性评估中的模糊逻辑——一种新方法。

Fuzzy Logic in Aircraft Onboard Systems Reliability Evaluation-A New Approach.

机构信息

Air Force Institute of Technology, Księcia Boleslawa 6, 01-494 Warsaw, Poland.

Faculty of Aviation, Military University of Aviation, Dywizjonu 303 No. 35, 08-521 Deblin, Poland.

出版信息

Sensors (Basel). 2021 Nov 27;21(23):7913. doi: 10.3390/s21237913.

Abstract

This paper is a continuation of research into the possibility of using fuzzy logic to assess the reliability of a selected airborne system. The research objectives include an analysis of statistical data, a reliability analysis in the classical approach, a reliability analysis in the fuzzy set theory approach, and a comparison of the obtained results. The system selected for the investigation was the aircraft gun system. In the first step, after analysing the statistical (operational) data, reliability was assessed using a classical probabilistic model in which, on the basis of the Weibull distribution fitted to the operational data, the basic reliability characteristics were determined, including the reliability function for the selected aircraft system. The second reliability analysis, in a fuzzy set theory approach, was conducted using a Mamdani Type Fuzzy Logic Controller developed in the Matlab software with the Fuzzy Logic Toolbox package. The controller was designed on the basis of expert knowledge obtained by a survey. Based on the input signals in the form of equipment operation time (number of flying hours), number of shots performed (shots), and the state of equipment corrosion (corrosion), the controller determines the reliability of air armament. The final step was to compare the results obtained from two methods: classical probabilistic model and fuzzy logic. The authors have proved that the reliability model using fuzzy logic can be used to assess the reliability of aircraft airborne systems.

摘要

本文是对使用模糊逻辑评估选定机载系统可靠性的可能性进行研究的延续。研究目标包括对统计数据进行分析、在经典方法中进行可靠性分析、在模糊集理论方法中进行可靠性分析以及对获得的结果进行比较。选择进行调查的系统是飞机炮系统。在第一步中,在分析了统计(运行)数据后,使用经典概率模型评估了可靠性,其中,根据拟合运行数据的威布尔分布,确定了基本可靠性特征,包括所选飞机系统的可靠性函数。第二个可靠性分析是在模糊集理论方法中进行的,使用了在 Matlab 软件中使用 Fuzzy Logic Toolbox 包开发的 Mamdani 型模糊逻辑控制器。该控制器是根据通过调查获得的专家知识设计的。基于设备运行时间(飞行小时数)、执行的射击次数(shots)和设备腐蚀状态(corrosion)的输入信号,控制器确定航空武器的可靠性。最后一步是比较两种方法的结果:经典概率模型和模糊逻辑。作者证明,使用模糊逻辑的可靠性模型可用于评估飞机机载系统的可靠性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e76a/8659948/75626aea935b/sensors-21-07913-g001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验