航空兵器2024,Vol.31Issue(3) :137-141.DOI:10.12132/ISSN.1673-5048.2023.0186

航空电子系统外场测试性迭代评估方法

An Iterative Method for Field Testability Evaluation of Avionics Electronic System

金建刚 蔡忠义 连可 游亮 周立坤
航空兵器2024,Vol.31Issue(3) :137-141.DOI:10.12132/ISSN.1673-5048.2023.0186

航空电子系统外场测试性迭代评估方法

An Iterative Method for Field Testability Evaluation of Avionics Electronic System

金建刚 1蔡忠义 2连可 3游亮 1周立坤1
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作者信息

  • 1. 空军工程大学研究生院,西安 710051
  • 2. 空军工程大学装备管理与无人机工程学院,西安 710051
  • 3. 中国人民解放军93147部队,成都 610036
  • 折叠

摘要

针对目前飞机服役后航空电子系统测试性评估样本少、评估精度不高等问题,提出了航空电子系统外场测试性迭代评估方法,以提高其外场测试性评估精度.首先,阐述基于贝叶斯框架的外场测试性评估思路.其次,根据先验信息样本情况,构建了最大熵模型,结合PSO算法,求解故障检测率先验分布超参数并进行超参数一致性检验.再次,利用Bayes公式求得后验分布,得到故障检测率迭代估计结果.结合实例,将本文方法与现有方法进行对比分析,证实了本文方法的正确性和评估优势.

Abstract

An iterative evaluation method for testability of avionics electronic system in field is proposed to improve the accuracy of testability evaluation and solve the problems of few testability evaluation samples and low evaluation accuracy of avionics electronic system after aircraft service.Firstly,the idea of field testability evalu-ation based on Bayesian framework is expounded.Secondly,according to the prior information,the maximum entropy method,combined with PSO algorithm,is used to find hyper-parameters in the prior distribution of fault detection rate,and hyper-parameters consistency check is carried out.Then,the posterior distribution is ob-tained by Bayes formula,and the iterative estimation results of fault detection rate are obtained.Combined with the example,the comparison and analyses between this method and existing method further proved the correct-ness and advantages of the proposed method.

关键词

航空电子系统/测试性评估/Bayes理论/最大熵/PSO算法

Key words

avionics electronic system/testability evaluation/Bayes theory/maximum entropy/particle swarm optimization algorithm

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基金项目

国家自然科学基金项目(71901216)

出版年

2024
航空兵器
中国空空导弹研究院

航空兵器

CSTPCD北大核心
影响因子:0.453
ISSN:1673-5048
参考文献量8
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