荆涛, 孙剑辉, 石旭东. β确定下的飞机发电机故障诊断决策约简研究[J]. 云南大学学报(自然科学版), 2016, 38(6): 866-872. doi: 10.7540/j.ynu.20160080
引用本文: 荆涛, 孙剑辉, 石旭东. β确定下的飞机发电机故障诊断决策约简研究[J]. 云南大学学报(自然科学版), 2016, 38(6): 866-872. doi: 10.7540/j.ynu.20160080
JING Tao, SUN Jian-hui, SHI Xu-dong. The research of aircraft generator fault diagnostic decision reducing by determining β[J]. Journal of Yunnan University: Natural Sciences Edition, 2016, 38(6): 866-872. DOI: 10.7540/j.ynu.20160080
Citation: JING Tao, SUN Jian-hui, SHI Xu-dong. The research of aircraft generator fault diagnostic decision reducing by determining β[J]. Journal of Yunnan University: Natural Sciences Edition, 2016, 38(6): 866-872. DOI: 10.7540/j.ynu.20160080

β确定下的飞机发电机故障诊断决策约简研究

The research of aircraft generator fault diagnostic decision reducing by determining β

  • 摘要: 针对飞机整体驱动发电机故障诊断过程中的故障多源、诊断决策复杂的问题,从数据挖掘角度出发,引用变精度粗集模型处理诊断信息系统.利用对象集定义的二元关系和依赖空间给出了变精度粗糙集的β下近似协调集的判定定理,通过确定近似分类质量γ判断β取值范围并构造下近似分布表,提出了一种决策规则中β下近似属性约简的整体驱动发电机故障诊断决策.通过实际发电机输出故障信号诊断流程约简后得到决策系统,利用粗集中右边界域的准确度和覆盖度验证该方法的有效性和小样本情况下得到决策方法的普适性.

     

    Abstract: Focus on the problem of multi-source fault diagnosis,and complex decision-making in the fault diagnosis process of aircraft integrated drive generator,from the view of data mining,the variable precision rough sets is applied to process the diagnosis information system,and the system decision is reduced.The decision theorem of the approximate coordination set of β under variable precision rough set is given using binary relation and dependency space defined by object set,with determining the approximate classification quality γ to determine the range of β values and further construct the approximate distribution table,and the fault diagnosis method for aircraft integrated drive generator is proposed,which is based on β lower approximation attribute reduction algorithm.Through the actual generator output fault signal diagnosis process to reduce the decision-making system,the validity of the method and the suitability of the decision method which obtain from a small sample are verified by the accuracy and coverage of the right boundary region of the rough set.

     

/

返回文章
返回