海军航空工程学院学报
海軍航空工程學院學報
해군항공공정학원학보
JOURNAL OF NAVAL AERONAUTICAL ENGINEERING INSTITUTE
2013年
2期
127-132
,共6页
李冬%李本威%赵鹏飞%赵凯%朱飞翔
李鼕%李本威%趙鵬飛%趙凱%硃飛翔
리동%리본위%조붕비%조개%주비상
性能衰退%卡尔曼滤波%主元分析%非线性估计%统计量
性能衰退%卡爾曼濾波%主元分析%非線性估計%統計量
성능쇠퇴%잡이만려파%주원분석%비선성고계%통계량
performance deterioration%kalman filter%PCA%non-linear estimation%statistics
在给定测量参数基础上,通过非线性估计得到对应离散时刻的部件性能参数,利用数据插值方法扩充测量参数.利用主元分析方法对这些测量参数进行分解,提取反映性能衰退的成分,以此构造反映性能变化的统计量,假定该统计量服从F分布,对性能衰退情况做进一步分析,得到在10000时间点附近性能衰退最为严重,已超过阈值,与前面参数估计结果相符.用部件性能衰退分析方法对发动机性能状况监控,为及时采取维护措施提供了一定的指导作用.
在給定測量參數基礎上,通過非線性估計得到對應離散時刻的部件性能參數,利用數據插值方法擴充測量參數.利用主元分析方法對這些測量參數進行分解,提取反映性能衰退的成分,以此構造反映性能變化的統計量,假定該統計量服從F分佈,對性能衰退情況做進一步分析,得到在10000時間點附近性能衰退最為嚴重,已超過閾值,與前麵參數估計結果相符.用部件性能衰退分析方法對髮動機性能狀況鑑控,為及時採取維護措施提供瞭一定的指導作用.
재급정측량삼수기출상,통과비선성고계득도대응리산시각적부건성능삼수,이용수거삽치방법확충측량삼수.이용주원분석방법대저사측량삼수진행분해,제취반영성능쇠퇴적성분,이차구조반영성능변화적통계량,가정해통계량복종F분포,대성능쇠퇴정황주진일보분석,득도재10000시간점부근성능쇠퇴최위엄중,이초과역치,여전면삼수고계결과상부.용부건성능쇠퇴분석방법대발동궤성능상황감공,위급시채취유호조시제공료일정적지도작용.
@@@@Component performance parameter of corresponding discrete time was gained by non-nonlinear parame?ter estimation on basis of given measurement. Measurement was added by interplotation. Measurement was decom?posed by PCA and component that expresses performance deterioration was extracted. Statistics of performance variation was established by this, assuming the statistic submit F distribution, furtherly analyzing performance de?terioration, and the performance deterioration near 10000th was most severe, even exceeding valve value. It was?correspond with estimated result afore-mentioned. Analysis method of component performance deterioration provid?ed a reference to monitoring engine performance and adopting maintenance timely.