装甲兵工程学院学报
裝甲兵工程學院學報
장갑병공정학원학보
JOURNAL OF ARMORED FORCE ENGINEERING INSTITUTE
2015年
3期
14-17
,共4页
李志伟%高崎%刘慎洋%高铁路%雷敉
李誌偉%高崎%劉慎洋%高鐵路%雷敉
리지위%고기%류신양%고철로%뢰미
维修器材%储存期限%年检数据%预测模型
維脩器材%儲存期限%年檢數據%預測模型
유수기재%저존기한%년검수거%예측모형
maintenance equipment%storage life%annual technical inspection data%forecasting model
利用后方仓库中维修器材技术检查产生的年检数据来估计维修器材的储存期限,分析了年检数据的特点,并将其转化为区间数据;对比分析了3种区间数据处理模型的特点,利用最大似然法建立了基于区间数据的维修器材储存期限回归方程;通过期望最大化(Expectation Maximization,EM)算法给出了回归系数和随机误差的迭代求解式,最后通过模拟实验验证了该方法的稳定性和可行性,为系统解决基于年检数据的维修器材储存期限估计问题提供了一种可行方法。
利用後方倉庫中維脩器材技術檢查產生的年檢數據來估計維脩器材的儲存期限,分析瞭年檢數據的特點,併將其轉化為區間數據;對比分析瞭3種區間數據處理模型的特點,利用最大似然法建立瞭基于區間數據的維脩器材儲存期限迴歸方程;通過期望最大化(Expectation Maximization,EM)算法給齣瞭迴歸繫數和隨機誤差的迭代求解式,最後通過模擬實驗驗證瞭該方法的穩定性和可行性,為繫統解決基于年檢數據的維脩器材儲存期限估計問題提供瞭一種可行方法。
이용후방창고중유수기재기술검사산생적년검수거래고계유수기재적저존기한,분석료년검수거적특점,병장기전화위구간수거;대비분석료3충구간수거처리모형적특점,이용최대사연법건립료기우구간수거적유수기재저존기한회귀방정;통과기망최대화(Expectation Maximization,EM)산법급출료회귀계수화수궤오차적질대구해식,최후통과모의실험험증료해방법적은정성화가행성,위계통해결기우년검수거적유수기재저존기한고계문제제공료일충가행방법。
The annual inspection data generated from the technical inspection for maintenance equipment in base warehouse is used to predict the storage life of equipment,the characteristic of annual inspection data is analyzed,and then the inspection data is transformed into grouped data.Characteristics of three kinds of models for processing grouped data are compared and the storage life regression equation for grouped data is built by maximum likelihood method.The regression coefficient and iterative solution with random error are provided by Expectation Maximization (EM)algorithm.Finally,The method is proved to be stable and feasible through simulation,which offers a workable method for the estimation of equip-ment storage life based on annual inspection data.