基于神经网络的维修保障流程影响度分析方法

闻敬谦; 李青; 赵庆斌

基于神经网络的维修保障流程影响度分析方法

北京航空航天大学机械工程及自动化学院, 北京 100191

基金项目: 武器装备预研基金资助项目(9140A18010110HK0146).

详细信息

作者简介:
闻敬谦(1978-),男,安徽凤阳人,博士后,wenjq@me.buaa.edu.cn.

中图分类号: TP 183; V 267⁺.31
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出版历程
- 收稿日期: 2010-09-24
- 网络出版日期: 2011-06-30

Method to analyze the impact of maintenance and support process based on neural network

School of Mechanical Engineering and Automation, Beijing University of Aeronautics and Astronautics, Beijing 100191, China

摘要

摘要: 针对维修保障能力的主要影响因素分析及其影响度的量化问题,以维修保障业务流程作为分析对象,通过建立业务流程参数与装备使用能力的关系函数,建立影响因素和影响度的分析方法,并给出影响程度、关键要素、关键影响要素以及综合影响度定义.以流程数量、效率和稳定性作为分析指标,利用MATLAB软件基于神经网络实现对关系函数的逼近求解,为装备制造企业提供确定关键流程和主要影响因素的系统实现.以某航空装备制造企业维修保障业务流程为例给出具体应用,与专家评价方法相比该方法可获得更为客观的分析结果.
- 神经网络 /
- 维修保障能力分析 /
- 影响度 /
- 关键要素 /
- 关键流程
Abstract: To solve the problem in determining key influence factors of maintenance and support, a new quantitative method was put forward which takes the support service processes as analysis object. In this method, the relation function between the influence factors and equipment performance was established, and the definitions of the influence degree, key element, key influencing factors and the combined influence degree were given out. To analyze the maintenance and support ability of manufacturer, the account, efficiency and stability of support processes were used as assessment indexes. Based on back-propagation neural network, the approximation solution for the relation function was calculated out by MATLAB software, which provided a computer realization to find out the key process and key influence factor for the producer. An application of certain aircraft manufacture was given to demonstrate the process analysis result. Compared with the expert grading method, the result obtained by this method is more objective.
- neural networks /
- maintenance support capability analysis /
- impact measurement /
- key factors /
- key process

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[1] 左德华,李俊华,李明.舰船保障装备效能评估方法研究[J].武汉理工大学学报,2005,29(1):34-36 Zuo Dehua,Li Junhua,Li Ming.Research on effectiveness evaluation method of ship-s maintenance equipment[J].Journal of Wuhan University of Technology,2005,29(1):34-36(in Chinese) [2] 黄俊,武哲,孙惠中,等.作战飞机总体设计评价准则和评估方法研究[J].航空学报,2000,21(1):70-73 Huang Jun,Wu Zhe,Sun Huizhong,et al.Study on valuation criteria and assessment methodology for conceptual/preliminary design of combat aircraft[J].Acta Aeronautica et Astronautica Sinica,2000,21(1):70-73(in Chinese) [3] 穆富岭,武昌,吴德伟.维修保障系统效能评估中的变权综合法初探[J].系统工程与电子技术,2003,25(6):693-696 Mu Fuling,Wu Chang,Wu Dewei.Study on the synthetic method of variable weight of effectiveness evaluation of maintenance support system [J].Systems Engineering and Electronics,2003,25(6):693-696(in Chinese) [4] 司书宾,孙树栋,韩光臣,等.基于三角模糊数的综合保障评价指标权重分析[J].西北工业大学学报,2004,22(6):689-694 Si Shubin,Sun Shudong,Han Guangchen,et al.A weighted analysis of an integrated logistics support based on triangular fuzzy number[J].Journal of Northwestern Polytechnical University,2004,22(6):689-694(in Chinese) [5] 孙永宾,童建春,宋奕,等.基于三角模糊数法的武装直升机总体设计指标权重分析[J].兵工自动化,2009,28(3):32-34 Sun Yongbin,Tong Jianchun,Song Yi,et al.Weight analysis of overall design index for armed helicopter based on triangular fuzzy number[J].Ordnance Industry Automation,2009,28(3):32-34(in Chinese) [6] 陈士涛,张志峰,归建洲.基于灰色理论的电子维修车保障效能综合评估[J].系统工程与电子技术,2009,31(4):994-996 Chen Shitao,Zhang Zhifeng,Gui Jianzhou.Integrated evaluation of the support efficiency of electronic maintenance vehicle based on the grey theory[J].Systems Engineering and Electronics,2009,31(4):994-996(in Chinese) [7] 张涛,张建军,郭波,等.装备使用阶段维修保障能力评估指标体系研究[J].装甲兵工程学院学报,2005,19(1):7-10 Zhang Tao,Zhang Jianjun,Guo Bo,et al.Study on index sytem for maintenance support capability assessment of equipment in application phase[J].Journal of Academy of Armored Force Engineering,2005,19(1):7-10(in Chinese) [8] 贾跃,赵学涛,林贤杰,等.基于BP神经网络的鱼雷作战效能模糊综合评估模型及其仿真[J].兵工学报,2009,30(9):1232-1235 Jia Yue,Zhao Xuetao,Lin Xianjie,et al.Fuzzy multifactorial evaluation model of torpedo operational effectiveness based on BP neural network and its simulation[J].Acta Armamentarii,2009,30(9):1232-1235(in Chinese) [9] 何海龙,王青海,王精业.神经网络在装备保障性评估中的应用[J].系统工程理论与实践,2003,24(9):111-116 He Hailong,Wang Qinghai,Wang Jingye.The application of neural network in supportability evaluation of equipment[J].System Engineering-Theory & Practice,2003,24(9):111-116(in Chinese) [10] Silva F M,Almeida L B.Speeding up back propagation[J].Advanced Neural Networks,1988(1):131-139 [11] Van Ooyent A,Nienhuis B.Improving the convergence of the back propagation algorithm[J].Neural Networks,1992,5(3):465-471 [12] 朱大奇,史慧.人工神经网络原理及应用[M].北京:科学出版社,2006:42 Zhu Daqi,Shi Hui.Artificial neural network theory and application[M].Beijing:Science Press,2006:42(in Chinese)

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