Citation: | DONG Xiaoxiong, CHEN Yunxiang, XIANG Huachun, et al. Determination method of initial spares requirement based on SST and Bayes theory[J]. Journal of Beijing University of Aeronautics and Astronautics, 2018, 44(2): 316-321. doi: 10.13700/j.bh.1001-5965.2017.0091(in Chinese) |
With the changes of use environment, the initial spares plan cannot meet the equipment support requirement when the equipment is disposed. Aimed at this situation, similarity system theory (SST) and Bayes method are introduced. According to the similarity system theory, the initial failure rate of spare parts is preliminarily determined. Then, the corresponding conjugate prior distribution is taken out based on the life distribution type in the aviation equipment which is in use. The maximum entropy method is used to calculate the maximum parameters and the Bayes theory is used to obtain posterior failure rate. Finally, the initial failure rate and posterior failure rate are combined to determine the initial demand for aviation spares. Numerical example results show that the method satisfies the requirement of practical application, which is a reliable and effective demand prediction method for the initial spares.
[1] |
U.S.Department of Defense.Defense and program-unique specifications format and content:MIL-STD-961E(1)[S].Washington, D.C.:U.S.Department of Defense, 2008:130-135.
|
[2] |
夏秀峰, 董彦军.基于改进马尔科夫模型的航空备件需求预测[J].兵工自动化, 2013, 32(11):39-43. doi: 10.7690/bgzdh.2013.11.010
XIA X F, DONG Y J.Demand prediction for spare parts of aviation based on improved Markov model[J].Ordnance Industry Automation, 2013, 32(11):39-43(in Chinese). doi: 10.7690/bgzdh.2013.11.010
|
[3] |
徐宗昌, 张永强, 呼凯凯, 等.备件携行量研究方法综述[J].航空学报, 2016, 20(4):944-948. http://d.old.wanfangdata.com.cn/Periodical/hkxb201609001
XU Z C, ZHANG Y Q, HU K K, et al.Survey on amount configuration methods of carrying spare parts[J].Acta Aeronautica et Astronautica Sinica, 2016, 20(4):944-948(in Chinese). http://d.old.wanfangdata.com.cn/Periodical/hkxb201609001
|
[4] |
徐飞, 杨士英, 魏祥生, 等.基于改进灰色预测模型的雷达备件消耗预测[J].雷达科学与技术, 2015, 13(6):610-615. http://industry.wanfangdata.com.cn/dl/Export/Papers?ids=ldkxyjs201506009&type=excel
XU F, YANG S Y, WEI X S, et al.The forecast of radar spare part consumption based on the improved gray forecasting model[J].Radar Science and Technology, 2015, 13(6):610-615(in Chinese). http://industry.wanfangdata.com.cn/dl/Export/Papers?ids=ldkxyjs201506009&type=excel
|
[5] |
林国宝, 黄照协, 王齐.基于保障概率的初始备件需求预测方法研究[J].计算机与数字工程, 2015, 43(2):249-251. http://d.wanfangdata.com.cn/Periodical_jsjyszgc201502023.aspx
LIN G B, HUANG Z X, WANG Q.Initial spare parts forecast method based on supportability[J].Computer & Digital Engineering, 2015, 43(2):249-251(in Chinese). http://d.wanfangdata.com.cn/Periodical_jsjyszgc201502023.aspx
|
[6] |
周伟, 郭波, 张涛.两级供应关系装备常用备件初始配置模型[J].系统工程与电子技术, 2011, 33(1):90-93. http://industry.wanfangdata.com.cn/dl/Detail/Periodical?id=Periodical_xtgcydzjs201101018
ZHOU W, GUO B, ZHANG T.Initial configuration model for common equipment parts based on two class supply relationship[J].Systems Engineering and Electronics, 2011, 33(1):90-93(in Chinese). http://industry.wanfangdata.com.cn/dl/Detail/Periodical?id=Periodical_xtgcydzjs201101018
|
[7] |
肖波平, 康锐, 王乃超.民机初始备件方案的优化[J].北京航空航天大学学报, 2010, 36(9):1057-1061. http://www.cqvip.com/QK/90750X/201009/35429867.html
XIAO B P, KANG R, WANG N C.Optimal of initial spares scenario in civil aviation[J].Journal of Beijing University of Aeronautic and Astronautic, 2010, 36(9):1057-1061(in Chinese). http://www.cqvip.com/QK/90750X/201009/35429867.html
|
[8] |
谢君, 王红卫.基于更新过程的多阶段备件需求模型[J].海军工程大学学报, 2009, 21(1):1-4. https://www.wenkuxiazai.com/doc/680b3ad333d4b14e85246880-2.html
XIE J, WANG H W.Calculation models of spare demand for multi-period inventory system based on renewal process[J].Journal of Naval University of Engineering, 2009, 21(1):1-4(in Chinese). https://www.wenkuxiazai.com/doc/680b3ad333d4b14e85246880-2.html
|
[9] |
BLANCHARD B S. Logistics engineering and management[M].6th ed.Upper Saddle River:Prentice Hall, 2004:36-96.
|
[10] |
中国人民解放军总装备部. 备件供应规划要求: GJB 4355-2002[S]. 北京: 中国人民解放军总装备部, 2003.
PLA General Armament Department.Spares provisioning requirements:GJB 4355-2002[S].Beijing:PLA General Armament Department, 2003(in Chinese).
|
[11] |
ZHOU M L.Principles and practice of similarity system theory[J].International Journal of General Systems, 1994, 23(1):39-48. doi: 10.1080/03081079408908028
|
[12] |
周美立, 王浣尘.相似系统的分析与度量[J].系统工程, 1996, 14(4):1-4. http://www.cnki.com.cn/Article/CJFDTOTAL-ZGJX606.018.htm
ZHOU M L, WANG H C.An analysis and measure of similar systems[J].System Engineering, 1996, 14(4):1-4(in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-ZGJX606.018.htm
|
[13] |
王浣尘.可行性研究和多目标决策[M].北京:机械工业出版社, 1986:15-22.
WANG H C.The feasibility study and multi-objective decision[M].Beijing:China Machine Press, 1986:15-22(in Chinese).
|
[14] |
HAMADA M S, WILSON A G, REESE C S, et al.Bayesian reliability[M].Berlin:Springer, 2008:12-16.
|
[15] |
李贤平.概率论基础[M].北京:高等教育出版社, 2010:212-214.
LI X P.The basic of probability theory[M].Beijing:Higher Education Press, 2010:212-214(in Chinese).
|