Reliability analysis modeling of manufacturing systems based on process quality data
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摘要: 针对传统制造系统可靠性评价不考虑加工过程产品质量数据,无法对制造系统可靠性进行及时准确的建模分析,提出了基于过程质量数据的制造系统可靠性建模分析方法.首先,在给出了包含制造产品质量的制造系统可靠性新内涵的基础上,分析了制造过程中关键质量特性检验数据和制造系统组件的退化故障数据等过程质量数据对制造系统可靠性建模的影响,从而明确建模需求.然后,首次提出了基于产品合格概率和制造系统组件退化失效率的制造系统可靠性分析模型.最后,通过某盖板的加工系统的可靠性建模分析验证了模型的有效性.结果表明该模型能够方便地利用制造阶段的质量数据更准确地估计出制造系统可靠性.Abstract: Aiming at the limitation of traditional reliability analysis of manufacturing systems neither considered product quality, nor implemented accurately comprehensive modeling, a reliability analysis modeling of manufacturing systems based on process quality data was presented. Firstly, the concept of reliability of manufacturing system was expounded and process quality data which impacted on the reliability of manufacturing system was analyzed, such as inspection data of the key quality characteristics, degradation failure data of manufacturing systems component and so on. Then the reliability analysis model of manufacturing systems was firstly proposed based on product qualified probability and manufacturing component degradation failure rate. Finally, a reliability analysis case of a cover plate machining system was given to verify the availability of the model. The results show that the proposed model can get more accurate estimated value of the reliability of manufacturing systems from the quality dada in manufacturing process conveniently.
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[1] Inman R R, Blumenfeld D E,Huang N J.Survey of recent advances on the interface between production system design and quality[J].Institute of Industrial Engineers,2013,45(6): 557- 574 [2] Dutuit Y, Rauzy A.Approximate estimation of system reliability via fault tree[J].Reliability Engineering and System Safety,2005,87(2):163-172 [3] 刘明周,任兰,张铭鑫. 产品质量统计过程中的制造质量数据管理方法研究[J].计算机集成制造系统,2005,11(2): 280- 283 Liu Mingzhou,Ren Lan,Zhang Mingxin.Research on manufacturing quality data management methods of quality statistical process control[J].Computer Integrated Manufacturing Systems,2005,11(2):280-283(in Chinese) [4] 唐晓青,胡云,王雪聪. 面向产品生命周期的质量数据模型[J].北京航空航天大学学报,2006,32(10):1135-1140 Tang Xiaoqing,Hu Yun,Wang Xuecong.Quality data model in product lifecycle[J]. Journal of Beijing University of Aeronautics and Astronautics,2006,32(10):1135-1140(in Chinese) [5] Jin J,Chen Y. Quality and reliability information integration for design evaluation of fixture system reliability[J].Quality and Reliability International,2001,17(5):355-372 [6] Chen Y, Jin J H.Quality-reliability chain modeling for system-reliability analysis of complex manufacturing process[J].IEEE Transactions on Reliability,2005,54(3):475-488 [7] Zhang F P,Liu J P, Yan Y,et al.Dimensional quality oriented reliability modeling for complex manufacturing process[J].International Journal of Computational Intelligence Systems,2011, 4(6): 1262-1268 [8] 孙继文,奚立峰,潘尔顺, 等.面向产品尺寸质量的制造系统可靠性建模与分析[J].上海交通大学学报,2008,42(7):1100-1104 Sun Jiwen,Xi Lifeng,Pan Ershun,et al.Product dimensional quality oriented reliability modeling and analysisof manufauring system[J].Journal of Shanghai Jiaotong University,2008, 42(7): 1100-1104(in Chinese) [9] 付桂翠,上官云, 史兴宽,等.基于产品可靠性的工艺系统可靠性模型[J].北京航空航天大学学报,2009,35(1):9-12 Fu Guicui,Shangguan Yun,Shi Xingkuan,et al.Processing system reliability model based on products reliability[J].Journal of Beijing University of Aeronautics and Astronautics,2009, 35(1): 9-12(in Chinese) [10] Li L,Ni J. Reliability estimation based on operational data of manufacturing systems[J].Quality and Reliability Engineering International,2008,24(7):843-854 [11] Abhulimen K E. Model for risk and reliability analysis of complex production systems:application to FPSO/flow-Riser system[J].Computers and Chemical Engineering,2009,33(7): 1306- 1321 [12] Lin Y K, Chang P C.System reliability of a manufacturing network with reworking action and different failure rates[J].International Journal of Production Research,2012,50(23):6930-6944 [13] Lin Y K, Huang C F,Chang P C.System reliability evaluation of a touch panel manufacturing system with defect rate and reworking[J].Reliability Engineering and System Safety,2013,118:51-60 [14] Lin Y K, Chang P C.A novel reliability evaluation technique for stochastic-flow manufacturing networks with multiple production lines[J].IEEE Transactions on Reliability,2013, 62(1): 92-104 [15] 曾声奎,冯强. 可靠性设计与分析[M].北京:国防工业出版社,2011:64-112 Zeng Shengkui,Feng Qiang.Reliability design and analysis[M].Beijing:National Defense Industry Press,2011:64-112(in Chinese) [16] Shi J. Stream of variation modeling and analysis for multistage manufacturing processes[M].Boca Raton,FL:CRC Press,2007:155-180
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