可靠性约束下的包装生产线运行参数优化
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摘要
针对包装生产线运行参数的选择与优化问题进行了研究,根据包装生产线的结构特点,构建了各耦合单元的可靠性与运行参数之间的映射关系,建立了可靠性约束下的包装生产线运行参数优化模型。以订单周期内包装生产线的有效运行速度为优化目标,采用自适应遗传算法求解最佳运行速度。实验结果表明,所提出的可靠性建模方法对研究可靠性约束下包装生产线的运行参数优化问题是有效和实用的。
The selection and optimization of operation parameters for a packaging production line were studied. According to the structural characteristics of the packaging production line, the mapping relationship between reliability and operation parameters of each coupling unit was constructed. The optimization model of operation parameters for the packaging production lines was established under reliability constraints. The effective running speed of the packaging production lines in the order cycle was taken as the optimization goal and the optimal running speed was solved by the adaptive genetic algorithm. The experimental results show that the proposed reliability modeling method is valid and practical for the operation parameter optimization of packaging production lines under reliability constraints.
The selection and optimization of operation parameters for a packaging production line were studied. According to the structural characteristics of the packaging production line, the mapping relationship between reliability and operation parameters of each coupling unit was constructed. The optimization model of operation parameters for the packaging production lines was established under reliability constraints. The effective running speed of the packaging production lines in the order cycle was taken as the optimization goal and the optimal running speed was solved by the adaptive genetic algorithm. The experimental results show that the proposed reliability modeling method is valid and practical for the operation parameter optimization of packaging production lines under reliability constraints.
引文
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[16] 张晓文,孙小明,蒋祖华,等.考虑生产线平衡的串-并联生产系统机会维护策略[J].上海交通大学学报,2015,49(5):702-707.ZHANG Xaiowen,SUN Xiaoming,JIANG Zuhua,et al.Opportunistic Preventive Maintenance Strategy for Series-parallel System Considering Line Balancing[J].Journal of Shanghai Jiaotong University,2015,49(5):702-707.
[2] 周檬,贾亚雷.基于改进粒子群优化算法的先进绝热压缩空气储能系统参数优化[J].热力发电,2018,47(1):94-99.ZHOU Meng,JIA Yalei.Parameter Optimization for Compressed Air Energy Storage System Based on Particle Swarm Optimization[J].Thermal Power Generation ,2018,47(1):94-99.
[3] 陈行政,李聪波,李丽,等.面向能效的多工步数控铣削工艺参数多目标优化模型[J].计算机集成制造系统,2016,22(2):538-546.CHEN Xingzheng,LI Congbo,LI Li,et al.Multi-objective Parameter Optimization Model of Multi-Pass CNC Milling for Energy Efficiency[J].Computer Integrated Manufacturing System,2016,22(2):538-546.
[4] 刘伟,邓朝晖,万林林,等.基于正交试验-遗传神经网络的陶瓷球面精密磨削参数优化[J].中国机械工程,2014,25(4):451-455.LIU Wei,DENG Zhaohui,WAN Linlin,et al.Parameter Optimization on Precision Grinding of Ceramic Sphere Using Orthogonal Experiment and Genetic Neural Network[J].China Mechanical Engineering,2014,25(4):451-455.
[5] 李慧君,刘学敏.基于改进型粒子群算法的空冷机组运行参数优化研究[J].华北电力大学学报,2014,41(1):90-95.LI Huijun,LIU Xuemin.Optimization Research of Operational Parameters of Direct Air-cooled Units Based on a Modified Particle Swarm Algorithm[J].Journal of North China Electric Power University,2014,41(1):90-95.
[6] 肖正明,王鑫,伍星,等.塔磨机运行参数优化匹配的仿真分析与试验研究[J].中国机械工程,2016,27(4):483-487.XIAO Zhengming,WANG Xin,WU Xing,et al.Simulation Analyses and Experimental Investigation on Optimum Matching of Operating Parameters of Tower Mill[J].China Mechanical Engineering,2016,27(4):483-487.
[7] CHO C S,CHOI E H,CHO J R,et al.Topology and Parameter Optimization of a Foaming Jig Reinforcement Structure by the Response Surface Method[J].Computer-Aided Design,2011,43(12):1707-1716.
[8] 李创第,黄天立,葛新广.隔震结构基于动力可靠性约束的优化设计[J].哈尔滨工业大学学报,2009,41(8):169-171.LI Chuangdi,HUANG Tianli,GE Xinguang.Optimal Design of Base-isolated Structure Based on the Constraint of Dynamic Reliability[J].Journal of Harbin Institute of Technology,2009,41(8):169-171.
[9] 刘钢,孙侠生.基于可靠性约束的结构优化设计技术研究[J].计算力学学报,2003,20(5):606-610.LIU Gang,SUN Xiasheng.Technology Study on Reliability-based Structural Optimization and Design[J].Chinese Journal of Computational Mechanics,2003,20(5):606-610.
[10] LIU R.Reliability Analysis of an Extended Shock Model and Its Optimization Application in a Production Line[J].Journal of Applied Mathematics,2014(4):1-10.
[11] HAGHIGHI F,BAE S J.Reliability Estimation from Linear Degradation and Failure Time Data with Competing Risks under a Step-stress Accelerated Degradation Test[J].IEEE Transactions on Reliability,2015,64(3):960-971.
[12] 刘欢,刘志刚,姜静.基于可靠度约束的接触网系统预防性维修策略优化研究[J].机械强度,2016,38 (1):74-79.LIU Huan,LIU Zhigang,JIANG Jing.Optimization Research of Preventive Maintenance Strategy on the Catenary System Based on Reliability Constraints[J].Journal of Mechanical Strength,2016(1):74-79.
[13] MAHMOUDABADI A,RASHIDINEJAD M,ZEINADDINI-MEYMAND M,et al.Implementation of an AC Model for Transmission Expansion Planning Considering Reliability Constraints[J].Turkish Journal of Electrical Engineering & Computer Sciences,2013,21(4):1120-1133.
[14] 秦大同,谢里阳.疲劳强度与可靠性设计[M].北京:化学工业出版社,2013:273-274.QIN Datong,XIE Liyang.Design of Fatigue Strength and Reliability[M].Beijing:Chemical Industry Press,2013:273-274.
[15] 彭姣娇.基于可靠性约束的包装生产线运行参数优化研究[D].温州:温州大学,2018.PENG Jiaojiao.Research on Operation Parameters Optimization of Packaging Production Line Based on Reliability Constraints[D].Wenzhou:Wenzhou University,2018.
[16] 张晓文,孙小明,蒋祖华,等.考虑生产线平衡的串-并联生产系统机会维护策略[J].上海交通大学学报,2015,49(5):702-707.ZHANG Xaiowen,SUN Xiaoming,JIANG Zuhua,et al.Opportunistic Preventive Maintenance Strategy for Series-parallel System Considering Line Balancing[J].Journal of Shanghai Jiaotong University,2015,49(5):702-707.
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