汽车部件企业的生产配置最优规划数学模型设计Design of optimal planning mathematical model for production configurations of auto parts enterprises
侯方博,陶元红
摘要(Abstract):
针对以往汽车部件企业在生产配置规划过程中,一直存在建模不准确及配置规划耗时长的问题,提出基于BP神经网络法的汽车部件企业生产配置最优规划数学模型。构建了基于BP神经网络分配的汽车部件企业生产配置最优规划数学模型。在对汽车部件企业生产配置进行批量分析的基础上,对汽车部件企业生产配置进行分配,通过BP神经网络法对汽车部件企业生产配置进行规划,结合企业生产配置的整体生产量,构建汽车部件企业生产配置最优规划数学模型。实验结果表明:采用改进建模方法时,其相比非线性建模方法建模准确率提高约41.91%,相比动态建模方法提高9.31%;在建模耗时方面,改进建模方法相比非线性建模方法缩短约172.2 s,相比动态建模方法缩短约123.9 s,具有一定的优势。
关键词(KeyWords): 汽车部件企业;生产配置;数学模型;最优规划;BP神经网络;建模方法
基金项目(Foundation): 国家自然科学基金项目(11761073);; 吉林农业科技学院横向课题项目(900052018009)~~
作者(Author): 侯方博,陶元红
DOI: 10.16652/j.issn.1004-373x.2018.22.043
参考文献(References):
- [1]张中伟,唐任仲,陶俐言.非线性工艺规划的资源优化配置[J].计算机集成制造系统,2016,22(2):516-528.ZHANG Zhongwei,TANG Renzhong,TAO Liyan. Optimal allocation of nonlinear process planning resources[J]. Computer integrated manufacturing systems,2016,22(2):516-528.
- [2]李嘉逸,张宏刚,夏雪,等.市内电动汽车快速充电设施的最优规划[J].电力建设,2017,38(1):17-22.LI Jiayi,ZHANG Honggang,XIA Xue,et al. Optimal Planning of electric vehicle fast charging facilities in urban areas[J]. Electric power construction,2017,38(1):17-22.
- [3]林峰.所有制类型与创新能力差异的测度比较:基于中国汽车零部件及配件制造业上市公司的微观数据[J].科技管理研究,2017,37(2):1-6.LIN Feng. The comparison and measurement of innovation ability among different ownership types based on the listed companies′micro data of Chinese auto parts and accessories manufacturing[J]. Science and technology management research,2017,37(2):1-6.
- [4]朱伟.基于工时优化的柔性生产人员配置模型及算法[J].数学的实践与认识,2017,47(23):34-43.ZHU Wei. Local Model and algorithm of staff allocation for flexible production based on worktime optimization[J]. Mathematics in practice and theory,2017,47(23):34-43.
- [5]刘云飞,赵磊,朱道立.出口汽车零部件集货运输问题的双层遗传算法[J].计算机集成制造系统,2016,22(9):2227-2234.LIU Yunfei,ZHAO Lei,ZHU Daoli. Two-level genetic algorithm for consolidated transportation problem of exporting autoparts[J]. Computer integrated manufacturing systems,2016,22(9):2227-2234.
- [6]赵书强,李志伟,党磊.基于城市交通网络信息的电动汽车充电站最优选址和定容[J].电力自动化设备,2016,36(10):8-15.ZHAO Shuqiang,LI Zhiwei,DANG Lei. Optimal EV charging station siting and sizing based on urban traffic network information[J]. Electric power automation equipment,2016,36(10):8-15.
- [7]张晓玲,贝绍轶,汪伟,等.基于动态规划的增程式电动汽车优化控制[J].现代制造工程,2016(10):30-35.ZHANG Xiaoling,BEI Shaoyi,WANG Wei,et al. Optimal control strategy of the extended-range electric vehicle based on dynamic programming[J]. Modern manufacturing engineering,2016(10):30-35.
- [8]赵放,薛乔.FDI对中国汽车零部件产业的关联溢出效应研究:基于中国汽车工业面板数据的经验分析[J].工业技术经济,2017,36(5):21-29.ZHAO Fang,XUE Qiao. FDI spillovers effect on China automotive parts industry:empirical analysis based on panel data of China auto industry[J]. Industrial technology&economy,2017,36(5):21-29.
- [9]刘浩华.新能源汽车关键零部件动力电池供应风险识别与评估研究[J].科技管理研究,2016,36(24):189-195.LIU Haohua. Study on supply risk identification and assessment of the critical power batteries in NEVs[J]. Science and technology management research,2016,36(24):189-195.
- [10]汪守霞,汪张林.基于专利信息的新能源汽车及驱动电机发展现状分析[J].中国科技论坛,2016(4):63-69.WANG Shouxia,WANG Zhanglin. The present condition of drive motor for new energy vehicles based on patent information[J]. Forum on science and technology in China,2016(4):63-69.
- [11]刘明明,刘志红.基于小型PLC的有轨小车寻线高精度控制数学模型设计[J].现代电子技术,2017,40(13):144-147.LIU Mingming,LIU Zhihong. Design of high-precision control mathematical model for rail guided vehicle line tracking based on small PLC[J]. Modern electronics technique,2017,40(13):144-147.