一种生产销售模型的生产及库存控制优化研究
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- 英文论文题名：Optimization of the Production and Inventory Control in a Production and Sale Model
- 论文作者：宋聪颖 ; 唐昊 ; 戴飞 ; 谭琦
- 英文论文作者：Congying Song ; Hao Tang ; Fei Dai ; Qi Tan ; School of Electrical Engineering and Automation ; Hefei University of Technology
- 年：2017
- 作者机构：合肥工业大学电气与自动化工程学院;
- 论文关键词：生产商 ; 零售商 ; 前视距离 ; 补货点
- 英文论文关键词：Producer ; Retailer ; Look-ahead Range ; Replenishment Point
- 会议召开时间：2017-07-26
- 会议录名称：第36届中国控制会议论文集（B）
- 英文会议录名称：Proceedings of the 36th Chinese Control Conference（B）
- 语种：中文
- 分类号：F273;F274
- 学会代码：KZLL
- 会议名称：第36届中国控制会议
- 会议地点：中国辽宁大连
- 主办单位：中国自动化学会控制理论专业委员会
- 学会名称：中国自动化学会控制理论专业委员会
- 页数：6
- 文件大小：473k
- 原文格式：D
- 会议级别：全国
摘要
考虑一种含生产商和零售商两个系统的生产销售模型,其中生产商采用成品库容量有限的传送带给料加工站模型,零售商采用动态库存控制模型。零售商的动态补货策略影响生产商的成品库状态,进而影响其生产,而生产商的生产控制策略通过成品库影响零售商的实际补货量,进而影响其库存水平。考虑到模型的随机特性以及生产商和零售商互为影响的关系,本文采用Q学习方法分别对生产商的前视控制策略和零售商的补货策略进行优化求解。最后通过仿真实验,分析了生产商和零售商的学习优化效果以及生产商成品库容量和零售商仓库容量对系统性能的影响。
We considers a production and sale model, in which the producer uses a conveyor belt model with a limited capacity of the bank, and the retailer uses a dynamic inventory control model. The retailer's dynamic replenishment strategy affects the inventory of the bank, also, in turn affecting its production. And the producer's control strategy affects the retailer's actual replenishment, also, in turn affecting its inventory level. Due to the randomness of the model and the relationship between the producer and the retailer, we use the Q-learning algorithm to solve the optimal control problem of the producer and the retailer. The simulation results analyze that the effect of the optimization of the learning and the effect of the inventory parameters on the system performance.
We considers a production and sale model, in which the producer uses a conveyor belt model with a limited capacity of the bank, and the retailer uses a dynamic inventory control model. The retailer's dynamic replenishment strategy affects the inventory of the bank, also, in turn affecting its production. And the producer's control strategy affects the retailer's actual replenishment, also, in turn affecting its inventory level. Due to the randomness of the model and the relationship between the producer and the retailer, we use the Q-learning algorithm to solve the optimal control problem of the producer and the retailer. The simulation results analyze that the effect of the optimization of the learning and the effect of the inventory parameters on the system performance.
引文
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[15]武玉英,李俊涛,蒋国瑞.随机需求下供应链企业订购多Agent协商模型[J].计算机应用与软件,33(3):240-243,2016.
[2]Sarmah,S.P,D.Acharya,and S.K.Goyal."Coordination of a single-manufacturer/multi-buyer supply chain with credit option."International Journal of Production Economics,2008,111(2):676-685.
[3]Yu,Wooyeon,and P.J.Egbelub."Scheduling of inbound and outbound trucks in cross docking systems with temporary storage."European Journal of Operational Research,2008,184(1):377-396.
[4]Matsui M.CSPS model:look-ahead controls and physics."International Journal of Production Research,2005,43(10):2001-2025.
[5]许玲玲.产销一体化模式下CSPS系统的优化控制[D].合肥工业大学,2014.
[6]田甜.缺货和延期支付条件下零售商的补货策略研究[D].吉林大学,2016.
[7]杨善林,许广繁,王晓佳,杨昌辉.随机补货间隔且存货影响销售的变质品EOQ模型[J].系统工程学报,01:101-110,2016.
[8]Tang Hao,Tamio Arai."Look-ahead control of conveyorserviced production station by using potential-based online policy iteration."International Journal of Control,2009,82(10):1917-1928.
[9]Chakraborty,Abhishek,and A.K.Chatterjee."A surcharge pricing scheme for supply chain coordination under JIT environment."European Journal of Operational Research,2016,253(1):14-24.
[10]Liu,Weihua,et al."The influences of demand disruption on logistics service supply chain coordination:A comparison of three coordination modes."International Journal of Production Economics,2016,179:59-76.
[11]Zhang,Cheng Tang,and M.L.Ren."Closed-loop supply chain coordination strategy for the remanufacture of patented products under competitive demand."Applied Mathematical Modelling,2016,40(13-14):6243-6255.
[12]Zhou,Maosen,et al."Supply Chain Coordination with Information Sharing:The Informational Advantage of GPOs."European Journal of Operational Research,2017,256(3):785-802.
[13]窦佳佳.强化学习及其在智能仓储中的应用研究[D].南京大学,2016.
[14]Modak,Nikunja Mohan,S.Panda,and S.S.Sana."Twoechelon supply chain coordination among manufacturer and duopolies retailers with recycling facility."International Journal of Advanced Manufacturing Technology,2016,87(5-8):1531-1546.
[15]武玉英,李俊涛,蒋国瑞.随机需求下供应链企业订购多Agent协商模型[J].计算机应用与软件,33(3):240-243,2016.