基于改进联合采购及配送模型的RFID投资决策研究

doi:10.16381/j.cnki.issn1003-207x.2018.05.009

Abstract

Abstract: The increasing in the customers' requirement diversifications, followed by the quick response changing of logistics, brings great challenges to replenishment-delivery operations under the multi-item circumstance. Radio frequency identification (RFID) helps realize the information sharing in the whole supply chain by tracing the status of products in real-time. However, in light of the high cost of RFID, it is necessary to balance the risks and the returns before systematical investment in the replenishment-delivery processes. Accordingly, under the assumption that RFID implementation helps improve the ordering efficiency and JIT (Just in Time) efficiency, a revised joint replenishment and delivery (JRD) based RFID investment decision model is proposed. Through coordinating the multi-item joint replenishment and multi-client joint delivery, the revised JRD with RFID deployed tries to achieve the minimum total cost, thereby the optimal basic cycle time and the replenishment frequencies of multi-item are obtained. Thereafter, the differential evolutionary (DE) algorithm is applied to solve the proposed JRD model by redesigning its evolutionary process considering the model structure. Numerical experiments reveal the following conclusions:(a) DE has been testified to be an efficient and effective algorithm in searching the optimal results. (b) RFID helps decrease the total cost of the JRD model, but the equilibrium between the investment scale and the returns should not be overlooked. (c) RFID investment in a single process of JRD is worse than that in the whole system, and RFID investment in a high cost sector promises more gaining. This research contributes the literature within the realm of investigating the RFID investment effects to the replenishment-delivery system, and the results can provide certain references for the practitioners to initiate RFID projects.

Key words: joint replenishment, delivery, RFID, differential evolution, investment decision

CLC Number:

CUI Li-gang, DENG Jie, WANG Lin, ZHANG Jin-Long, XU Mao-zeng. A Study on the RFID Investment Decision Model for the Revised Joint Replenishment and Delivery Problem[J]. Chinese Journal of Management Science, 2018, 26(5): 86-97.

References

[1] Shu F T. Economic ordering frequency for two items jointly replenished[J]. Management Science, 1971, 17(6):406-410.

[2] Wang Lin, He Jing, Wu Desheng, et al. A novel differential evolution algorithm for joint replenishment problem under interdependence and its application[J]. International Journal of Production Economics, 2012, 135(1):190-198.

[3] Khouja M, Goyal S. A review of the joint replenishment problem literature:1989-2005[J]. European Journal of Operational Research, 2008, 186(1):1-16.

[4] Wang Qinan, Axsater S. Fixed-interval joint-replenishment policies for distribution systems with multiple retailers and stochastic demand[J]. Naval Research Logistics, 2013, 60(8):637-651.

[5] 聂佳佳,张娜娜.联合采购对存在强势零售商闭环供应链回收策略的影响[J].系统管理学报, 2015, 24(1):98-106.

[6] 张云丰,王勇,龚本刚,等.非瞬时补货下改良品联合采购决策[J].中国管理科学, 2016, 24(10):124-132.

[7] 李妍峰,李军,高自友.大规模邻域搜索算法求解时变车辆调度问题[J].管理科学学报,2012,15(1):22-32.

[8] 刘艳秋,徐世达,张颖,等.考虑路径可行性与仓储集货模式下的回收车辆路径问题研究[J].中国管理科学, 2016,24(12):98-107.

[9] 揭婉晨,杨珺,杨超.多车型电动汽车车辆路径问题的分支定价算法研究[J].系统工程理论与实践, 2016, 36(7):1795-1805.

[10] Cetinkaya S I L, Mutlu F, Lee C. A comparison of outbound dispatch policies for integrated inventory and transportation decisions[J]. European Journal of Operational Research, 2006, 171(3):1094-1112.

[11] Sindhuchao S, Romeijn H E, Akcali E, et al. An integrated inventory-routing system for multi-item joint replenishment with limited vehicle capacity[J]. Journal of Global Optimization, 2005, 32(1):93-118.

[12] Cha B C, Moon I K, Park J H. The joint replenishment and delivery scheduling of the one-warehouse, n retailer system[J]. Transportation Research Part E:Logistics and Transportation Review, 2008, 44(5):720-730.

[13] Qu Hui, Wang Lin, Zeng Yurong. Modeling and optimization for the joint replenishment and delivery problem with heterogeneous items[J]. Knowledge-Based Systems, 2013, 54:207-215.

[14] Wang Lin, Dun Caixia, Lee C G, et al. Model and algorithm for fuzzy joint replenishment and delivery scheduling without explicit membership function[J]. International Journal of Advanced Manufacturing Technology, 2013, 66(9-12):1907-1920.

[15] Moon I K, Cha B C. The joint replenishment problem with resource restriction[J]. European Journal of Operational Research, 2006, 173(1):190-198.

[16] Liao Weipang, Lin T M Y, Liao S H. Contributions to Radio Frequency Identification (RFID) research:An assessment of SCI-, SSCI-indexed papers from 2004 to 2008[J]. Decision Support Systems, 2011, 50(2):548-556.

[17] 冯芷艳,郭迅华,曾大军,等.大数据背景下商务管理研究若干前沿课题[J].管理科学学报, 2013,16(1):1-9.

[18] Sarac A, Absi N, Dauz Ere-Peres S. A literature review on the impact of RFID technologies on supply chain management[J]. International Journal of Production Economics, 2010, 128(1):77-95.

[19] Bottani E, Rizzi A. Economical assessment of the impact of RFID technology and EPC system on the fast-moving consumer goods supply chain[J]. International Journal of Production Economics, 2008, 112(2):548-569.

[20] Szmerekovsky J G, Zhang Jiang. Coordination and adoption of item-level RFID with vendor managed inventory[J]. International Journal of Production Economics, 2008, 114(1):388-398.

[21] 范体军,张丽,李琳,等.基于RFID技术的零售型供应链投资决策研究[J].管理学报,2013,10(8):1230-1237.

[22] 范体军,张李浩,吴锋,等.RFID技术压缩提前期对供应链收益的影响与协调[J].中国管理科学, 2013,21(2):114-122.

[23] 张李浩,范体军,杨惠霄.基于RFID技术的供应链投资决策及协调策略研究[J].中国管理科学, 2015, 23(8):112-121.

[24] 张李浩,包兴,杨惠霄.供应链采用RFID的标签成本阈值分析及契约协调[J].系统工程理论与实践, 2015, 35(5):1133-1143.

[25] 张永杰,张维,熊熊.投资策略与投资收益:基于计算实验金融的研究[J].管理科学学报,2010, 13(9):107-118.

[26] 张蕾,李敏强,赵秀云.内部控制监督最优投资分配模型及决策研究[J].管理科学学报,2013, 16(7):34-44.

[27] 贺晓波,王冬梅,曾诗鸿.附碳汇收益的林业投资项目价值评估——基于实物期权定价理论[J].中国管理科学, 2017,25(3):20-29.

[28] Lee I, Lee B C. An investment evaluation of supply chain RFID technologies:A normative modeling approach[J]. International Journal of Production Economics, 2010, 125(2):313-323.

[29] 王林,顿彩霞,张金隆.基于混合差分进化算法的联合补货-配送优化模型[J].中国管理科学, 2012,20(3):86-93.

[30] Moon I K, Cha B C, Lee C U. The joint replenishment and freight consolidation of a warehouse in a supply chain[J]. International Journal of Production Economics, 2011, 133(1):344-350.

[31] Wang Lin, Dun Caixia, Bi Wenjie, et al. An effective and efficient differential evolution algorithm for the integrated stochastic joint replenishment and delivery model[J]. Knowledge-Based Systems, 2012, 36:104-114.

[32] Ferrer G, Heath S K, Dew N. An RFID application in large job shop remanufacturing operations[J]. International Journal of Production Economics, 2011, 133(2):612-621.

[33] Hsu C I, Shih H H, Wang W C. Applying RFID to reduce delay in import cargo customs clearance process[J]. Computers & Industrial Engineering, 2009, 57(2):506-519.

[34] Nativi J J, Lee S. Impact of RFID information-sharing strategies on a decentralized supply chain with reverse logistics operations[J]. International Journal of Production Economics, 2012, 136(2):366-377.

A Study on the RFID Investment Decision Model for the Revised Joint Replenishment and Delivery Problem

PDF (PC)

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Metrics

Comments

Recommended 10

[1]	DING Long, HU Bin, CHANG Shan, SHI Chun-lai. A Game Analysis on RFID Technology and Parallel Importation Based on Gray Market Traceability [J]. Chinese Journal of Management Science, 2021, 29(2): 78-88.
[2]	XU Dong-yang, LI Kun-peng, CUI Li-gang, TIAN Qian-nan. Multi-commodity Unpaired Supply-demandand Split Pickup and Delivery Vehicle Routing Problem with Multi-depot and Multi-type Trucks [J]. Chinese Journal of Management Science, 2021, 29(1): 127-137.
[3]	XING Peng, HE Tian-run. Optimal Quality Effort Strategy in O2O Food Delivery Service Supply Chain Based on Three Operation Models [J]. Chinese Journal of Management Science, 2020, 28(9): 115-126.
[4]	LANG Xiao, SHAO Xiao-feng. Study on Consumer-oriented Types and E-tailer's Omnichannel Decision [J]. Chinese Journal of Management Science, 2020, 28(9): 164-175.
[5]	QIU Han-guang, ZHOU Ji-xiang, LONG Yue. Research on the Dynamic Order Acceptance in Urban Delivery Considering Customer Choice of the Last-mile Delivery Modes and Time Slots [J]. Chinese Journal of Management Science, 2020, 28(8): 114-126.
[6]	GUO Dong-wei, DING Gen-hong, LIU Wei. Improved Multi-Strategy Grouping Genetic Algorithm for the Pickup and Delivery Problem with Time Windows [J]. Chinese Journal of Management Science, 2020, 28(7): 204-211.
[7]	JIANG Qiu-yang, TAO Feng, FAN Ti-jun, LAI Kin-keung. Research on Decision-making of Two Supply Chains with RFID Technology [J]. Chinese Journal of Management Science, 2020, 28(11): 120-129.
[8]	ZHANG Ke-hui, YANG Hua-long, XIN Yu-chen, LIU Qing-qi. Multi-item/Two-stage JIT Joint Replenishment Considering Customer Response to Stock-out [J]. Chinese Journal of Management Science, 2020, 28(10): 118-130.
[9]	LI Ke, DANG Yan-zhong. The Precise Delivery Strategy of LED Advertisement in New Operational Mode of Taxi [J]. Chinese Journal of Management Science, 2020, 28(10): 220-230.
[10]	WANG Li-xia. Project Decision Model of Multi-stage Residual Income Based on Product Life Cycle [J]. Chinese Journal of Management Science, 2019, 27(6): 158-166.
[11]	ZHANG Yun-feng, WANG Yong, GONG Ben-gang, DAN Bin. The Level Coordination for the Ameliorating Items Supply Chain Considering Ordering Coordination Cost and Quantity Discount [J]. Chinese Journal of Management Science, 2019, 27(12): 55-66.
[12]	YE Yin-fang, LI Deng-feng, YU Gao-feng. Joint Replenishment Interval-Valued EOQ Model and Cost Allocation Approach Based on Variable-weighted Shapely Value [J]. Chinese Journal of Management Science, 2019, 27(10): 90-99.
[13]	WANG Liang, QIN Long-hao, LIU Xiao, CHEN Jie. A Study on Stock Index Futures Arbitrage by ETF with High Frequency Data [J]. Chinese Journal of Management Science, 2018, 26(5): 9-20.
[14]	PAN Wen-wen, GUO Hai-xiang, DU Tian-song, LIU Xiao, WANG De-yun. The Vehicle Routing Problem with the Recycling of Oil Pipelines and Oil Casings and the Differential Evolution Algorithm based on Niching Clearing [J]. Chinese Journal of Management Science, 2018, 26(5): 118-128.
[15]	WU Zi-xuan, LI Tie-ke, ZHANG Wen-xin, WANG Bai-lin, Wang Jian-jian. Order Scheduling Model and Algorithm for Hot-Rolled Seamless Steel Tube with Delivery Requirements [J]. Chinese Journal of Management Science, 2018, 26(5): 129-137.