Open-loop Shared Pallet Transportation Model Considering Supply-Demand Uncertainty

LIU Shenglong, YANG Jingshuai

Packaging Engineering ›› 2026, Vol. 47 ›› Issue (3) : 210-217.

PDF(1177 KB)
PDF(1177 KB)
Packaging Engineering ›› 2026, Vol. 47 ›› Issue (3) : 210-217. DOI: 10.19554/j.cnki.1001-3563.2026.03.022
Green Packaging and Circular Economy

Open-loop Shared Pallet Transportation Model Considering Supply-Demand Uncertainty

  • LIU Shenglong, YANG Jingshuai*
Author information +
History +

Abstract

By analyzing the current development status and existing issues of the open-loop shared pallet system, the work aims to construct a transportation model for the system, to identify a scientific and reasonable transportation plan and reduce transportation costs. Aiming at the current research gap and practical demands, an in-depth investigation was conducted into the transportation optimization of open-loop shared pallet systems under supply-demand uncertainty. With the objectives of minimizing total transportation costs and maximizing customer satisfaction, a stochastic chance-constrained programming model was constructed. The feasibility of the model was verified, and numerical examples were solved with the Gurobi solver. The findings revealed that under the supply-demand uncertainty, the proposed stochastic optimization model effectively reduced the system's total transportation costs. This provides robust theoretical support and practical solutions for enterprises to address supply-demand uncertainties and formulate more economically efficient transportation decisions within open-loop shared pallet systems.

Key words

open-loop shared pallet system / pallet transportation / uncertain supply and demand / random opportunity constraint

Cite this article

Download Citations
LIU Shenglong, YANG Jingshuai. Open-loop Shared Pallet Transportation Model Considering Supply-Demand Uncertainty[J]. Packaging Engineering. 2026, 47(3): 210-217 https://doi.org/10.19554/j.cnki.1001-3563.2026.03.022

References

[1] 王世鹏, 顾学明. 建立适合我国国情的托盘循环共用系统[J]. 中国流通经济, 2014, 28(9): 18-24.
WANG S P, GU X M.Research on Building a Returnable and Sharing Pallet System Suitable for China[J]. China Business and Market, 2014, 28(9): 18-24.
[2] CARRANO A L, THORN B K, WOLTAG H.Characterizing the Carbon Footprint of Wood Pallet Logistics[J]. Forest Products Journal, 2014, 64(7/8): 232-241.
[3] BENGTSSON J, LOGIE J.Life Cycle Assessment of One-Way and Pooled Pallet Alternatives[J]. Procedia CIRP, 2015, 29: 414-419.
[4] WU J, REN J W, LIU B, et al.Deterministic and Multi-Scenario Models for Pallet Allocation over a Pallet Pool in a City Joint Distribution System[J]. Advances in Mechanical Engineering, 2016, 8: 1687814015623693.
[5] 刘翠萍. 中国托盘循环共用模式及实现机制研究[D]. 徐州: 中国矿业大学, 2021.
LIU C P.Study on the Mode of Pallet Pool and Its Realization Mechanism in China[D]. Xuzhou: China University of Mining and Technology, 2021.
[6] 魏湘湘, 庞燕. 基于DEMATEL-ISM的托盘循环共用运作模式影响因素分析[J]. 中南林业科技大学学报, 2025, 45(11): 177-187.
WEI X X, PANG Y.Analysis of Influencing Factors of Pallet Closed-Loop Sharing Operation Mode Based on DEMATEL-ISM[J]. Journal of Central South University of Forestry & Technology, 2025, 45(11): 177-187.
[7] 张浩. 城市集群效应下托盘循环共用系统设计与实现[D]. 唐山: 华北理工大学, 2024.
ZHANG H.Design and Implementation of Pallet Recycling Sharing System under Urban Cluster Effect[D]. Tangshan: North China University of Science and Technology, 2024.
[8] BRINDLEY C.Position is Everything: Rising Transport Costs Make Pallet Logistics More Critical for Success[J]. Pallet Enterprise, 2011(6): 24-28.
[9] 王征宇, 任建伟, 马钰淇, 等. 基于城市共同配送系统的托盘共用调度随机规划模型[J]. 公路交通科技, 2018, 35(4): 146-152.
WANG Z Y, REN J W, MA Y Q, et al.A Stochastic Programming Model for Pallet Pooling Based on Urban Collaborative Distribution System[J]. Journal of Highway and Transportation Research and Development, 2018, 35(4): 146-152.
[10] 任建伟, 章雪岩, 张锦, 等. 托盘共用系统调度多情景规划模型[J]. 系统工程理论与实践, 2014, 34(7): 1788-1798.
REN J W, ZHANG X Y, ZHANG J, et al.A Multi-Scenario Model for Pallets Allocation over a Pallet Pool[J]. Systems Engineering-Theory & Practice, 2014, 34(7): 1788-1798.
[11] 任建伟, 孟祥冬, 陈春花, 等. 多式联运网络中的托盘共用调度方法[J]. 西南交通大学学报, 2020, 55(3): 612-619.
REN J W, MENG X D, CHEN C H, et al.Methodologies of Pallet Allocation over Pallet Pool in Intermodal Transportation Network[J]. Journal of Southwest Jiaotong University, 2020, 55(3): 612-619.
[12] 任佳柔, 高更君. 考虑客户优先级的托盘共用调度优化[J]. 上海海事大学学报, 2019, 40(4): 40-44.
REN J R, GAO G J.Optimization of Pallet Pooling Scheduling Considering Customer Priority[J]. Journal of Shanghai Maritime University, 2019, 40(4): 40-44.
[13] 杨艳华, 洪亮. 考虑不确定运输时间的托盘调度模型研究[J]. 重庆理工大学学报(自然科学), 2020, 34(12): 271-274.
YANG Y H, HONG L.Pallet Scheduling Model with the Uncertainty Transportation Time[J]. Journal of Chongqing University of Technology (Natural Science), 2020, 34(12): 271-274.
[14] 何彦东, 林云, 王旭, 等. 不确定环境下托盘调度多目标优化模型[J]. 系统工程, 2016, 34(11): 119-124.
HE Y D, LIN Y, WANG X, et al.Multi-Objective Optimization of Pallet Allocation under Uncertain Environment[J]. Systems Engineering, 2016, 34(11): 119-124.
[15] 任建伟, 章雪岩. 托盘共用系统调度两阶段随机机会约束规划模型研究[J]. 控制与决策, 2011, 26(9): 1353-1357.
REN J W, ZHANG X Y.Two Stage Stochastic Chance Constrained Programming Model of Pallet Pool System Dispatch[J]. Control and Decision, 2011, 26(9): 1353-1357.
[16] 王威杰. 开放式托盘循环共用系统调运模型研究[D]. 大连: 大连交通大学, 2023.
WANG W J.Research on Scheduling Model of Open Pallet Pooling System[D]. Dalian: Dalian Jiaotong University, 2023.
[17] 王威. 托盘共享模式推广的困境与对策研究[J]. 物流科技, 2022, 45(20): 37-39.
WANG W.Research on Dilemmas and Countermeasures of the Promotion of Pallet Pooling System[J]. Logistics Sci-Tech, 2022, 45(20): 37-39.
PDF(1177 KB)

Accesses

Citation

Detail

Sections
Recommended

/