考虑品质分级与消费差异的生鲜农产品采运销集成优化

尹秋霜, 葛显龙, 田强, 杨丽娟, 唐研

包装工程(技术栏目) ›› 2026, Vol. 47 ›› Issue (5) : 257-271.

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包装工程(技术栏目) ›› 2026, Vol. 47 ›› Issue (5) : 257-271. DOI: 10.19554/j.cnki.1001-3563.2026.05.028
绿色包装与循环经济

考虑品质分级与消费差异的生鲜农产品采运销集成优化

  • 尹秋霜, 葛显龙*, 田强, 杨丽娟, 唐研
作者信息 +

Integrated Optimization of Fresh Agricultural Product Purchasing, Transportation and Sales with Quality Grading and Consumer Preferences

  • YIN Qiushuang, GE Xianlong*, TIAN Qiang, YANG Lijuan, TANG Yan
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文章历史 +

摘要

目的 针对生鲜农产品供应链中环节多、衔接不畅、货损严重导致的利润损失问题,通过全链路优化,实现连锁门店销售利润的最大化。方法 综合考虑生鲜产品的品质分级与在途损耗对销售收入的影响,并引入顾客对产品品质与价格的差异化消费偏好。构建以连锁门店销售利润最大化为目标的混合整数规划模型。为求解该模型,设计一种两级迭代算法。最后,通过算例验证模型与算法的有效性,并选取重庆市巫山脆李作为实际案例进行实证分析。结果 将货损与品质分级相结合更能减少浪费,丢弃果仅占3.06%。结论 提出的集成优化策略结合消费者偏好和品质分级有利于减少中间环节,降低货损率,从而有效提升生鲜零售商的盈利能力,为确保企业的经济可行性提供了量化的决策依据。

Abstract

The work aims topropose a full-chain integrated optimization approach to maximize the sales profit of chain-store retailers to address the loss issues in the fresh agricultural product supply chain caused by multiple echelons, poor coordination, and severe spoilage.Considering the impact of quality grading and in-transit deterioration on sales revenue, and incorporating customers' heterogeneous preferences for quality and price, a mixed-integer programming model with the goal of maximizing the sales profit of chain storeswas formulated. A two-level iterative algorithm was developed to solve the model. Numerical experiments were conducted to validate the effectiveness of the proposed model and algorithm, and a case study of Wushan plums in Chongqing was conducted for empirical analysis. Results showed that integrating spoilage control with quality grading further reduced waste, with discarded fruit accounting for only 3.06% of total supply. In conclusion, the proposed integrated optimization strategy—which incorporates consumer preferences and quality grading—effectively reduces intermediate handling and spoilage rates, thereby enhancing retailer profitability and providing quantitative decision support for economic viability.

关键词

农产品物流 / 生鲜品质分级 / 集配一体化 / 两级迭代算法

Key words

agricultural product logistics / quality grading of fresh product / integrated transportation / two-level iterative algorithm

引用本文

导出引用
尹秋霜, 葛显龙, 田强, 杨丽娟, 唐研. 考虑品质分级与消费差异的生鲜农产品采运销集成优化[J]. 包装工程. 2026, 47(5): 257-271 https://doi.org/10.19554/j.cnki.1001-3563.2026.05.028
YIN Qiushuang, GE Xianlong, TIAN Qiang, YANG Lijuan, TANG Yan. Integrated Optimization of Fresh Agricultural Product Purchasing, Transportation and Sales with Quality Grading and Consumer Preferences[J]. Packaging Engineering. 2026, 47(5): 257-271 https://doi.org/10.19554/j.cnki.1001-3563.2026.05.028
中图分类号: TB11    U116.2   

参考文献

[1] 中物联冷链委.生鲜损耗困扰生鲜企业经营,保鲜包装或是控损重要方式[EB/OL].(2023-11-2) [2026-1-27].https://baijiahao.baidu.com/s id=178144 0506435386269&wfr=spider&for=pc.
[2] 陈军. 考虑消费者选择行为的农产品质量分级博弈分析[J]. 运筹与管理, 2020, 29(10): 68-75.
CHEN J.Game Analysis of Agri-Food Quality Classification under Consumer Selection Behavior[J]. Operations Research and Management Science, 2020, 29(10): 68-75.
[3] 徐广姝, 江艳丽. 基于质量分级的生鲜农产品供应链的定价与保鲜策略研究[J]. 数学的实践与认识, 2021, 51(3): 321-328.
XU G S, JIANG Y L.Pricing and Fresh-Keeping Strategy for Fresh Agricultural Produce Supply Chain Based on Quality Grades[J]. Mathematics in Practice and Theory, 2021, 51(3): 321-328.
[4] 张煜炜, 李珍萍, 李鑫, 等. 考虑软硬双重时间窗和新鲜度动态变化的生鲜品分配与冷链配送联合优化问题研究[J]. 系统科学与数学, 2025, 45(8): 2389-2411.
ZHANG Y W, LI Z P, LI X, et al.Research on Joint Optimization Problem of Fresh Products Allocation and Cold Chain Distribution Considering Dynamic Change of Freshness with Soft and Hard Dual Time Windows[J]. Journal of Systems Science and Mathematical Sciences, 2025, 45(8): 2389-2411.
[5] 高浩然, 张玉林, 张顺顺. 考虑时效性和品质性满意度约束的易腐品冷链物流配送[J]. 控制与决策, 2024, 39(4): 1342-1350.
[6] GAO H R, ZHANG Y L, ZHANG S S.Cold Chain Logistics Distribution of Perishable Products Considering Timeliness and Quality Customer Satisfaction[J]. Control and Decision, 2024, 39(4): 1342-1350.
[7] HUANG M, LIU M H, KUANG H B.Vehicle Routing Problem for Fresh Products Distribution Considering Customer Satisfaction through Adaptive Large Neighborhood Search[J]. Computers & Industrial Engineering, 2024, 190: 110022.
[8] YAN B, CHEN X X, CAI C Y, et al.Supply Chain Coordination of Fresh Agricultural Products Based on Consumer Behavior[J]. Computers & Operations Research, 2020, 123: 105038.
[9] 周永圣, 陈蕴, 卢强. 新零售背景下考虑不同类型消费者需求整合的生鲜供应链决策研究[J]. 系统科学与数学, 2021, 41(11): 3193-3206.
ZHOU Y S, CHEN Y, LU Q.Research on Fresh Product Supply Chains Considering the Integration of Different Types of Consumer Demand in the New Retail Background[J]. Journal of Systems Science and Mathematical Sciences, 2021, 41(11): 3193-3206.
[10] CHEN Q X, LIU Z X, TIAN L, et al.In-Store, Pre-Warehouse, or Store-and-Warehouse Integration: Strategic Analysis for Neighborhood Fresh Product Retail Modes[J]. Computers & Industrial Engineering, 2023, 177: 109085.
[11] AGRAWAL A K, YADAV S, GUPTA A A, et al.A Genetic Algorithm Model for Optimizing Vehicle Routing Problems with Perishable Products under Time-Window and Quality Requirements[J]. Decision Analytics Journal, 2022, 5: 100139.
[12] WANG M X, WANG Y J, LIU W, et al.How to Achieve a Win-Win Scenario between Cost and Customer Satisfaction for Cold Chain Logistics?[J]. Physica A: Statistical Mechanics and Its Applications, 2021, 566: 125637.
[13] LENG L L, WANG Z, ZHAO Y W, et al.Formulation and Heuristic Method for Urban Cold-Chain Logistics Systems with Path Flexibility - the Case of China[J]. Expert Systems with Applications, 2024, 244: 122926.
[14] CHEN W R, ZHANG D Z, VAN WOENSEL T, et al.Green Vehicle Routing Using Mixed Fleets for Cold Chain Distribution[J]. Expert Systems with Applications, 2023, 233: 120979.
[15] 范厚明, 陈天磊, 白雪, 等. 考虑库门分配及时间依赖的生鲜品越库配送车辆路径优化[J]. 控制理论与应用, 2025, 42(5): 955-966.
FAN H M, CHEN T L, BAI X, et al.Time-Dependent Vehicle Routing Problem for Fresh Products with Cross-Docking and Door Assignment[J]. Control Theory & Applications, 2025, 42(5): 955-966.
[16] WU F L, DONG M.Eco-Routing Problem for the Delivery of Perishable Products[J]. Computers & Operations Research, 2023, 154: 106198.
[17] YIN Y Q, QING L, WANG D J, et al.Exact Solution Method for Vehicle-and-Drone Cooperative Delivery Routing of Blood Products[J]. Computers & Operations Research, 2024, 164: 106559.
[18] 罗瑞, 王展青. 基于碳排放和分类用户满意度的冷链物流路径优化[J]. 武汉理工大学学报, 2022, 44(1): 100-108.
LUO R, WANG Z Q.Cold Chain Logistics Path Optimization Based on Carbon Emission Classification and User Satisfaction[J]. Journal of Wuhan University of Technology, 2022, 44(1): 100-108.
[19] YANG F, TAO F M.A Bi-Objective Optimization VRP Model for Cold Chain Logistics: Enhancing Cost Efficiency and Customer Satisfaction[J]. IEEE Access, 2023, 11: 127043-127056.
[20] 王宁, 胡大伟, 徐杰, 等. 基于客户价值和满意度的城市冷链物流时变路径问题[J]. 中国公路学报, 2021, 34(9): 297-308.
[21] WANG N, HU D W, XU J, et al.Time-Dependent Vehicle Routing of Urban Cold-Chain Logistics Based on Customer Value and Satisfaction[J]. China Journal of Highway and Transport, 2021, 34(9): 297-308.
[22] LIANG X Y, WANG N M, ZHANG M, et al.Bi-Objective Multi-Period Vehicle Routing for Perishable Goods Delivery Considering Customer Satisfaction[J]. Expert Systems with Applications, 2023, 220: 119712.
[23] 戚淳浩, 朱琳. 考虑满意度的团购两级混合冷链低碳路径优化[J]. 计算机工程与应用, 2024, 60(1): 337-347.
QI C H, ZHU L.Low Carbon Path Optimization of Two-Level Hybrid Cold Chain for Group Purchase Considering Satisfaction[J]. Computer Engineering and Applications, 2024, 60(1): 337-347.
[24] THAKUR K, MAJI S, MAITY S, et al.Multiroute Fresh Produce Green Routing Models with Driver Fatigue Using Type-2 Fuzzy Logic-Based DFWA[J]. Expert Systems with Applications, 2023, 229: 120300.
[25] THAKUR K, MAITY S, NIELSEN P, et al.A 3D Multiobjective Multi-Item Eco-Routing Problem for Refrigerated Fresh Products Delivery Using NSGA-II with Hybrid Chromosome[J]. Computers & Industrial Engineering, 2024, 198: 110644.
[26] 王勇, 王静媛, 苟梦圆, 等. 基于时间窗和多仓温控的生鲜商品配送车辆路径优化问题[J]. 包装工程, 2024, 45(5): 263-275.
WANG Y, WANG J Y, GOU M Y, et al.Fresh Commodity Distribution Vehicle Routing Optimization Based on Time Windows and Multi-Compartment Temperature Control[J]. Packaging Engineering, 2024, 45(5): 263-275.
[27] 王勇, 张杰, 刘永, 等. 基于时间窗和温度控制的生鲜商品物流配送优化方法[J]. 控制与决策, 2020, 35(7): 1606-1614.
WANG Y, ZHANG J, LIU Y, et al.Optimization Method Study of Fresh Good Logistics Distribution Based on Time Window and Temperature Control[J]. Control and Decision, 2020, 35(7): 1606-1614.
[28] 葛显龙, 杨斯然. 乡村振兴背景下生鲜农产品上行集货路径优化研究[J]. 运筹与管理, 2024, 33(2): 22-28.
GE X L, YANG S R.Routing Optimization of the Upward Pickup of Fresh Agricultural Products under the Background of Rural Development[J]. Operations Research and Management Science, 2024, 33(2): 22-28.
[29] D’HAEN R, RAMAEKERS K, ARCHETTI C, et al. Integrating Order Picking and Vehicle Routing Decisions in a Dynamic E-Commerce Setting[J]. Computers & Operations Research, 2024, 170: 106762.
[30] WU Y, ZENG B.Dynamic Parcel Pick-up Routing Problem with Prioritized Customers and Constrained Capacity via Lower-Bound-Based Rollout Approach[J]. Computers & Operations Research, 2023, 154: 106176.
[31] 范厚明, 白雪, 田攀俊. 集货需求可拆分的多越库中心库门分配及车辆路径协同优化[J].控制与决策, 2023, 38(2): 501-509.
[32] FAN H M, BAI X, TIAN P J.Multi-Depot Vehicle Routing Problem with Split Pickup and Cross-Dock Door Assignment Collaborative Optimization[J]. Control and Decision, 2023, 38(2): 501-509.
[33] 葛显龙, 张雅婷. 基于前摄性调度的生鲜物流集货路径优化[J]. 系统工程, 2020, 38(6): 70-80.
GE X L, ZHANG Y T.The Optimization of Collection Transportation of Fresh Logistics Based on Proactive Scheduling[J]. Systems Engineering, 2020, 38(6): 70-80.
[34] 谢如鹤, 何佳雯, 邹毅峰, 等. 冷链零担物流前端集货至末端配送全链条优化模型[J]. 交通运输系统工程与信息, 2023, 23(3): 204-213.
XIE R H, HE J W, ZOU Y F, et al.An Optimization Model of Whole Chain from Front-End Collection to Terminal Distribution of Cold Chain Less-than-Truckload Logistics[J]. Journal of Transportation Systems Engineering and Information Technology, 2023, 23(3): 204-213.
[35] 牟进进, 陈莒伟, 王淑云. 蓄冷式多温集配路径优化模型[J]. 中国管理科学, 2022, 30(10): 236-246.
MOU J J, CHEN J W, WANG S Y.Optimization Model of Cold Accumulated Multi-Temperature Joint Pickup and Distribution[J]. Chinese Journal of Management Science, 2022, 30(10): 236-246.
[36] BABAEE S, ARAGHI M, ROSTAMI B.Coordinating Transportation and Pricing Policies for Perishable Products[J]. Transportation Research Part B: Methodological, 2022, 164: 105-125.
[37] BEKTAŞ T, LAPORTE G.The Pollution-Routing Problem[J]. Transportation Research Part B: Methodological, 2011, 45(8): 1232-1250.
[38] LI J, CANG L, WU Y S, et al.Two-Echelon Collaborative Many-to-Many Pickup and Delivery Problem for Agricultural Wholesale Markets with Workload Balance[J]. Omega, 2025, 130: 103164.
[39] CORDEAU J F, LAPORTE G, MERCIER A.Improved Tabu Search Algorithm for the Handling of Route Duration Constraints in Vehicle Routing Problems with Time Windows[J]. Journal of the Operational Research Society, 2004, 55(5): 542-546.

基金

重庆市教委科学技术研究计划项目(KJZD-K202400705,KJQN202400733); 重庆交通大学研究生科研创新项目(2025S0076)

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