Dual-Sourcing Made Easy: Distributionally Robust Optimization of Inventory System under Independent Demand
Journal article on distributionally robust inventory systems under independent demand.
个人简介
我是东北大学信息科学与工程学院博士研究生，并曾赴新加坡国立大学运筹与分析研究所联合培养。我的研究兴趣包括数据驱动优化、分布式鲁棒优化、随机建模与供应链分析。我关注如何在分布信息有限、需求不确定和运营环境复杂的条件下，构建可求解、可解释且具有管理启示的优化模型与算法。
以上中文内容为占位文本，你可以后续根据需要自行替换。
教育经历
信息科学与工程学院博士研究生
2021-09-01
东北大学
运筹与分析研究所访问博士研究生
2022-12-01
2024-12-31
新加坡国立大学
系统工程硕士
2019-09-01
2021-06-30
东北大学
自动化学士
2015-09-01
2019-06-30
东北大学
兴趣爱好
数据驱动优化
分布式鲁棒优化
随机建模
供应链分析
库存管理
网络设计
运营管理
🔬 研究方向
我的研究致力于发展面向不确定运营决策的数据驱动优化与分布式鲁棒优化方法。我关注决策者仅掌握有限分布信息的情形，例如矩信息、历史样本或部分需求信号。
数据驱动的供应链网络规划 —— 研究需求激增和分布信息有限条件下的供应链网络设计问题，重点关注可处理的模型重构和近似算法。
鲁棒库存与易逝品系统 —— 构建面向需求不确定、固定订货成本、订货提前期和产品易逝性的鲁棒库存模型。
竞争、容量与服务质量 —— 研究物流与供应链系统中的容量竞争、服务质量差异化和双层决策问题。
以上中文内容为占位文本，你可以后续自行替换。
📄 代表性论文
Capacity Planning to Cope with Demand Surges in Fourth-Party Logistics Networks under Chance-Constrained Service Levels
Capacity planning for fourth-party logistics networks under demand surges and chance-constrained service levels.
Fourth-Party Logistics Network Design with Demand Surge: A Greedy Scenario-Reduction and Scenario-Price based Decomposition Algorithm
Fourth-party logistics network design under demand surge using scenario reduction and decomposition.
📚 全部论文
(2026).
Dual-Sourcing Made Easy: Distributionally Robust Optimization of Inventory System under Independent Demand.
Operations Research.
(2026).
Electric or fuel? Green routing optimization with time uncertainty in fourth-party logistics.
Transportation Research Part D: Transport and Environment.
(2025).
Capacity Planning to Cope with Demand Surges in Fourth-Party Logistics Networks under Chance-Constrained Service Levels.
Computers & Operations Research.
(2025).
Integrating Supply, Production, and Demand Uncertainties in Manufacturing Inventory Systems.
IEEE Transactions on Engineering Management.
(2025).
Mathematical modeling and optimization of multi-period fourth-party logistics network design problems with customer satisfaction-sensitive demand.
Expert Systems with Applications.
(2024).
Multi-Period Fourth-Party Logistics Network Design from the Viability Perspective: A Double-Layer Q-Learning based Collaborative Hyper-Heuristic Algorithm.
International Journal of Production Research.
(2023).
Fourth-Party Logistics Network Design with Demand Surge: A Greedy Scenario-Reduction and Scenario-Price based Decomposition Algorithm.
International Journal of Production Economics.
(2022).
Multi-Period Distribution Network Design with Boundedly Rational Customers for the Service-Oriented Manufacturing Supply Chain: A 4PL Perspective.
International Journal of Production Research.
(2021).
Fourth party logistics network design considering quantity discount.
Proceedings of the 2021 33rd Chinese Control and Decision Conference (CCDC).
🧩 研究项目
以下项目概括了我在运筹优化、鲁棒优化与供应链分析方面的主要研究方向。中文内容为占位文本，后续可自行替换。
Competition, Capacity, and Service Quality
I study capacity competition, service-quality differentiation, and bilevel decision-making in logistics and supply chain systems.
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1 分钟阅读时长
Data-driven Supply Chain Network Planning
I study supply chain network design problems under demand surges and limited distributional information, with an emphasis on distributionally robust optimization, tractable …
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1 分钟阅读时长
Robust Inventory and Perishable Systems
I develop robust inventory models for uncertain demand, fixed ordering costs, lead times, and product perishability, especially when the demand distribution is only partially …
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1 分钟阅读时长
👩🏫 教学经历
助教经历
- 应用随机模型与排队论，博士课程，东北大学，2020。
- 生产与库存理论，硕士课程，东北大学，2021。
- 系统工程导论，本科课程，东北大学，2020–2022。
荣誉奖励
ISCOM 2025 最佳会议论文
ISCOM ∙
十二月 2025
2025 年 CSAMSE 年会最佳实践奖三等奖
CSAMSE ∙
七月 2025
研究生国家奖学金
中华人民共和国教育部 ∙
十月 2020
国家级大学生创新创业训练计划优秀奖
中华人民共和国教育部 ∙
九月 2018
硅谷国际发明节银奖
SVIIF ∙
七月 2018
📬 联系方式
欢迎就研究问题或合作想法与我联系。
✉️ 邮箱： sjiang@stumail.neu.edu.cn
🎓 Google Scholar： scholar profile
🌐 ResearchGate： Songchen Jiang