工业工程2024，Vol.27Issue(6)：82-92,11.DOI:10.3969/j.issn.1007-7375.240048
不确定需求下考虑协议库存的电网物资供应优化建模
Modeling and Optimization of Material Supply in the Power Grid Considering Capacity Reservation Contracts with Uncertain Demand
摘要
Abstract
Comprehensively exploring resources from the existing warehouse network and contractual suppliers to achieve mutual complementarity and collaboration,coordinated inventory and allocation,is a challenge faced by power grid enterprises to reduce cost and increase efficiency in supply chain management,where the selection of optimization models is critical.From the perspective of integrated management,this paper considers demand uncertainty based on current material supply modes in the power grid.It proposes robust optimization models for two types of material supplies based on a deterministic model.A solution algorithm based on the Bender decomposition method is designed to solve the above models.Using data collected from a State Grid case,experiments are designed to analyze the performance of the models and the algorithm.Additionally,the impacts of changes in the penalty cost parameter of unmet demand deviation and the budget uncertainty parameter on total cost are explored under different material supply modes.Results show that 1)the Bender decomposition algorithm in this paper is more efficient in solving large-scale problems.2)The deterministic model based on expected demand has the lowest total cost but is less effective in addressing uncertain demand risks compared to the two robust models:the robust model based on stochastic scenarios can balance the total cost and the penalty cost of unmet demand deviation,while the robust model based on budget uncertainty can control demand uncertainty within a specific range.3)Material supply modes considering physical inventory prioritization for allocation and distribution offer better total cost control.4)The robust model based on budget uncertain sets possesses a good demand satisfaction capability but reveals a greater cost;the robust model based on stochastic scenarios is better than that based on budget uncertain sets in terms of cost,but may cause some unmet demand.关键词
电网/协议库存/物资供应/鲁棒模型/Bender分解Key words
power grid/capacity reservation contracts/material supply/robust model/Bender decomposition分类
管理科学引用本文复制引用
俞春华,陈国华,喻鸿,余建新,王庆阳..不确定需求下考虑协议库存的电网物资供应优化建模[J].工业工程,2024,27(6):82-92,11.基金项目
国家自然科学基金资助项目(72074110) （72074110）
