Joint location and pricing for recycling service planning

IF 4.1 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Qihang Liu , Jichang Dong , Ying Liu , Luming Yang
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引用次数: 0

Abstract

This paper explores an emerging business model for Waste Recycling Platforms that collect users’ recycling demands online and provide door-to-door recycling services offline. Unlike existing literature, which typically assumes constant user demand, we account for demand uncertainty and develop a location optimization model using two-stage stochastic programming. By analyzing the relationship between random demand and recycling prices, we extend this model to a joint location-pricing model. We also design a Benders Decomposition-based algorithm to solve the model using actual operational data from a Waste Recycling Platform in Beijing. Our findings reveal that incorporating both location and pricing decisions into the model makes it more realistic and capable of yielding better optimal profits. Additionally, parameter analysis suggests that the platform could benefit from moderately relaxing the confidence level of its random constraints and focusing more on controlling operating costs.
联合定位和定价的回收服务规划
本文探索了一种新兴的垃圾回收平台的商业模式,即在线收集用户的回收需求,线下提供上门回收服务。与现有文献通常假设用户需求不变不同,我们考虑了需求不确定性,并使用两阶段随机规划开发了一个位置优化模型。通过分析随机需求与回收价格之间的关系,将该模型扩展为联合区位-定价模型。利用北京某垃圾回收平台的实际运行数据,设计了一种基于bender分解的算法来求解该模型。我们的研究结果表明,将位置和定价决策纳入模型使其更现实,并能够产生更好的最优利润。此外,参数分析表明,适度放宽随机约束的置信度,将更多精力放在控制运营成本上,可以使平台受益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Computers & Operations Research
Computers & Operations Research 工程技术-工程:工业
CiteScore
8.60
自引率
8.70%
发文量
292
审稿时长
8.5 months
期刊介绍: Operations research and computers meet in a large number of scientific fields, many of which are of vital current concern to our troubled society. These include, among others, ecology, transportation, safety, reliability, urban planning, economics, inventory control, investment strategy and logistics (including reverse logistics). Computers & Operations Research provides an international forum for the application of computers and operations research techniques to problems in these and related fields.
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