系统管理学报2025,Vol.34Issue(5):1295-1304,10.DOI:10.3969/j.issn2097-4558.2025.05.008
考虑顾客取消订单的即时配送车辆调度问题
Vehicle Scheduling Problem of Instant Delivery Considering Customer Order Cancellations
摘要
Abstract
In instant delivery,the uncertain order cancellation behavior is a critical factor that disrupts vehicle scheduling.Different customers may have different order cancellation patterns,and delivery vehicles need to perform multiple trips to process batch orders,which can be formulated as a multi-trip vehicle routing problem.To address this issue,a mathematical programming model is developed with the objective of maximizing expected profit,utilizing probability distribution to measure different order cancellations.An adaptive large neighborhood search algorithm is designed based on problem characteristics to solve the model.Finally,algorithm performance testing and sensitivity analysis are conducted using adapted instances constructed from the Solomon benchmark case set and real-case data from a large chain restaurant in Dalian,China.The results indicate that profitability is higher when customer order cancellations follow a sinusoidal distribution compared to linear and discrete distributions.关键词
即时配送/订单取消/车辆调度/自适应大邻域搜索算法Key words
instant delivery/order cancellation/vehicle scheduling/adaptive large neighborhood search分类
信息技术与安全科学引用本文复制引用
WANG Zheng,XUE Guiqin,WANG Yixue..考虑顾客取消订单的即时配送车辆调度问题[J].系统管理学报,2025,34(5):1295-1304,10.基金项目
国家自然科学基金重点项目(72231002) (72231002)