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Revenue Management Focused Capacitated Vehicle Routing Model in Supply Chain Management

机译:收入管理聚焦电容车辆路径模型供应链管理

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Objectives: To propose revenue management focused model for Capacitated Vehicle Routing Problem with Simultaneous Pickup and Delivery and pursue a solution to it. In some industries, customer demand for delivery and pickup fluctuates and the vehicle capacities are limited. Existing research focuses on either Revenue Maximization or Transportation Cost Minimization. To be able to run such businesses profitably, it is necessary to consider both objectives by the help of the proposed model. Dynamic pricing will be used for revenue maximization, by booking early reservations for a lower price. Vehicle Routing Problem will determine the route to minimize the total transportation cost. Methods: The capacitated vehicle routing model with simultaneous pickup and delivery is combined with a revenue management model in which low price early reservations are allowed. In case the customer orders cannot be handled with existing vehicle capacities, some of the early reservation orders are canceled and a cancellation fee is incurred. The model is solved with a mixed-integer linear programming (MILP) solver. Findings: The proposed model is tested against a real-world data set. The result shows that unprofitable customer orders are determined by the model and rejected despite there is a cancellation fee. By applying the revenue management model, it is observed that there is an increase in the total profit. Novelty: To the best of our knowledge, this study proposed a revenue management focused MILP model for VRP with simultaneous pickup and delivery for the first time.
机译:目标:提出电容车辆路由问题的收入管理集中模型,同时拾取和交付,并追求解决方案。在某些行业中,客户对交付和拾取的需求波动和车辆能力有限。现有的研究重点介绍了收入最大化或运输成本最小化。为了能够有利地运行这些业务,有必要通过拟议模型考虑两个目标。动态定价将用于收入最大化,通过预订更低的价格预订。车辆路由问题将确定最小化总运输成本的路线。方法:具有同时拾取和交付的电容式车辆路由模型与收入管理模型相结合,可允许低价预订。如果客户订单无法使用现有的车辆能力处理,则取消了一些早期预订订单,并产生了取消费用。该模型用混合整数线性编程(MILP)求解器来解决。调查结果:对真实数据集进行测试。结果表明,无利可图的客户订单由模型决定并拒绝尽管有取消费用。通过申请收入管理模式,观察到总利润增加。新奇:据我们所知,这项研究提出了一个收入管理,重点是VRP的MILP模型,首次同时拾取和交付。

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