拼车服务的订单匹配优化:中途停车场景

Mingyang Du , Xuefeng Li , Lin Cheng , Weike Lu , Wenxiang Li
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引用次数: 0

摘要

拼车出行可以提供许多社会和环境效益,包括减少车辆使用和交通拥堵,减少能源消耗和温室气体排放。本研究探讨将中途站功能整合到拼车服务中的可行性。考虑池前匹配和途中匹配两种共存的匹配形式,将中途站的拼车顺序调度问题表述为一个多目标整数规划模型。提出了两种方法来解决所提出的问题,即基于二分图的精确算法和基于Kuhn-Munkres算法的两阶段方法。基于网约车出行数据,通过数值实验验证了所提方法的性能。我们还量化了带中途站的拼车匹配与带中途站的单独匹配和不带中途站的传统拼车匹配的效益。讨论了中途停车特性对订单调度结果的影响。结果表明,与中途站单独网约车匹配相比,中途站拼车匹配可以大大提高出行距离节约和乘客匹配成功率。研究成果可以丰富拼车服务落地场景,促进该产品的创新升级。
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Order matching optimization of the ridesplitting service: A scenario with midway stops
Ridesplitting travel can provide numerous social and environmental benefits, including reducing vehicle usage and traffic congestion, and decreasing energy consumption and greenhouse gas emissions. This study examines the practicability of integrating the function of midway stops into ridesplitting services. Considering two coexisting matching forms: pre-pool-matching and en-route matching, the ridesplitting order dispatch problem with midway stops is formulated as an integer programming model with multiple objectives. Two methods are developed to address the proposed problem, i.e., an exact algorithm based on bipartite graph and a two-stage method based on Kuhn-Munkres algorithm. Based on the ride-hailing trip data, numerical experiments are conducted to examine the performance of the proposed methods. We also quantify the benefits of the ridesplitting matching with midway stops compared with the solo matching with midway stops and the traditional ridesplitting matching without midway stops. The impacts of the characteristics of midway stops on the order dispatching results are also discussed. The results indicate that compared with the solo ride-hailing matching with midway stops, the ridesplitting matching with midway stops could greatly improve distance savings of trips and the matching success rate of passengers. The research results can enrich the landing scene of ridesplitting service and promote the innovation and upgrading of this product.
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来源期刊
CiteScore
16.20
自引率
16.00%
发文量
285
审稿时长
62 days
期刊介绍: Transportation Research Part E: Logistics and Transportation Review is a reputable journal that publishes high-quality articles covering a wide range of topics in the field of logistics and transportation research. The journal welcomes submissions on various subjects, including transport economics, transport infrastructure and investment appraisal, evaluation of public policies related to transportation, empirical and analytical studies of logistics management practices and performance, logistics and operations models, and logistics and supply chain management. Part E aims to provide informative and well-researched articles that contribute to the understanding and advancement of the field. The content of the journal is complementary to other prestigious journals in transportation research, such as Transportation Research Part A: Policy and Practice, Part B: Methodological, Part C: Emerging Technologies, Part D: Transport and Environment, and Part F: Traffic Psychology and Behaviour. Together, these journals form a comprehensive and cohesive reference for current research in transportation science.
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