不同种类共享单车出行特征和访问规律研究
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U121

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国家自然科学基金项目(62173079, U1808205, 62573104);河北省自然科学基金重点项目(F2025501051).


A study on mobility characteristics and visitation laws of different kinds of bike sharing
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    摘要:

    共享单车的时空分布和使用模式对其系统的部署和运营至关重要. 为此, 从动力、停靠方式出发, 对不同种类共享单车的出行特征和访问规律进行深入研究, 揭示出行距离、回转半径、等待时间等空间、时间特征的分布规律, 并在此基础上对共享单车出行范围、使用突发性进行分析. 此外, 采用Levenberg-Marquardt算法发现特定位置共享单车流量与出行距离、频率之间的高斯函数和指数函数关系. 最后, 提出衡量聚散程度变化的流量维纳指数, 量化共享单车的潮汐现象.

    Abstract:

    The spatiotemporal distribution and usage patterns of shared bicycles are crucial for the deployment and operation of their systems. From the perspectives of power and docking methods, this paper conducts an in-depth study on the travel characteristics and visitation laws of different types of shared bicycles, and reveals the distribution patterns of spatiotemporal characteristics, such as travel distance, radius of gyration, and waiting time. On this basis, the travel range of shared bicycles and the burstiness of usage are analyzed. Additionally, using the Levenberg–Marquardt algorithm reveals the Gaussian and exponential relationships between shared bicycle flow at specific locations and travel distance as well as frequency. Finally, a flow Venables index is proposed to measure changes in the degree of aggregation and dispersion, by which the tidal phenomenon of shared bicycles is quantified.

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郭戈,明迪达,刘上,等.不同种类共享单车出行特征和访问规律研究[J].控制与决策,2025,40(11):3373-3383

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  • 收稿日期:2024-12-18
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  • 在线发布日期: 2025-10-14
  • 出版日期: 2025-11-20
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