建筑环境和不同旅行目的的骑自行车倾向之间的非线性关系 - 基于极端梯度增强决策树
Xiaonan Zhang1, Borui Yan2, Bo Yao2
1Xianyang Normal University, Xianyang, China. 2018021070@chd.edu.cn.
Scientific reports
|July 16, 2025
概括
这项研究揭示了建筑环境对自行车在强制性和自由行程中的使用有重大影响. 了解这些因素可以引导城市规划促进骑自行车.
科学领域:
- 城市规划 城市规划
- 运输科学 运输科学
- 环境科学 环境科学
背景情况:
- 自行车提供灵活,低碳,短距离的旅行.
- 以前的模型往往忽略了对自行车的非线性建筑环境影响.
研究的目的:
- 调查影响自行车选择的社会经济,旅行和建筑环境因素.
- 分析非线性关系和对强制性和自由行程的门效应.
主要方法:
- 利用了来自中国阳的2018年每日旅行调查数据.
- 采用先进的建模技术来捕捉非线性.
主要成果:
- 循环选择模型实现了89% (强制性) 和80% (可自由选择) 的准确性.
- 建筑环境对骑自行车的影响更多的是强制性的旅行,而不是自由选择的旅行.
- 关键变量包括非车辆隔离带,车道停车,人口密度和POI多样性.
结论:
- 建筑环境对骑自行车的影响因旅行目的而异.
- 非线性关系和值效应对于理解自行车行为至关重要.
- 结果支持有针对性的城市规划干预措施,以促进自行车的采用.
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