探索电动自行车和摩托车事故的空间关系:对降低风险的影响
Pei-Fen Kuo1, Umroh Dian Sulistyah1, I Gede Brawiswa Putra1
1Department of Geomatics, National Cheng Kung University, Taiwan.
Journal of safety research
|March 14, 2024
概括
电动自行车 (e-bike) 和摩托车碰撞的风险根据兴趣点 (POI) 不同. 电动自行车事故与学校和超市有关,而摩托车事故与餐馆和十字路口相关,突出了各种空间因素.
科学领域:
- 交通安全研究 交通安全研究
- 城市规划是城市规划.
- 地理空间分析是什么?
背景情况:
- 电动自行车 (电动自行车) 越来越受欢迎,需要了解碰撞因素.
- 有限的研究比较了电动自行车和摩托车事故的原因,特别是关于空间异质性和感兴趣点 (POI).
研究的目的:
- 为了在台北11个POI类型中比较电动自行车和摩托车的撞车风险因素.
- 调查事故发生与环境变量之间的空间关系.
主要方法:
- 利用内核密度估计 (KDE) 将稀疏的碰撞点转换为连续的碰撞风险表面.
- 采用多尺度地理加权回归 (MGWR) 来建模碰撞风险,允许可变带宽用于预测器.
- 将MGWR与地理加权回归 (GWR) 和普通最小平方 (OLS) 模型进行比较.
主要成果:
- 与GWR和OLS相比,MGWR在电动自行车撞车预测方面表现优越.
- 电动自行车事故与学校,超市,十字路口和老年人口有关.
- 摩托车事故在餐馆和十字路口附近更频繁.
- 发现电动自行车的搜索带宽比摩托车更窄,更不一致.
结论:
- 不同的POI显著影响电动自行车和摩托车撞车风险.
- 电动自行车事故的空间特征和影响因素与摩托车事故的空间特征和影响因素不同.
- MGWR是一种有效的工具,用于分析空间变化的碰撞风险因素.
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