On the importance of Shenzhen metro transit to land development and threshold effect

被引:46
作者
Yang, Jiawen [1 ]
Su, Pinren [1 ]
Cao, Jason [2 ]
机构
[1] Peking Univ, Shenzhen Grad Sch, Sch Urban Planning & Design, Beijing, Peoples R China
[2] Univ Minnesota, Humphrey Sch Publ Affairs, 301 19th Ave S, Minneapolis, MN 55455 USA
基金
中国国家自然科学基金;
关键词
Transportation investment; Nonlinear effect; Rail transit; Urban form; TOD; Decision trees; LIGHT RAIL TRANSIT; BUILT ENVIRONMENT; PROPERTY-VALUES; ORIENTED DEVELOPMENT; EMPLOYMENT; INVESTMENT; DENSITY; ACCESSIBILITY; TRANSPORT; SELECTION;
D O I
10.1016/j.tranpol.2020.08.014
中图分类号
F [经济];
学科分类号
02 ;
摘要
Previous studies explore the impact of rail transit on land development and identify the size of its impact area. However, many pre-specify their relationship as linear or quadratic. This restrictive assumption biases the estimate for rail transit impact. To relax this assumption, this study employs gradient boosting decision trees to the 2008 and 2014 building census data in Shenzhen, China, and examines the nonlinear relationship between distance to metro stations and land development intensity, i.e., changes in floor area. We find that metro transit is more important in predicting changes in floor areas than other transportation infrastructures. Distance to metro station shows a threshold effect on development intensity, with the effect extending to 1.25 km from the station. Metro stations and land availability have a synergistic effect, strengthening the development of adjacent lands. Overall, metro transit and supportive policies are important instruments to shape urban form in urbanizing China.
引用
收藏
页码:1 / 11
页数:11
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