PROGRESS IN GEOGRAPHY ›› 2023, Vol. 42 ›› Issue (1): 12-26.doi: 10.18306/dlkxjz.2023.01.002
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GUO Yuanzhi1(), LI Xuhong1,2,*(
)
Received:
2022-06-22
Revised:
2022-09-27
Online:
2023-01-28
Published:
2023-03-28
Contact:
LI Xuhong
E-mail:guoyz.16b@igsnrr.ac.cn;lixuhong2479@igsnrr.ac.cn
Supported by:
GUO Yuanzhi, LI Xuhong. Spatiotemporal changes of urban construction land structure and driving mechanism in the Yellow River Basin based on random forest model[J].PROGRESS IN GEOGRAPHY, 2023, 42(1): 12-26.
Tab.1
Pre-selection of driving factors for urban construction land structural change in the Yellow River Basin
变量 | 变量名称 | 变量符号 | 含义 | 单位 |
---|---|---|---|---|
被解释变量 | 城市建设用地结构 | Y | 建设用地结构信息熵 | Nat |
解释变量 | 城市用地规模 | X1 | 城市建设用地面积 | km2 |
城市人口规模 | X2 | 城市年末人口 | 万人 | |
经济发展水平 | X3 | 职工年平均工资 | 元 | |
产业结构升级 | X4 | 三产产值/二产产值 | — | |
财政支出规模 | X5 | 一般公共预算支出 | 亿元 | |
政策支持力度 | X6 | 房地产开发投资/GDP | — |
Tab.2
Urban construction land use structure and information entropy in the Yellow River Basin during 2007-2019
年份 | 城市建设用地结构/% | 信息熵/ Nat | ||||||
---|---|---|---|---|---|---|---|---|
居住用地 | 公共设施用地 | 工业用地 | 仓储用地 | 道路交 通用地 | 市政公用 设施用地 | 绿地与广场用地 | ||
2007 | 29.45 | 14.18 | 21.23 | 3.73 | 15.23 | 6.22 | 9.96 | 1.7778 |
2008 | 30.16 | 13.92 | 21.12 | 3.38 | 15.32 | 6.10 | 10.01 | 1.7672 |
2009 | 29.96 | 14.23 | 20.28 | 3.48 | 15.66 | 5.89 | 10.50 | 1.7727 |
2010 | 30.62 | 14.35 | 19.19 | 3.22 | 16.45 | 5.81 | 10.38 | 1.7655 |
2011 | 31.29 | 14.21 | 18.28 | 3.81 | 15.59 | 5.77 | 11.05 | 1.7737 |
2012 | 30.72 | 19.36 | 16.63 | 3.34 | 12.97 | 5.19 | 11.78 | 1.7629 |
2013 | 30.57 | 16.88 | 17.29 | 3.04 | 14.06 | 4.90 | 13.26 | 1.7638 |
2014 | 29.97 | 17.32 | 17.27 | 3.20 | 14.46 | 4.28 | 13.50 | 1.7631 |
2015 | 29.34 | 17.02 | 17.97 | 3.21 | 15.28 | 3.72 | 13.46 | 1.7595 |
2016 | 29.47 | 17.18 | 17.24 | 3.21 | 15.74 | 3.70 | 13.46 | 1.7591 |
2017 | 29.38 | 17.44 | 16.83 | 3.26 | 15.73 | 3.61 | 13.74 | 1.7596 |
2018 | 29.08 | 17.05 | 16.05 | 3.00 | 16.29 | 3.43 | 15.11 | 1.7563 |
2019 | 30.61 | 17.46 | 16.80 | 3.24 | 16.17 | 2.59 | 13.13 | 1.7337 |
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