Arid Land Geography ›› 2025, Vol. 48 ›› Issue (12): 2260-2270.doi: 10.12118/j.issn.1000-6060.2025.160
• Regional Development • Previous Articles
CHEN Long1(
), ZHANG Zhibin2, WANG Xiaoqi3, ZHAO Xuewei2, DONG Jianhong4
Received:2025-03-25
Revised:2025-05-27
Online:2025-12-25
Published:2025-12-30
CHEN Long, ZHANG Zhibin, WANG Xiaoqi, ZHAO Xuewei, DONG Jianhong. Urban spatial structure characteristics of Lanzhou from the perspective of construction environment[J].Arid Land Geography, 2025, 48(12): 2260-2270.
Tab. 1
Construct on objective community built environment quality (CBEQ) index"
| 准则层 | 要素层权重 | 指标层 | 权重 | 数据来源 |
|---|---|---|---|---|
| 环境宜居 | 居住条件 | 建筑时间/a | 0.031 | 安居客网站 |
| 建筑结构 | 0.025 | 安居客网站 | ||
| 建筑密度/% | 0.023 | 百度地图 | ||
| 建筑平均高度/% | 0.019 | 百度地图 | ||
| 房价/元·m-2 | 0.053 | 安居客网站 | ||
| 停车位/个 | 0.048 | 房天下 | ||
| 环境质量 | 社区蓝绿空间面积/m2 | 0.043 | 地理空间数据云 | |
| 空气质量指数 | 0.041 | 环境监测数据 | ||
| 地表温度/(°) | 0.023 | 地理空间数据云 | ||
| 下垫面不透水面/m2 | 0.016 | 地理空间数据云 | ||
| 生活便利 | 交通设施 | 地铁站和公交站/个 | 0.067 | 高德POI |
| 道路通达性(用道路交叉口数量表征)/m·m-2 | 0.028 | OpenStreetMap | ||
| 教育设施 | 幼儿园、小学、中学、课外培训机构/座 | 0.065 | 高德POI | |
| 生活服务设施 | 银行、综合超市、购物中心、理发店、农贸市场、日常饭店/家 | 0.061 | 高德POI | |
| 一级医院、二级医院、三级医院、疗养院、妇幼保健所、社区卫生站/家 | 0.058 | 高德POI | ||
| 健身房、体育场所/个 | 0.037 | 高德POI | ||
| 社会稳定 | 社区安全 | 消防站/个 | 0.031 | 高德POI |
| 社区警务室/个 | 0.055 | 高德POI | ||
| 派出所/处 | 0.058 | 高德POI | ||
| 应急避难 | 避难点/处 | 0.047 | 高德POI | |
| 运动场地/座 | 0.045 | 高德POI | ||
| 精神富足 | 社交空间 | 休闲餐饮(咖啡馆、酒吧、茶座)/个 | 0.040 | 高德POI |
| 公园广场/个 | 0.033 | 高德POI | ||
| 文化休闲 | 图书馆、博物馆/座 | 0.031 | 高德POI | |
| 娱乐场所(电影院、KTV等)/个 | 0.022 | 高德POI |
Tab. 2
Variables and indicators of the geographical detectors"
| 影响因子 | 单位 | 数据获得途径 | 定义与解释 | 分级 |
|---|---|---|---|---|
| 社区到区行政中心的距离(x1) | m | ArcGIS距离工具 | 到最近区行政中心的距离(取对数) | 9 |
| 社区到地铁站的距离(x2) | m | ArcGIS距离工具 | 到最近地铁站的距离(取对数) | 8 |
| 社区到车站的距离(x3) | m | ArcGIS距离工具 | 到最近公交车站、汽车站、火车站和高铁站的距离(取对数) | 9 |
| 社区道路网密度(x4) | m·m-2 | OpenStreetMap | 路网密度(取对数) | 8 |
| 社区到黄河的距离(x5) | m | ArcGIS距离工具 | 到最近黄河的距离(取对数) | 6 |
| 平均高程(x6) | m | ArcGIS栅格统计 | 平均高程值(取对数) | 7 |
| 人口数量(x7) | 104人 | 第七次人口普查数据 | 社区人口数量:(Pi/PSj)×街道人口(取对数) | 6 |
| 土地价格(x8) | 元·m-2 | 2020年兰州市商业基准地价 | 设定基准地价分七级,其中一级代表最高地价并赋值为7 | 7 |
| 用地类型(x9) | 类 | 第五版兰州市国土空间规划现状图 | 用地面积≥1/2的类型确定为该社区用地属性,否则为混合用地 | 6 |
| 公共空间(x10) | m2 | 第五版兰州市国土空间规划现状图 | 社区内公园与绿地等面积占社区面积的比例 | 6 |
Tab. 3
Multiple collinearity detection"
| 因子 | 未标准化系数 | 标准化系数 | t | P | VIF | ||
|---|---|---|---|---|---|---|---|
| B | 标准错误 | Beta | |||||
| 常量 | 1.681 | 0.594 | - | 1.995 | 0.009** | - | |
| x1 | -0.031 | 0.051 | -0.044 | -0.614 | 0.484 | 1.484 | |
| x2 | 0.045 | 0.061 | 0.074 | 0.741 | 0.494 | 2.775 | |
| x3 | -0.032 | 0.049 | -0.045 | -0.511 | 0.614 | 2.813 | |
| x4 | 0.140 | 0.043 | 0.224 | 3.029 | 0.005*** | 1.414 | |
| x5 | 0.105 | 0.052 | 0.139 | 1.712 | 0.070* | 1.514 | |
| x6 | 0.032 | 0.068 | 0.025 | 0.434 | 0.781 | 1.041 | |
| x7 | 0.117 | 0.086 | 0.176 | 2.491 | 0.021** | 1.447 | |
| x8 | 0.243 | 0.089 | 0.265 | 3.457 | 0.001*** | 1.579 | |
| x9 | 0.005 | 0.051 | 0.011 | 0.181 | 1.104 | 1.371 | |
| x10 | -0.065 | 0.062 | -0.074 | -1.042 | 0.417 | 1.910 | |
Tab. 4
Regression analysis results"
| 因子 | OLS | QR-10 | QR-25 | QR-50 | QR-75 | QR-90 |
|---|---|---|---|---|---|---|
| x1 | 0.498 (0.475) | 0.482 (0.031) | 0.816 (0.039) | 0.801 (0.024) | 0.596 (0.027) | 0.586 (0.094) |
| x2 | 0.452 (0.808) | 0.401 (0.013) | 0.235 (0.025) | 0.694 (0.077) | 0.304 (0.125) | 0.556 (0.033) |
| x3 | 0.613 (-0.507) | 0.402 (0.053) | 0.341 (0.030) | 0.421 (0.029) | 0.315 (-0.056) | 0.094* (-0.132) |
| x4 | 0.303*** (3.089) | 0.271 (0.091) | 0.396** (0.202) | 0.590** (0.306) | 0.478** (0.140) | 0.291*** (0.321) |
| x5 | 0.109* (1.124) | 0.053*** (0.144) | 0.045 (0.118*) | 0.127*** (0.115) | -0.441 (0.160) | -0.526 (0.020) |
| x6 | 0.811 (0.402) | 0.218 (0.134) | 0.203 (0.039) | 0.229 (0.009) | 0.249 (-0.237) | 0.130 (0.054) |
| x7 | 0.297* (0.736) | 0.436 (0.102) | 0.333* (0.167) | 0.592*** (0.334) | 0.501 (0.094) | 0.182 (0.021) |
| x8 | 0.494*** (2.104) | 0.740*** (1.108) | 0.671*** (0.992) | 0.538*** (0.886) | 0.794*** (0.512) | 0.820** (0.567) |
| x9 | 0.157 (0.782) | 0.119 (0.142) | 0.419 (0.005) | 0.494 (0.062) | 0.611 (0.154) | 0.653 (0.139) |
| x10 | 0.365 (0.892) | 0.550 (0.059) | 0.272 (0.010) | 0.381 (0.059) | 0.199 (0.054) | 0.124 (0.208) |
| 常数 | 0.010** (1.995) | 0.001 (0.789) | 0.199 (1.108) | 0.281 (0.883) | 0.001 (2.894***) | 0.001 (3.757***) |
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