Journal of Desert Research ›› 2026, Vol. 46 ›› Issue (2): 73-85.DOI: 10.7522/j.issn.1000-694X.2025.00122
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Chengyi Zheng(
), Zhuo Jia(
), Mingxing Wen
Received:2025-06-05
Revised:2025-07-17
Online:2026-03-20
Published:2026-04-13
Contact:
Zhuo Jia
CLC Number:
Chengyi Zheng, Zhuo Jia, Mingxing Wen. Interaction effects and spatial effects of urban-rural economic integration and urban-rural spatial integration in Gansu Province[J]. Journal of Desert Research, 2026, 46(2): 73-85.
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URL: http://www.desert.ac.cn/EN/10.7522/j.issn.1000-694X.2025.00122
| 特征 | 名称 | 计算公式 | 变量说明 | 属性 |
|---|---|---|---|---|
| 扩张特征 | 蔓延度指数 | m为城乡景观中的斑块类型数量,pij 为面积加权的概率值 | 正向 | |
| 连通特征 | 内聚力指数 | A为城乡景观内的斑块总数,pij 为斑块的周长(m),aij 为斑块的面积(m2) | 正向 | |
| 聚散特征 | 聚合度指数 | gii 为城乡景观中所有斑块之间的邻接数,max→gii 为城乡景观中所有斑块之间的最大邻接数,ki 为i类型城乡景观斑块占城乡景观总面积的比例 | 正向 |
Table 1 Urban-rural landscape indexes and characteristic description
| 特征 | 名称 | 计算公式 | 变量说明 | 属性 |
|---|---|---|---|---|
| 扩张特征 | 蔓延度指数 | m为城乡景观中的斑块类型数量,pij 为面积加权的概率值 | 正向 | |
| 连通特征 | 内聚力指数 | A为城乡景观内的斑块总数,pij 为斑块的周长(m),aij 为斑块的面积(m2) | 正向 | |
| 聚散特征 | 聚合度指数 | gii 为城乡景观中所有斑块之间的邻接数,max→gii 为城乡景观中所有斑块之间的最大邻接数,ki 为i类型城乡景观斑块占城乡景观总面积的比例 | 正向 |
| 变量名称 | LLC检验 | IPS检验 | ADF检验 | PPF检验 | 平稳性 |
|---|---|---|---|---|---|
| lnUEI | -43.081*** | -6.641*** | -78.388*** | -35.048*** | 平稳 |
| D(lnUEI) | -60.196*** | -10.199*** | -43.161*** | -19.918*** | 平稳 |
| lnUSI | -20.604*** | -0.720 | -9.782*** | 0.443 | 非平稳 |
| D(lnUSI) | -16.148*** | -8.198*** | -4.187*** | -27.383*** | 平稳 |
Table 2 Unit root test of urban-rural economic integration and urban-rural spatial integration
| 变量名称 | LLC检验 | IPS检验 | ADF检验 | PPF检验 | 平稳性 |
|---|---|---|---|---|---|
| lnUEI | -43.081*** | -6.641*** | -78.388*** | -35.048*** | 平稳 |
| D(lnUEI) | -60.196*** | -10.199*** | -43.161*** | -19.918*** | 平稳 |
| lnUSI | -20.604*** | -0.720 | -9.782*** | 0.443 | 非平稳 |
| D(lnUSI) | -16.148*** | -8.198*** | -4.187*** | -27.383*** | 平稳 |
| 年份 | 城乡经济融合 | 城乡空间融合 | ||
|---|---|---|---|---|
| Moran's I | Z值 | Moran's I | Z值 | |
| 2013 | 0.403*** | 8.694 | 0.160*** | 3.786 |
| 2014 | 0.414*** | 8.815 | 0.150*** | 3.568 |
| 2015 | 0.391*** | 8.272 | 0.140*** | 3.369 |
| 2016 | 0.395*** | 8.357 | 0.125*** | 3.048 |
| 2017 | 0.404*** | 8.510 | 0.121*** | 2.948 |
| 2018 | 0.412*** | 8.136 | 0.118*** | 2.903 |
| 2019 | 0.404*** | 8.049 | 0.122*** | 2.995 |
| 2020 | 0.404*** | 8.010 | 0.104*** | 2.574 |
| 2021 | 0.414*** | 8.100 | 0.128*** | 3.112 |
| 2022 | 0.425*** | 8.120 | 0.159*** | 3.706 |
Table 3 Global Moran's I of urban-rural economic integration and urban-rural spatial integration in Gansu Province from 2013 to 2022
| 年份 | 城乡经济融合 | 城乡空间融合 | ||
|---|---|---|---|---|
| Moran's I | Z值 | Moran's I | Z值 | |
| 2013 | 0.403*** | 8.694 | 0.160*** | 3.786 |
| 2014 | 0.414*** | 8.815 | 0.150*** | 3.568 |
| 2015 | 0.391*** | 8.272 | 0.140*** | 3.369 |
| 2016 | 0.395*** | 8.357 | 0.125*** | 3.048 |
| 2017 | 0.404*** | 8.510 | 0.121*** | 2.948 |
| 2018 | 0.412*** | 8.136 | 0.118*** | 2.903 |
| 2019 | 0.404*** | 8.049 | 0.122*** | 2.995 |
| 2020 | 0.404*** | 8.010 | 0.104*** | 2.574 |
| 2021 | 0.414*** | 8.100 | 0.128*** | 3.112 |
| 2022 | 0.425*** | 8.120 | 0.159*** | 3.706 |
| 变量 | OLS | GS3SLSAR | ||
|---|---|---|---|---|
| 城乡经济融合方程 | 城乡空间融合方程 | 城乡经济融合方程 | 城乡空间融合方程 | |
| WlnUEI | — | — | 0.028***(4.486) | -0.023***(-3.876) |
| WlnUSI | — | — | -0.026**(-2.206) | 0.022**(1.992) |
| lnUEI | — | 0.193***(6.280) | — | 0.338***(7.209) |
| lnUSI | 0.301***(9.014) | — | 0.485***(10.918) | — |
| lnperGDP | 0.151***(10.805) | -0.058***(-4.349) | 0.168***(12.251) | -0.084***(-5.612) |
| lngov | -0.004(-0.211) | -0.110***(-7.931) | 0.035*(1.815) | -0.112***(-8.159) |
| lnindua | 0.052***(5.632) | 0.024***(2.606) | 0.035***(3.723) | 0.023***(2.533) |
| lnagg | -0.032***(-4.700) | — | -0.036***(-5.192) | — |
| lnmag | 0.082***(8.587) | — | 0.075***(8.137) | — |
| lnjl | 0.004(0.792) | — | 0.004(0.664) | — |
| lntd | — | 0.053***(8.849) | — | 0.051***(8.670) |
| lnfai | — | 0.032**(2.445) | — | 0.023*(1.802) |
| lnlw | — | 0.022***(2.829) | — | 0.020***(2.677) |
| 常数项 | -2.565 | 0.239 | -2.451 | 0.617 |
| 样本量 | 870 | 870 | 870 | 870 |
| R2 | 0.410 | 0.411 | 0.982 | 0.943 |
Table 4 OLS and GS3SLSAR estimation results of urban-rural economic integration and urban-rural spatial integration
| 变量 | OLS | GS3SLSAR | ||
|---|---|---|---|---|
| 城乡经济融合方程 | 城乡空间融合方程 | 城乡经济融合方程 | 城乡空间融合方程 | |
| WlnUEI | — | — | 0.028***(4.486) | -0.023***(-3.876) |
| WlnUSI | — | — | -0.026**(-2.206) | 0.022**(1.992) |
| lnUEI | — | 0.193***(6.280) | — | 0.338***(7.209) |
| lnUSI | 0.301***(9.014) | — | 0.485***(10.918) | — |
| lnperGDP | 0.151***(10.805) | -0.058***(-4.349) | 0.168***(12.251) | -0.084***(-5.612) |
| lngov | -0.004(-0.211) | -0.110***(-7.931) | 0.035*(1.815) | -0.112***(-8.159) |
| lnindua | 0.052***(5.632) | 0.024***(2.606) | 0.035***(3.723) | 0.023***(2.533) |
| lnagg | -0.032***(-4.700) | — | -0.036***(-5.192) | — |
| lnmag | 0.082***(8.587) | — | 0.075***(8.137) | — |
| lnjl | 0.004(0.792) | — | 0.004(0.664) | — |
| lntd | — | 0.053***(8.849) | — | 0.051***(8.670) |
| lnfai | — | 0.032**(2.445) | — | 0.023*(1.802) |
| lnlw | — | 0.022***(2.829) | — | 0.020***(2.677) |
| 常数项 | -2.565 | 0.239 | -2.451 | 0.617 |
| 样本量 | 870 | 870 | 870 | 870 |
| R2 | 0.410 | 0.411 | 0.982 | 0.943 |
| 变量 | 经济距离空间权重矩阵 | 缩短样本时间 | ||
|---|---|---|---|---|
| 城乡经济融合方程 | 城乡空间融合方程 | 城乡经济融合方程 | 城乡空间融合方程 | |
| WlnUEI | 1.107***(30.452) | -0.731***(-8.514) | 0.035***(4.858) | -0.025***(-3.668) |
| WlnUSI | -0.271***(-4.031) | 0.543***(7.266) | -0.038***(-2.706) | 0.028**(2.148) |
| lnUEI | — | 0.728***(10.863) | — | 0.245***(4.825) |
| lnUSI | 0.450***(10.873) | — | 0.408***(7.799) | — |
| 控制变量 | 控制 | 控制 | 控制 | 控制 |
| 常数项 | 0.060 | 0.155 | -2.760 | 0.479 |
| 样本量 | 609 | 609 | 609 | 609 |
| R2 | 0.995 | 0.954 | 0.985 | 0.946 |
Table 5 The robustness regression results of spatial simultaneous equations of urban-rural economic integration and urban-rural spatial integration
| 变量 | 经济距离空间权重矩阵 | 缩短样本时间 | ||
|---|---|---|---|---|
| 城乡经济融合方程 | 城乡空间融合方程 | 城乡经济融合方程 | 城乡空间融合方程 | |
| WlnUEI | 1.107***(30.452) | -0.731***(-8.514) | 0.035***(4.858) | -0.025***(-3.668) |
| WlnUSI | -0.271***(-4.031) | 0.543***(7.266) | -0.038***(-2.706) | 0.028**(2.148) |
| lnUEI | — | 0.728***(10.863) | — | 0.245***(4.825) |
| lnUSI | 0.450***(10.873) | — | 0.408***(7.799) | — |
| 控制变量 | 控制 | 控制 | 控制 | 控制 |
| 常数项 | 0.060 | 0.155 | -2.760 | 0.479 |
| 样本量 | 609 | 609 | 609 | 609 |
| R2 | 0.995 | 0.954 | 0.985 | 0.946 |
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