

World Regional Studies ›› 2026, Vol. 35 ›› Issue (2): 129-140.DOI: 10.3969/j.issn.1004-9479.2026.02.20240327
Donglu WEI1(
), Zhi XIAO1(
), Shuijun WEI2, Huiyu BU1
Received:2024-05-11
Revised:2024-12-06
Online:2026-02-15
Published:2026-02-27
Contact:
Zhi XIAO
通讯作者:
肖智
作者简介:韦冬露(1994—),女,硕士,研究方向为土地利用与区域发展,E-mail:1241763907@qq.com。
基金资助:Donglu WEI, Zhi XIAO, Shuijun WEI, Huiyu BU. The regional heterogeneity and zoning regulation strategy of non-grain cultivated land in China[J]. World Regional Studies, 2026, 35(2): 129-140.
韦冬露, 肖智, 韦水军, 补蕙宇. 中国耕地非粮化区域非均衡性及分区调控策略研究[J]. 世界地理研究, 2026, 35(2): 129-140.
| 因素 | 驱动因子 | 指标解释 | 单位 |
|---|---|---|---|
| 自然资源禀赋 | 高程(X1 ) | 研究单元平均海拔,反映研究区海拔实际情况 | m |
| 坡度(X2 ) | 研究单元平均坡度,反映研究区地形陡峭程度和耕作难度 | ° | |
| 年均降雨量(X3 ) | 研究单元年度平均降雨量,反映研究区水资源禀赋状况 | mm | |
| 经济发展水平 | 城镇化率(X4 ) | 城镇人口与总人口之比,反映地区城镇化水平 | % |
| 第一产业产值占比(X5 ) | 第一产业增加值与GDP之比,反映地区农业发展规模 | % | |
| 农村第一产业劳动力占比(X6 ) | 农村第一产业从业人口与农村总从业人口之比,反映地区农村劳动力结构 | % | |
| 城乡居民可支配收入占比(X7 ) | 农村居民人均可支配收入与城镇居民人均可支配收入之比,反映地区城乡融合水平 | — | |
| 高等教育占比(X8 ) | 高中以上学历人口占常住总人口之比,反映地区人员受教育水平 | % | |
| 种粮收益率(X9 ) | (种粮收益/粮食生产资料成本)×100%,反映地区种粮收益情况 | % | |
| 农业发展水平 | 单位面积机械总动力占比(X10 ) | 机械总动力占耕地面积之比,反映地区对农业生产重视程度 | 万kW/千hm2 |
| 耕地灌溉保证率(X11 ) | 耕地有效灌溉面积占耕地面积之比,反映地区耕地水源保证条件 | % |
Tab. 1 Indicator system for driving factors of non-grain of China's cultivated land
| 因素 | 驱动因子 | 指标解释 | 单位 |
|---|---|---|---|
| 自然资源禀赋 | 高程(X1 ) | 研究单元平均海拔,反映研究区海拔实际情况 | m |
| 坡度(X2 ) | 研究单元平均坡度,反映研究区地形陡峭程度和耕作难度 | ° | |
| 年均降雨量(X3 ) | 研究单元年度平均降雨量,反映研究区水资源禀赋状况 | mm | |
| 经济发展水平 | 城镇化率(X4 ) | 城镇人口与总人口之比,反映地区城镇化水平 | % |
| 第一产业产值占比(X5 ) | 第一产业增加值与GDP之比,反映地区农业发展规模 | % | |
| 农村第一产业劳动力占比(X6 ) | 农村第一产业从业人口与农村总从业人口之比,反映地区农村劳动力结构 | % | |
| 城乡居民可支配收入占比(X7 ) | 农村居民人均可支配收入与城镇居民人均可支配收入之比,反映地区城乡融合水平 | — | |
| 高等教育占比(X8 ) | 高中以上学历人口占常住总人口之比,反映地区人员受教育水平 | % | |
| 种粮收益率(X9 ) | (种粮收益/粮食生产资料成本)×100%,反映地区种粮收益情况 | % | |
| 农业发展水平 | 单位面积机械总动力占比(X10 ) | 机械总动力占耕地面积之比,反映地区对农业生产重视程度 | 万kW/千hm2 |
| 耕地灌溉保证率(X11 ) | 耕地有效灌溉面积占耕地面积之比,反映地区耕地水源保证条件 | % |
| 农业分区 | 因子 | 模型 | Coefficient | Probability | VIF | 容差 | R2 |
|---|---|---|---|---|---|---|---|
| 东北平原区 | X4 | 空间误差模型 | 0.638 9 | 0.000 0 | 1.356 | 0.738 | 0.786 5 |
| X5 | 0.692 2 | 0.000 1 | 2.399 | 0.417 | |||
| X9 | -0.423 3 | 0.000 2 | 1.495 | 0.669 | |||
| 黄淮海平原区 | X2 | 空间误差模型 | 0.007 1 | 0.061 3 | 1.103 | 0.907 | 0.423 6 |
| 黄土高原区 | X3 | OLS模型 | 0.000 9 | 0.000 4 | 1.885 | 0.530 | 0.470 7 |
| 华南区 | X4 | OLS模型 | 0.895 1 | 0.000 0 | 2.166 | 0.462 | 0.824 2 |
| 云贵高原区 | X11 | 空间误差模型 | -0.161 9 | 0.036 7 | 1.139 | 0.878 | 0.459 1 |
| 青藏高原区 | X3 | OLS模型 | -0.000 7 | 0.010 1 | 1.000 | 1.000 | 0.521 4 |
| X4 | 0.544 6 | 0.014 9 | 1.000 | 1.000 | |||
| 四川盆地及周边地区 | X11 | Robust回归模型 | -0.355 0 | 0.005 0 | 2.990 | 0.334 | 0.628 0 |
| 长江中下游地区 | X7 | 空间误差模型 | 0.273 9 | 0.062 8 | 1.128 | 0.886 | 0.503 3 |
| 北方干旱半干旱区 | X6 | OLS模型 | -0.656 0 | 0.001 0 | 1.000 | 1.000 | 0.224 0 |
Tab. 2 Collinear diagnosis and model results of the non-grain of cultivated land in China
| 农业分区 | 因子 | 模型 | Coefficient | Probability | VIF | 容差 | R2 |
|---|---|---|---|---|---|---|---|
| 东北平原区 | X4 | 空间误差模型 | 0.638 9 | 0.000 0 | 1.356 | 0.738 | 0.786 5 |
| X5 | 0.692 2 | 0.000 1 | 2.399 | 0.417 | |||
| X9 | -0.423 3 | 0.000 2 | 1.495 | 0.669 | |||
| 黄淮海平原区 | X2 | 空间误差模型 | 0.007 1 | 0.061 3 | 1.103 | 0.907 | 0.423 6 |
| 黄土高原区 | X3 | OLS模型 | 0.000 9 | 0.000 4 | 1.885 | 0.530 | 0.470 7 |
| 华南区 | X4 | OLS模型 | 0.895 1 | 0.000 0 | 2.166 | 0.462 | 0.824 2 |
| 云贵高原区 | X11 | 空间误差模型 | -0.161 9 | 0.036 7 | 1.139 | 0.878 | 0.459 1 |
| 青藏高原区 | X3 | OLS模型 | -0.000 7 | 0.010 1 | 1.000 | 1.000 | 0.521 4 |
| X4 | 0.544 6 | 0.014 9 | 1.000 | 1.000 | |||
| 四川盆地及周边地区 | X11 | Robust回归模型 | -0.355 0 | 0.005 0 | 2.990 | 0.334 | 0.628 0 |
| 长江中下游地区 | X7 | 空间误差模型 | 0.273 9 | 0.062 8 | 1.128 | 0.886 | 0.503 3 |
| 北方干旱半干旱区 | X6 | OLS模型 | -0.656 0 | 0.001 0 | 1.000 | 1.000 | 0.224 0 |
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