Acta Geographica Sinica ›› 2020, Vol. 75 ›› Issue (1): 160-178.doi: 10.11821/dlxb202001012
• Land Use • Previous Articles Next Articles
ZHANG Xueru1,2, ZHOU Jie2, LI Mengmei2
Received:
2018-10-16
Revised:
2019-10-11
Online:
2020-01-25
Published:
2020-03-25
Supported by:
ZHANG Xueru, ZHOU Jie, LI Mengmei. Analysis on spatial and temporal changes of regional habitat quality based on the spatial pattern reconstruction of land use[J].Acta Geographica Sinica, 2020, 75(1): 160-178.
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Tab. 3
Logistic regression coefficient and ROC test results of land use types in the Pan-Yangtze River Delta
驱动因子 | 耕地 | 林地 | 草地 | 水域 | 建设用地 | 未利用地 |
---|---|---|---|---|---|---|
常量 | 1.404837 | -5.516173 | -5.633576 | -2.922335 | -3.985980 | -9.536187 |
坡向 | -0.000480 | 0.003181 | -0.000045 | -0.002679 | 0.001263 | 0.000000 |
城市距离 | -0.000002 | -0.000006 | 0.000010 | 0.000011 | 0.000001 | -0.000033 |
DEM | -0.002129 | 0.001597 | -0.000556 | -0.009824 | -0.007362 | -0.001382 |
GDP | -0.000019 | -0.000021 | 0.000008 | -0.000036 | 0.000058 | -0.000666 |
人口 | -0.000080 | -0.000143 | -0.000110 | -0.000231 | 0.000310 | -0.000350 |
降雨量 | -0.001208 | 0.001596 | -0.002536 | 0.001532 | -0.001182 | 0.002506 |
河流距离 | 0.000030 | 0.000019 | -0.000003 | -0.000143 | -0.000024 | -0.000042 |
海岸线距离 | 0.000001 | 0.000002 | -0.000002 | -0.000002 | -0.000003 | 0.000007 |
坡度 | -0.077547 | 0.146505 | 0.024494 | -0.000603 | 0.037713 | 0.016141 |
温度 | 0.082884 | -0.059974 | 0.289480 | 0.047197 | 0.151316 | -0.015252 |
ROC | 0.958700 | 0.985300 | 0.802200 | 0.922800 | 0.926400 | 0.887300 |
Tab. 4
Confusion matrix of model validation (%)
2000年土地利用数据 | ||||||||
---|---|---|---|---|---|---|---|---|
耕地 | 林地 | 草地 | 水域 | 建设用地 | 未利用地 | 总和 | ||
2000年 模拟土地利用数据 | 耕地 | 54.887 | 1.485 | 0.112 | 0.694 | 0.766 | 0.035 | 57.979 |
林地 | 1.396 | 26.776 | 0.123 | 0.192 | 0.068 | 0.030 | 28.585 | |
草地 | 0.144 | 0.171 | 2.054 | 0.061 | 0.027 | 0.000 | 2.457 | |
水域 | 0.424 | 0.132 | 0.048 | 5.799 | 0.037 | 0.003 | 6.443 | |
建设用地 | 0.677 | 0.147 | 0.020 | 0.092 | 3.562 | 0.001 | 4.499 | |
未利用地 | 0.003 | 0.013 | 0.000 | 0.002 | 0.000 | 0.017 | 0.037 | |
总和 | 57.531 | 28.725 | 2.357 | 6.840 | 4.461 | 0.087 | 100.000 |
Tab. 5
Transfer matrix for percentage changes in habitat quality grade area from 1975 to 2010 (%)
2010年生境质量等级 | |||||||
---|---|---|---|---|---|---|---|
差 | 较差 | 一般 | 良好 | 优 | 总计 | ||
1975年 生境 质量 等级 | 差 | 2.184 | 0.245 | 0 | 0.093 | 0.092 | 2.615 |
较差 | 6.397 | 47.395 | 0.033 | 2.467 | 3.637 | 59.93 | |
一般 | 0.006 | 0.007 | 0.009 | 0.005 | 0.018 | 0.045 | |
良好 | 0.286 | 0.776 | 0.005 | 3.684 | 0.302 | 5.053 | |
优 | 0.789 | 3.83 | 0.006 | 0.747 | 26.985 | 32.357 | |
总计 | 9.662 | 52.253 | 0.053 | 6.996 | 31.036 | 100 |
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