土壤有机质含量地面高光谱估测模型对比分析
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王永敏, 李西灿, 田林亚, 贾斌, 杨惠
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Comparison and analysis of estimation models of soil organic matter content established by hyperspectral on ground
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Yongmin WANG, Xican LI, Linya TIAN, Bin JIA, Hui YANG
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表3 27种估测模型检验样本集结果统计
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Tab.3 27 hyperspectral estimation models’ results of test samples
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参数 | 方法 | SQ | RE | EXP | LOG | ES | LS | DE1 | LGD1 | EXD1 | 均值 | R2 | BP | 0.811 | 0.807 | 0.885 | 0.812 | 0.828 | 0.933 | 0.852 | 0.839 | 0.841 | 0.845 | MLR | 0.778 | 0.804 | 0.835 | 0.731 | 0.859 | 0.879 | 0.792 | 0.845 | 0.786 | 0.812 | LSR | 0.815 | 0.797 | 0.871 | 0.826 | 0.833 | 0.887 | 0.861 | 0.847 | 0.802 | 0.839 | RMSE | BP | 0.114 | 0.117 | 0.081 | 0.110 | 0.102 | 0.069 | 0.092 | 0.107 | 0.105 | 0.099 | MLR | 0.122 | 0.121 | 0.099 | 0.131 | 0.093 | 0.092 | 0.118 | 0.121 | 0.123 | 0.113 | LSR | 0.119 | 0.125 | 0.097 | 0.114 | 0.115 | 0.085 | 0.084 | 0.092 | 0.114 | 0.105 | sig | BP | 0.015 | 0.019 | 0.001 | 0.011 | 0.006 | 0.00 | 0.003 | 0.013 | 0.007 | 0.008 | MLR | 0.027 | 0.031 | 0.033 | 0.042 | 0.002 | 0.001 | 0.013 | 0.006 | 0.035 | 0.021 | LSR | 0.019 | 0.028 | 0.001 | 0.021 | 0.005 | 0.001 | 0.002 | 0.007 | 0.016 | 0.011 |
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