绿洲城市土壤砷含量高光谱估算
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钟晴, 麦麦提吐尔逊·艾则孜, 米热古力·艾尼瓦尔, 郝海宇
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Hyperspectral inversion of arsenic content in soil in an oasis city
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ZHONG Qing, MAMATTURSUN Eziz, MIREGULI Ainiwaer, HAO Haiyu
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表2 反演模型精度参数统计
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Tab.2 Statistics of precision parameter of inversion model
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光谱变换 | RFR | PLSR | SVMR | R2 | RMSE/ (mg·kg-1) | MAE/ (mg·kg-1) | R2 | RMSE/ (mg·kg-1) | MAE/ (mg·kg-1) | R2 | RMSE/ (mg·kg-1) | MAE/ (mg·kg-1) | R① | 0.604 | 0.280 | 0.802 | 0.555 | 0.240 | 0.798 | 0.697 | 0.107 | 0.894 | FD | 0.644 | 0.134 | 0.748 | 0.646 | 0.159 | 0.832 | 0.459 | 0.031 | 1.008 | SD | 0.678 | 0.230 | 0.652 | 0.653 | 0.170 | 0.807 | 0.231 | 0.029 | 1.051 | RTFD | 0.575 | 0.130 | 0.780 | 0.646 | 0.157 | 0.829 | 0.614 | 0.034 | 0.968 | RTSD | 0.626 | 0.183 | 0.739 | 0.632 | 0.168 | 0.828 | 0.277 | 0.031 | 1.040 | LTFD | 0.626 | 0.163 | 0.768 | 0.657 | 0.163 | 0.819 | 0.585 | 0.036 | 0.982 | LTSD | 0.669 | 0.208 | 0.692 | 0.623 | 0.165 | 0.843 | 0.177 | 0.029 | 1.059 | RMSFD | 0.641 | 0.121 | 0.769 | 0.646 | 0.163 | 0.828 | 0.541 | 0.036 | 0.991 | RMSSD | 0.821 | 0.143 | 0.523 | 0.588 | 0.181 | 0.852 | 0.252 | 0.031 | 1.049 | ATFD | 0.605 | 0.168 | 0.775 | 0.657 | 0.163 | 0.819 | 0.585 | 0.036 | 0.982 | ATSD | 0.679 | 0.219 | 0.720 | 0.623 | 0.165 | 0.843 | 0.177 | 0.029 | 1.059 | RLFD | 0.591 | 0.154 | 0.777 | 0.556 | 0.280 | 0.804 | 0.334 | 0.031 | 1.037 | RLSD | 0.710 | 0.219 | 0.680 | 0.498 | 0.208 | 0.886 | 0.209 | 0.031 | 1.054 |
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