Author Affiliations
1[in Chinese]11. Guangdong Provincial Key Laboratory of Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou 510275, Chinashow less
Fig. 1. Distribution of sampling points in the study area
Fig. 2. Comparison of soil organic matter contents of two duplicate sets of samples
Fig. 3. Soil spectral curves of soil horizons with different organic matter contents
(a): Horizon with the lowest soil organic matter content; (b): Horizon with the organic matter content close to average value;(c): Horizon with the highasu soil organic matter content
Fig. 4. Soil organic matter content and the differences between soil spectra
(a): The angle between spectrum of each test point and spectrum of each sample; (b): The angle between spectrum of each sample and spectrum of each horizon
Fig. 5. Correlogram of soil organic matter content to spectral reflectance of each sample
Fig. 6. Modeling results of PLSR
(a): Validation: RMSEP (Cross-validated using 236 leave-one-out segments); (b): Training: % variance explained
Fig. 7. Statistics of the independent random validation in PLSR prediction model
The red dotted line represents the evaluation result of LOOCV
Fig. 8. Estimated soil organic matter content (black) by the spectrum of each test point (a) and sample (b), and their mean value (green), standard deviation (blue) against the measured. In (b), the estimated are compared with the measured soil organic matter contents, while the other values are compared with the average soil organic matter content of two samples in each horizon
| 样本数 | 均值 | 最小值 | 最大值 | 中值 | 标准差 | 变异系数CV/% | 偏度 | 峰度 |
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所有环刀样 | 236 | 20.25 | 1.20 | 48.64 | 19.12 | 12.36 | 61 | 0.31 | -1.15 | 重复1 | 118 | 20.68 | 2.37 | 46.87 | 18.99 | 12.23 | 59 | 0.29 | -1.22 | 重复2 | 118 | 19.81 | 1.20 | 48.64 | 19.12 | 12.51 | 63 | 0.34 | -1.09 | 土层 | 118 | 20.25 | 1.79 | 45.10 | 20.32 | 12.10 | 60 | 0.20 | -1.36 |
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Table 1. Statistics of soil organic matter content(g·kg-1)
θ | 参考谱线 | 样本数 | 均值 | 最小值 | 最大值 | 中值 | 标准差 | 偏度 | 峰度 |
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测试点光谱 | 环刀样光谱 | 4 248 | 1.55 | 0.12 | 8.13 | 1.28 | 1.00 | 1.68 | 6.93 | 环刀样光谱 | 土层光谱 | 236 | 0.88 | 0.18 | 3.65 | 0.69 | 0.60 | 1.50 | 5.77 |
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Table 2. Statistics of differences in degree between the sample spectrum and reference spectrum
| 样本数 | 均值 | 最小值 | 最大值 | 中值 | 标准差 | 变异系数CV/% | 偏度 | 峰度 |
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测试点光谱的 估测标准偏差 | 236 | 3.64 | 0.92 | 14.66 | 3.11 | 2.09 | 57 | 1.90 | 4.92 | 测试点光谱的估测标准 偏差占实测值百分比 | 236 | 0.31 | 0.038 | 4.28 | 0.18 | 0.46 | 149 | 5.94 | 46.19 | 环刀样光谱的 估测标准偏差 | 118 | 2.27 | 0.0057 | 11.46 | 1.54 | 2.10 | 92 | 1.54 | 3.19 | 环刀样光谱的估测标准 偏差占实测值百分比 | 118 | 0.15 | 0.00017 | 0.92 | 0.093 | 0.18 | 115 | 2.34 | 6.60 |
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Table 4. Statistics of the error of soil organic matter content estimated by in situ soil spectra (by standard deviation)