Fig. 1. Schematic diagram of UAV observation scheme
Fig. 2. Surface reflectance spectra of different sites at different times. (a) Surface reflectance spectra of XCDH_W at different times on August 11, 2019; (b) surface reflectance spectra of SHDBAN at different times on August 13, 2019; (c) spectral comparison among XCDH_W, SHDBAN and DHANG at same time or adjacent time; (d) Comparison of reflectance spectra among XCDH_W, SHDBAN, DHANG, YCZG, DAZH_E and DAZH_W
Fig. 3. Surface reflectance spectra at different scales. (a) Comparison between surface reflectance spectra measured by SVC and spectra of MCD43 reflectance product at XCDH_W and SHDBAN; (b) comparison between surface reflectance spectra measured by UAV and SVC at XCDH_W and SHDBANC
Fig. 4. Schematic diagram of spectral angle
Fig. 5. Sensitivity analysis of surface reflectance with four parameters. (a) Surface reflectance varying with A; (b) surface reflectance varying with β; (c) surface reflectance varying with α; (d) surface reflectance varying with B
Fig. 6. Comparison between measured and simulated reflectance spectra of calibration sites. (a) ALSH, WHAI_W, BDJL; (b) YCZG, XCDH_W, DAZH_W, DAZH_E;(c) MQIN, DHUANG, SHDBAN
Fig. 7. Relative deviation of reflectance of top of atmosphere for different MERSI channels based on two different surface reflectance spectra
Site | Longitude /(°) | Latitude /(°) | Full name |
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YCZG | 96.220 | 37.320 | Yangchangzigou | SHDBAN | 94.482 | 38.721 | Shidaoban | DAZH_E | 94.192 | 36.450 | Dazaohuo_East | DAZH_W | 93.796 | 36.581 | Dazaohuo_West | XCDH_W | 95.075 | 37.432 | Xiaochaidan_West | DHUANG | 94.270 | 40.180 | Dunhuang | BDJL | 99.817 | 40.278 | BadainJaran | ALSH | 105.150 | 38.687 | Alashan | WHAI_W | 106.637 | 39.668 | Wuhai_West | MQIN | 103.320 | 38.437 | Minqin |
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Table 1. Latitude and longitude information of 10 calibration sites
Site | Band1 | Band2 | Band3 | Band4 | Band5 | Band6 | Band7 |
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SHDBAN | -0.702 | -1.028 | 7.628 | 2.435 | -1.970 | -0.672 | 1.357 | XCDH_W | -5.599 | -2.492 | 2.154 | -2.936 | -2.938 | -2.502 | 1.208 |
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Table 2. Relative deviation of reflectance between SVC and MODIS observationsunit: %
Site | Spectral angle /(°) | RMSE /% | R |
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SHDBAN | 1.325 | 0.214 | 0.930 | XCDH_W | 1.855 | 0.106 | 0.976 |
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Table 3. Spectral angle, RMSE and R of reflectance spectra observed by SVC and UAV
Site | Date | A | α | β | B | RMSE /% | R |
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XCDH_W | 20190811 | 0.1793 | 515.6907 | 0.2203 | 0.0088 | 0.57 | 0.9970 | YCZG | 20190810 | 0.1126 | 547.8787 | 0.1830 | 0.0125 | 0.45 | 0.9970 | DAZH_E | 20190809 | 0.1211 | 516.6077 | 0.1787 | 0.0120 | 0.44 | 0.9978 | DAZH_W | 20190810 | 0.1558 | 519.3605 | 0.1923 | 0.0103 | 0.47 | 0.9983 | ALSH | 20200907 | 0.1795 | 557.8375 | 0.1760 | 0.0113 | 0.58 | 0.9984 | WHAI_W | 20200904 | 0.1687 | 536.9448 | 0.1702 | 0.0104 | 0.52 | 0.9984 | BDJL | 20200918 | 0.1758 | 550.5018 | 0.1696 | 0.0096 | 0.50 | 0.9986 | SHDBAN | 20190813 | 0.0994 | 512.0815 | 0.1469 | 0.0099 | 0.34 | 0.9966 | DHUANG | 20190812 | 0.0824 | 483.9507 | 0.1891 | 0.0134 | 0.44 | 0.9943 | MQIN | 20200917 | 0.1450 | 536.4028 | 0.1726 | 0.0131 | 0.48 | 0.9983 |
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Table 4. Spectral model parameters and statistical factors for different sites
Site | Date | Solar zenith angle /(°) | View zenith angle /(°) | Relative azimuth angle /(°) | Total column water vapor /(kg·cm-2) | Total column ozone /atm-cm | AOD |
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SHDBAN | 20190813 | 26.01 | 22.29 | 130.25 | 0.123 | 2.59 | 0.133 | XCDH_W | 20190811 | 29.07 | 37.55 | 36.60 | 0.112 | 2.43 | 0.068 |
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Table 5. Observational geometry and atmospheric parameters of SHDBAN and XCDH_W