Author Affiliations
1National Engineering Laboratory for Satellite Remote Sensing Applications, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China2Xinjiang Transportation Planning Survey and Design Institute,Urumqi 830006,China3University of Chinese Academy of Science,Beijing 100049,China4College of Information Science and Technology,Dalian Maritime University,Dalian 116026,Liaoning,China5Key Laboratory of Agri-informatics,Ministry of Agriculture/Institute of Agricultural Resources and Regional Planning,Chinese Academy of Agricultural Sciences,Beijing 100081,Chinashow less
Fig. 1. MODIS images over Algeria3, Algeria5, Libya1, Mauritania1 and Mauritania2 areas (study area is shown in red square)
Fig. 2. Spectrum function of MODIS/29/31/32 and SEVIRI 7/9/10 channels
Fig. 3. ECMWF /ERA5 atmospheric profile data over Algeria3_1 km
Fig. 4. Technical flow chart
Fig. 5. Multi-source sensor method/MYD21 directional emissivity results and comparison
Fig. 6. Uncertainty tree of emissivity directional model
Fig. 7. Model uncertainty caused by initial emissivity value
Fig. 8. Model uncertainty caused by atmospheric temperature and humidity profiles
Fig. 9. Model uncertainty caused by MODIS sensor calibration
Fig. 10. Uncertainty caused by SEVIRI sensor calibration
Fig. 11. Uncertainty caused by radiative transfer model
Fig. 12. Total uncertainty of radiance directional model at each viewing zenith angle
场地名称 | 经度/° | 纬度/° | 区域面积/Km2 |
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Algeria3_1km | 7.74 | 30.37 | 75×75 | Algeria5_1km | 2.13 | 31.37 | 75×75 | Libya1_1km | 13.35 | 24.12 | 50×50 | Mauritania1_1km | -9.20 | 19.60 | 50×50 | Mauritania2_1km | -8.63 | 20.70 | 75×75 |
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Table 1. Geographic information of the regions of interest
载荷 | 波段序号 | 中心波长/μm | 光谱范围/μm | 信噪比/NE∆T |
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MODIS | 29 | 8.55 | 8.4~8.7 | 0.05 K | 30 | 9.73 | 9.58~9.88 | 0.25 K | 31 | 11.03 | 10.78~11.28 | 0.05 K | 32 | 12.02 | 11.77~12.27 | 0.05 K | 33 | 13.335 | 13.185~13.485 | 0.25 K | 34 | 13.635 | 13.485~13.785 | 0.25 K | 35 | 13.935 | 13.785~14.085 | 0.25 K | 36 | 14.235 | 14.085~14.385 | 0.35 K | SEVIRI | 6 | 6.25 | 5.35~7.15 | 0.75 K | 7 | 8.7 | 8.3~9.1 | 0.28 K | 8 | 9.66 | 9.38~9.94 | 1.5 K | 9 | 10.8 | 9.8~11.8 | 0.25 K | 10 | 12 | 11~13 | 0.37 K | 11 | 13.4 | 12.4~14.4 | 1.80 K |
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Table 2. AQUA/MODIS and MSG-2/SEVIRI thermal infrared bands parameters
观测天顶角 | 0°~10° | 10°~20° | 20°~30° | 30°~40° | 40°~50° | 50°~60° | 60°~65° |
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Algeira3_1km | 1 294 | 1 382 | 845 | 1 617 | 2 364 | 2 695 | 2 695 | Algeira5_1km | 1 286 | 1 450 | 686 | 2 940 | 2 342 | 2 940 | 2 574 | Libya1_1km | 1 372 | 837 | 833 | 1 519 | 2 058 | 1 323 | 2 842 | Mauritania1_1km | 637 | 476 | 927 | 827 | 1 323 | 1 862 | 1 519 | Mauritania2_1km | 637 | 619 | 670 | 815 | 1 315 | 1 503 | 1 911 |
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Table 3. Number of samples under different viewing zenith angle intervals in each study area
目标区域 | 波段 | 经验性模型 | RMSE |
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Algeria3_1 km | 29 | | 0.002 3 | 31 | | 0.001 7 | 32 | | 0.000 3 | Algeria5_1 km | 29 | | 0.003 4 | 31 | | 0.001 9 | 32 | | 0.001 1 | Libya1_1 km | 29 | | 0.003 4 | 31 | | 0.003 | 32 | | 0.003 | Mauritania1_1 km | 29 | | 0.002 9 | 31 | | 0.000 8 | 32 | | 0.000 7 | Mauritania2_1 km | 29 | | 0.007 1 | 31 | | 0.003 4 | 32 | | 0.001 5 |
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Table 4. Empirical radiance directional model for each target area
目标区域 | Algeria3_1 km | Algeria5_1 km | Libya1_ 1 km | Mauritania1_1 km | Mauritania2_1 km |
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中心区域SEVIRI 观测天顶角 | 37.5° | 37.8° | 33.3° | 25.4° | 22.8° |
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Table 5. SEVIRI viewing zenith angle at the center of each study area