Fig. 1. Simulated results of Arctic summer clear and cloudy conditions over sea ice cover by Streamer model(a)brightness temperature and(b)brightness temperature difference of selected channels from FY3D in this study
Fig. 2. Probability Distribution Functions for clear and cloudy pixels of different cloud detecting tests over land regions based on the data from FY3D/MERSI-II(black lines:clear;blue lines:cloudy)
Fig. 3. Same as Fig. 2 for ocean regions
Fig. 4. Same as Fig. 2 for sea ice regions
Fig. 5. Thresholds of different cloud detecting tests for ocean,land,and sea ice regions. The gray horizontal line represents the clear condition;the blue horizontal line represents the cloudy condition. The starting point of the horizontal line represents the maximum and minimum value of the distribution;the center of the line represents the median of the distribution;the vertical line represents the threshold(black:ocean;red:land;green:sea ice)
Fig. 6. A case of(a)final confidence level of cloud detection and(b)brightness temperature of infrared window channel 10.8 μm at 0625UTC on June 10,2020
Fig. 7. Same case as Fig. 6 for brightness temperature of infrared window channel 10.8 μm and its matching CALIPSO scanning track(yellow line)
Fig. 8. Same case as Fig. 6.(a)final confidence level of cloud detection(black lines)vs. CALIPSO cloud top height(blue lines);(b)ratios of clear and cloudy pixels in the corresponding interval of confidence level,where the interval is set as:0~0.2,0.2~0.4,0.4~0.6,0.6~0.8,0.8~1.0
通道号 | 中心波长 /μm | 光谱带宽 /nm | 空间 分辨率 /m | 动态范围 /K |
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20 | 3.8 | 180 | 1 000 | 200~350 | 21 | 4.050 | 155 | 1 000 | 200~380 | 22 | 7.2 | 500 | 1 000 | 180~280 | 23 | 8.550 | 300 | 1 000 | 180~300 | 24 | 10.8 | 1000 | 250 | 180~330 | 25 | 12.0 | 1000 | 250 | 180~330 |
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Table 1. Characteristics of channels of FY-3D/ MERSI-II applied in this study
| 海洋 | 陆表 | 海冰 | 永久冰川 | 积雪 |
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| 阈值 | 损失率 | 阈值 | 损失率 | 阈值 | 损失率 | 阈值 | 损失率 | 阈值 | 损失率 | BT10.8 | 271.11 | 0.457 | 271.90 | 0.342 | 270.49 | 0.371 | 263.37 | 0.535 | 270.99 | 0.311 | BT7.2 | 252.19 | 0.574 | 251.30 | 0.467 | 251.48 | 0.489 | 250.00 | 0.424 | 251.05 | 0.400 | BTD3.8-12 | 2.34 | 0.277 | 9.81 | 0.353 | 4.71 | 0.232 | 8.00 | 0.261 | 8.37 | 0.341 | BTD10.8-3.8 | -2.07 | 0.263 | -8.41 | 0.346 | -4.27 | 0.230 | -7.91 | 0.266 | -7.75 | 0.342 | BTD8.55-10.8 | -0.34 | 0.795 | -1.29 | 0.623 | -1.95 | 0.831 | 0.31 | 0.891 | -1.54 | 0.786 | BTD3.8-4.05 | 3.33 | 0.290 | 6.32 | 0.405 | 4.34 | 0.231 | 6.72 | 0.302 | 6.59 | 0.407 |
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Table 2. Thresholds and loss functions of different cloud detecting tests for different surface types
检测方案 | 海洋 | 陆表 | 海冰 | 永久冰川 | 积雪 |
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HR | 权重 | HR | 权重 | HR | 权重 | HR | 权重 | HR | 权重 |
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BT10.8 | 0.748 | 0.160 | 0.687 | 0.158 | 0.217 | 0.051 | 0.495 | 0.121 | 0.763 | 0.171 | BT7.2 | 0.341 | 0.073 | 0.673 | 0.155 | 0.688 | 0.163 | 0.547 | 0.134 | 0.710 | 0.159 | BTD3.8-12 | 0.954 | 0.204 | 0.813 | 0.187 | 0.927 | 0.220 | 0.829 | 0.203 | 0.870 | 0.195 | BTD10.8-3.8 | 0.945 | 0.202 | 0.810 | 0.187 | 0.912 | 0.216 | 0.847 | 0.208 | 0.853 | 0.191 | BTD8.55-10.8 | 0.730 | 0.156 | 0.613 | 0.141 | 0.553 | 0.131 | 0.600 | 0.147 | 0.641 | 0.144 | BTD3.8-4.05 | 0.951 | 0.204 | 0.742 | 0.171 | 0.923 | 0.219 | 0.760 | 0.186 | 0.629 | 0.141 |
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Table 3. HR results and weighting functions of cloud detecting tests by FY-3D/MERSI-II for Arctic summer