abi green band generation using goes-16 and himawari-8 ... · abi green band generation using...
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ABI Green band Generation using GOES-16 and
Himawari-8 observation data
Dec. 06 2019
Sejong University
Jeongeun Park and Sungwook Hong
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Contents
1. Introduction
2. Data
3. Method
4. Result
5. Summary & Conclusion
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1. Introduction
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Bands GOES-R/ABI Himawari/AHI Resolution (km)
Central Wavelength (μm)
Blue 0.47 0.47 1
Green N/A 0.51 1
Red 0.64 0.64 0.5
Near IR 0.86 0.86 2
1.38 N/A 2
1.61 1.61 2
2.25 2.26 2
GOES-16/ABI vs. Himawari-8/AHI
Motivation
H-8 G-17 G-16
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• Synthetic green band generated from Red, Blue and Veggie bands
𝑹𝒈𝒓𝒆𝒆𝒏 = 𝟎. 𝟒𝟓 × 𝑹𝒓𝒆𝒅 + 𝟎. 𝟏 × 𝑹𝒗𝒆𝒈𝒈𝒊𝒆 + 𝟎. 𝟒𝟓 × 𝑹𝒃𝒍𝒖𝒆 (Bah et al. 2018)
Synthetic Green Band
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2. Data
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2017.01.27
00:00 UTC
2017.02.27
00:00 UTC
2017.03.27
00:00 UTC
2017.04.27
00:00 UTC
2017.05.27
00:00 UTC2017.06.27
00:00 UTC
2017.07.27
00:00 UTC2017.08.27
00:00 UTC
2017.09.27
00:00 UTC
2017.10.27
00:00 UTC
2017.11.27
00:00 UTC
2017.12.27
00:00 UTC
Satellite Data
2018.08.27
00:00 UTC
00:10 UTC
2018.09 2018.10 2018.11 2018.12 2019.01 2019.02 2019.03 2019.04 2019.05
00:00 UTC
00:10 UTC
2018.09.27
18:30 UTC
20:30 UTC
2018.08.28
18:30 UTC
20:30 UTC
1. Training Dataset (242 days) – AHI (blue & green)
2. Validation Data (12 days) – AHI (blue & green)
3. Test Data (55 days) – ABI (blue(O), green(X))
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3. Method
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Central
Wavelength
(µm)
2017
01.28
2017
02.28
2017
03.28
2017
04.28
2017
05.28
2017
06.28
2017
07.28
2017
08.28
2017
09.28
2017
10.28
2017
11.28
2017
12.28
0.47 0.9993 0.9992 0.9993 0.9993 0.9993 0.9992 0.9993 0.9992 0.9992 0.9991 0.9992 0.9992
0.51 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000
0.64 0.9958 0.9959 0.9958 0.9961 0.9964 0.9960 0.9963 0.9962 0.9971 0.9969 0.9972 0.9971
0.86 0.9927 0.9927 0.9934 0.9929 0.9928 0.9934 0.9922 0.9925 0.9919 0.9915 0.9931 0.9933
1.61 0.9791 0.9722 0.9732 0.9797 0.9757 0.9768 0.9707 0.9789 0.9748 0.9780 0.9797 0.9823
2.26 0.9851 0.9840 0.9843 0.9823 0.9858 0.9877 0.9812 0.9853 0.9807 0.9807 0.9819 0.9870
3.89 0.9297 0.5893 0.8896 0.9355 0.9246 0.9332 0.9252 0.9383 0.9335 0.9348 0.9324 0.9215
6.24 0.8410 0.5486 0.8114 0.8347 0.8006 0.8155 0.8162 0.8014 0.8244 0.8185 0.8370 0.8330
6.94 0.7959 0.5456 0.7854 0.7899 0.7639 0.7892 0.7853 0.7765 0.8042 0.7712 0.8054 0.7956
7.35 0.7518 0.5328 0.7404 0.7277 0.7092 0.7161 0.7326 0.7147 0.7719 0.7371 0.7386 0.7484
8.59 0.7948 0.5467 0.7465 0.6427 0.6719 0.6907 0.6568 0.7452 0.7798 0.7576 0.7980 0.8317
9.64 0.7554 0.5440 0.7379 0.6532 0.6634 0.6540 0.6763 0.7021 0.7264 0.7293 0.7105 0.7877
10.4 0.7747 0.5521 0.7296 0.6127 0.6541 0.6880 0.6290 0.6750 0.7565 0.7420 0.7642 0.8154
11.24 0.7692 0.5557 0.7140 0.6083 0.6541 0.6868 0.6238 0.6761 0.7561 0.7268 0.7487 0.8129
12.38 0.7460 0.5552 0.6766 0.6091 0.6426 0.6582 0.6205 0.6637 0.7455 0.6939 0.7291 0.7939
13.28 0.6706 0.5386 0.6341 0.5858 0.5977 0.5641 0.5965 0.6190 0.6805 0.6362 0.6503 0.7172
<Correlation coefficients between AHI Green band & AHI 16 bands>
• To select the band, consider relevant between AHI green band and other bands.
• The highest CC with green band will be selected for input data.
Blue Band selected
for training pair
Band Selection
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Method
• Generator : produce AI images through
training input pair images. ( x & y => G(x) )
• Discriminator : try to distinguish the real pair
images from the AI-generated pair images.
(G(x) vs y)
• So Generator should create real-like image
that discriminator couldn’t realize the
difference.
CGAN (Conditional Generative Adversarial Network) Isola et al.(2017)
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4. Result
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Observed AHI RGB AI AHI RGB
Observed AHI Green Band AI AHI Green Band
• Observed AHI Green vs. AI-generated AHI Green
Very high CC(=0.999) between observed AHI
green band and AI-generated AHI green band
(a)
(c) (d)
(b)
Our Model Validation : AHI Green
6/15
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Synthetic ABI RGB AI ABI RGB
Synthetic ABI Green Band AI ABI Green Band
• Synthetic ABI Green vs. AI-generated ABI Green
Very high CC(=0.993) between synthetic ABI green
band and AI-generated ABI green band
(a)
(c) (d)
(b)
Our Model Application : ABI Green
7/15
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Comparison with Blue and Red Band
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Temporal Variation: Synthetic ABI RGB
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Temporal Variation: Our ABI RGB
10/15
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Synthetic RGB
Result Animation
AI RGB
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Application to night time RGB generation
Synthetic RGB AI Synthetic RGB
• Create night version of ABI RGB
12/15
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Application to nighttime Vis band generation
13/15
AI-generated VISCOMS VIS (Observation)
• 2015.08.15 (05:00~07:30 KST (Daytime), 17:00~19:45 KST (Nighttime)
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VIIRS DNB vs AI-generated COMS VIS
14/15
AI-generated COMS VIS
October 22, 2018
17:00 UTC nighttime
VIIRS Day and Night Band (DNB)
October 22, 2018
1 day- nighttime
Real COMS IR1
October 22, 2018
17:00 UTC nighttime
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5. Summary & Conclusion
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• Using a Deep Learning technique, we created GOES-16’s green band that
doesn’t exist.
• Our deep learning model using CGAN to produce AHI green band images
showed a good statistical agreement with the observed AHI green band images.
• Our AI-generated ABI green band exhibited the similar results to real AHI green
band.
• Our AI model also showed the equivalent performance with Synthetic-ABI.
Summary & Conclusion
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