通道式辐射计自动观测数据的反射率光谱拓展方法 下载: 985次
A Method for Hyperspectral Reflectance Reconstruction from Automatic Observation with Multispectral Radiometer
1 中国科学院光电研究院中国科学院定量遥感信息技术重点实验室, 北京 100094
2 中国科学院大学电子电气与通信工程学院, 北京 100049
图 & 表
图 1. 通道式反射率光谱拓展流程
Fig. 1. Flow of spectral reconstruction for multispectral reflectance
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图 2. 包头场自动观测系统。(a)定标场人工靶标区总览;(b)通道式辐射计;(c)太阳光度计CE318
Fig. 2. Automatic observation system of the Baotou calibration site. (a) Overview of artificial targets in calibration site; (b) multispectral radiometer; (c) sunphotometer CE318
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图 3. 通道式辐射计光谱响应函数曲线
Fig. 3. Spectral response function of multispectral radiometer
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图 4. 光谱拓展结果。(a) 2018-10-30T11:00; (b) 2018-10-30T12:00; (c) 2018-10-30T13:00; (d) 2018-10-30T14:00
Fig. 4. Results of hyperspectral reflectance determination. (a) 2018-10-30T11:00; (b) 2018-10-30T12:00; (c) 2018-10-30T13:00; (d) 2018-10-30T14:00
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图 5. 通道式辐射计测量光谱拓展结果与SVC实测数据差异
Fig. 5. Difference between reconstructed hyperspectral reflectance and measured reflectance of SVC
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图 6. Sentinel-2过境时刻影像数据。(a) Sentinel-2B (2018-09-21, RAOT@550 nm=0.20, RWVC=0.39); (b) Sentinel-2A (2018-10-29, RAOT@550 nm=0.07, RWVC=0.56)
Fig. 6. Acquired Sentinel-2 images. (a) Sentinel-2B (2018-09-21, RAOT@550 nm=0.20, RWVC=0.39); (b) Sentinel-2A (2018-10-29, RAOT@550 nm=0.07, RWVC=0.56)
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图 7. Sentinel-2通道光谱响应函数曲线。(a) Sentinel-2A; (b) Sentinel-2B
Fig. 7. Spectral response function of Sentinel-2. (a) Sentinel-2A; (b) Sentinel-2B
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表 1通道式辐射计的滤光片参数
Table1. Filter parameters of multispectral radiometer
Channel No. | Central wavelengthλ /nm | FWHM /nm | Transmission /% |
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1 | 439.72 | 10.48 | ≥37 | 2 | 499.79 | 10.27 | ≥50 | 3 | 679.77 | 10.13 | ≥50 | 4 | 869.60 | 10.96 | ≥50 | 5 | 1015.50 | 9.44 | ≥40 | 6 | 1298.63 | 11.05 | ≥40 | 7 | 1549.25 | 10.87 | ≥50 | 8 | 1649.23 | 12.52 | ≥50 |
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表 2光谱拓展精度示例(10月30日)
Table2. Accuracy of hyperspectral reflectance determination (October 30th)
Time | Average relative error /% | RMSE |
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11:00 | -0.989 | 0.005 | 12:00 | -0.755 | 0.005 | 13:00 | -0.911 | 0.005 | 14:00 | -0.889 | 0.003 |
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表 3基于光谱拓展的Sentinel-2定标对比分析
Table3. Comparison of onboard observed and predicted at-sensor radiance of Sentinel-2 based on the reconstructed hyperspectral reflectance
Image | Band | Observed radiance /(W·m-2·sr-1·μm-1) | Spectral reconstruction results |
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Simulated radiance /(W·m-2·sr-1·μm-1) | Relative error /% |
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Considering BRDF | Without considering BRDF | | Considering BRDF | Without considering BRDF | Sentinel-2B2018-09-21 | Blue | 82.51 | 85.17 | 86.03 | -3.12 | -4.09 | Green | 78.12 | 77.64 | 78.47 | 0.62 | -0.45 | Red | 70.87 | 67.13 | 68.12 | 5.56 | 4.04 | NIR | 50.95 | 46.66 | 47.06 | 9.19 | 8.27 | Sentinel-2A2018-10-29 | Blue | 60.52 | 62.18 | 62.94 | -2.66 | -3.84 | Green | 56.37 | 56.08 | 56.71 | 0.52 | -0.60 | Red | 52.19 | 49.65 | 50.25 | 5.12 | 3.86 | NIR | 36.89 | 33.55 | 33.83 | 9.94 | 9.05 |
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表 4地面光谱拓展结果的不确定因素及其不确定度
Table4. Uncertainty factors and uncertainty of ground spectral extension results
Influencing factor | Uncertainty /% |
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Calibration error of multispectral radiometer | 2.00 | Downward irradiance due to AOT error | 0.24 | Downward irradiance due to WVC error | 0.09 | Solar irradiance model | 1.00 | MODTRAN model | 2.00 | BRDF model | 1.42 | Reconstruction coefficient | 0.23 |
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表 5基于光谱拓展的Sentinel-2卫星辐射定标验证不确定度分析
Table5. Uncertainty analysis of Sentinel-2 radiometric calibration based on the reconstructed hyperspectral reflectance
Uncertainty contributor | Uncertainty /% | Uncertainty of simulated TOA radiance /% |
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Blue | Green | Red | NIR |
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Reconstructed hyperspectral reflectance of target | 3.34 | 2.12 | 2.57 | 2.90 | 3.09 | Surface homogeneity | 1.39 | 0.90 | 1.09 | 1.23 | 1.31 | Surface BRDF characteristic | 1.50 | 0.95 | 1.16 | 1.30 | 1.39 | AOT | 5.50 | 0.17 | 0.32 | 0.39 | 0.37 | WVC | 10.00 | 0.01 | 0.01 | 0.03 | 0.23 | MODTRAN model | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | Solar irradiance model | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | Overall uncertainty | | 3.35 | 3.77 | 4.10 | 4.29 |
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马志宏, 马灵玲, 刘耀开, 赵永光, 王宁, 李传荣, 唐伶俐. 通道式辐射计自动观测数据的反射率光谱拓展方法[J]. 光学学报, 2019, 39(7): 0728004. Zhihong Ma, Lingling Ma, Yaokai Liu, Yongguang Zhao, Ning Wang, Chuanrong Li, Lingli Tang. A Method for Hyperspectral Reflectance Reconstruction from Automatic Observation with Multispectral Radiometer[J]. Acta Optica Sinica, 2019, 39(7): 0728004.