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Prior Information Supported Aerosol
   Optical Depth Retrieval Using
    Geostationary Satellite Data

   Linlu Mei1,5, Yong Xue1,2, Ying Wang1,5,Tingting
   Hou3,5 , Jie Guang1, Yingjie Li1,5,Hui Xu1,5, Leiku
  Yang4, Xinwei He1,5, Jing Dong1, 5, Ziqiang Chen3, 5


   1State Key Laboratory of Remote Sensing Science, Jointly Sponsored by the Institute of Remote
   Sensing Applications of Chinese Academy of Sciences and Beijing Normal University, Institute of
         Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101, China
2Facultyof Computing, London Metropolitan University, 166-220 Holloway Road, London N7 8DB, UK
   3Center for Earth Observation and Digital Earth, Chinese Academy of Sciences, No.9 Dengzhuang

                         South Road, Haidian District, Beijing 100094, China
                   4School of Geography, Beijing Normal University, Beijing, China
           5Graduate University of the Chinese Academy of Sciences, Beijing 100039, China
Content

Introduction
AOD Retrieval from FengYun-2 Data
   Models
   Dataset
   Result and Validation
AOD Retrieval from Meteosat Second Generation
 (MSG) Data
   Models
   Dataset
   Result and Validation
Conclusion
Introduction
 Aerosol optical depth (AOD) retrieval algorithms have been
  established over land for different sensors, most retrievals are
  limited to twice per day

 High-frequency aerosol products are eagerly needed ranged from
  research to people’s everyday life

 The mainly problem for the traditional generational geostationary is
  the band setting problem
    Just one visible band

    Temporary composite method is widely used for traditional geostationary
      satellites.
Introduction
 Meteosat Second Generation (MSG) satellites carry an impressive
  pair of instruments, the Spinning Enhanced Visible and InfraRed
  Imager (SEVIRI)
    12 spectral channels

    with a resolution of 3km at the sub-satellite point

    Temporary scale is 15 minutes.



  Multi-spectral as well as high-temporary data is useful for aerosol
  retrieval modeling
Introduction

FY-2D
Launched: December 8, 2006
Temporal scale: 1 hour
Resolution : 1.25km for Vis and 5km for other bands


    Channel            Centre wavelength(μm)          Spectral Band(μm)
       IR                        10.8                     10.3-11.3
       IR                        12.0                     11.5-12.5
       IR                        6.95                      6.3-7.6
      MIR                        3.75                      3.5-4.0
      VIS                        0.72                     0.55-0.90
Models
                                                                     Look Up Table
                                               Convert composite      θs 0˚-70˚,5˚
                       14 days 2nd darkest
Convert reflectance
                      reflectance composite
                                               reflectance to true    θv 0˚-70˚,5˚
                                                   reflectance
    DN-ρTOA                 ρTOA-ρc                                  φ 0˚-180˚,10˚
                                                      ρc-ρ             ρ 0-1, 0.1
                                                                           τ




                           TOA reflectance increase

                           with aerosol load



                            The surface reflectance in different time
                            is gradual change and relative
Dataset - Satellite
        Date : 2 -15 November 2008
FY-2D
        Range: 30˚N - 42˚N and 110˚E - 123˚E
        Resolution: 5km




   00:30UTC               01:30UTC             02:30UTC   03:30UTC




   04:30UTC               05:30UTC             06:30UTC   07:30UTC
Dataset – Ground Measurements
Validation

       AERONET sun photometers




        Quadratically interpolated

   ln a ( )  a0  a1ln  a2 (ln )2
Result and Validation




             0.4

             0.2
                                                                                  Composite    Improved Composite
               0
                                                                                  Background   Background
CB/ICB AOD




                    0      0.2           0.4       0.6   0.8   1   CB
             -0.2
                                                                   ICB
                        YICB = 0.0688X + 0.1012                    ICB Fit line
             -0.4
                        R2 = 0.4403                                CB Fit line
             -0.6       YCB = 0.2307X - 0.148
                        R2 = 0.0533                                               Compare
             -0.8
                                                                                  between CB
              -1                                                                  and ICB
                                          AERONET AOD
Result and Validation

       0.2

         0

       -0.2
           0.0          1.0     2.0    3.0    4.0          5.0        6.0   7.0   8.0   9.0
                                                                                              CB
                                                                                                         Time serial of retrieval AOD on
                                                                                                         Nov, 15th, 2008 over Beijing site,
AOD




       -0.4                                                                                   ICB
                                                                                              AERONET
       -0.6                                                                                             using ICB/CB method and
       -0.8
                    Beijing                                                                              AERONET
        -1
                                                    Time




         0.2

              0

        -0.2
                  0.0     1.0    2.0    3.0    4.0          5.0       6.0   7.0   8.0   9.0              Time serial of retrieval AOD on
                                                                                               BC
                                                                                                         Nov, 15th, 2008 over Xianghe
 AOD




        -0.4                                                                                   IBC
        -0.6                                                                                   AERONET
                                                                                                         site, using ICB/CB method and
        -0.8
                    Xianghe                                                                              AERONET
          -1
                                                     Time
MSG AOD Retrieval

MSG-2
  Channel     Centre wavelength(μm)   Spectral Band(μm)
   HRV                 0.75                 0.6-0.9
  VIS0.6              0.635               0.56-0.71
  VIS0.8               0.81               0.74-0.88
   IR1.6               1.64               1.50-1.78
   IR3.9               3.92               3.48-4.36
   IR8.7               8.70               8.30-9.10
  IR10.8              10.80               9.80-11.80
  IR12.0              12.00              11.00-13.00
   IR6.2               6.25               5.35-7.15
   IR7.3               7.35               6.85-7.85
   IR9.7               9.66               9.38-9.94
  IR13.4              13.40              12.40-14.40
Models

A prior knowledge (Multi-Channel)              Inputs: 3 scans/2 bands
                (Angstrom et al., 1961)        Other constrains:
Land model (Multi-Temporary)
                                               Aerosol Type Govarert et al., 2010

           (Flowerdew et al., 1995)
                                               Single Scattering Albedo
                                               Asymmetry factor
Land-Atmosphere (Mei et al., 2011)
                                                Reflectance    Kim et al., 2008
Result and Validation




                 DDV      DeepBlue



             MSG Result
Result and Validation




Relationships between TS AOD and AERONET AOD of different wavelengths
with a resolution of 10 km in the Africa area: Left 0.8µ Right 0.6µ The
                                                          m,             m.
dashed (blue), dashed (black) and solid lines are the error tolerance interval, the
1-1 line and the linear regression of the pre-sorted scatter plot, retrospectively.
Text at the top describes: the number of collocation (Count), the regression
curve, correlation (R), and the RMS error of the fit.
Conclusion

• An improved prior information supported AOD retrieval method
  based on LUT using one visible band was presented in this paper .
  However, some problems can easily be found for FY-2D aerosol
  retrieval, e.g., low radiation resolution and broad band.
• MSG provide data with multi-spectral and high-temporary, which
  is quite useful for aerosol properties retrieval. An novel approach
  was presented for MSG aerosol retrieval and we find that >65% of
  MSG-retrieved AOD values compare to AERONET observed
  values with an expected error envelope of                  , with high
  correlation (R>0.86).
• Aerosol types choosing and validation is on going.
Linlu Mei
Tel: (010) 64889540
 Mobile: 15101049541
Email: meilinlu@163.com

http://www.tgp.ac.cn      Professor Yong Xue
                          Email: yxue@irsa.ac.cn

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PriorInformationSupportedAerosolOpticalDepthRetrievalUsingGeostationarySatelliteData.pdf

  • 1. Prior Information Supported Aerosol Optical Depth Retrieval Using Geostationary Satellite Data Linlu Mei1,5, Yong Xue1,2, Ying Wang1,5,Tingting Hou3,5 , Jie Guang1, Yingjie Li1,5,Hui Xu1,5, Leiku Yang4, Xinwei He1,5, Jing Dong1, 5, Ziqiang Chen3, 5 1State Key Laboratory of Remote Sensing Science, Jointly Sponsored by the Institute of Remote Sensing Applications of Chinese Academy of Sciences and Beijing Normal University, Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101, China 2Facultyof Computing, London Metropolitan University, 166-220 Holloway Road, London N7 8DB, UK 3Center for Earth Observation and Digital Earth, Chinese Academy of Sciences, No.9 Dengzhuang South Road, Haidian District, Beijing 100094, China 4School of Geography, Beijing Normal University, Beijing, China 5Graduate University of the Chinese Academy of Sciences, Beijing 100039, China
  • 2. Content Introduction AOD Retrieval from FengYun-2 Data  Models  Dataset  Result and Validation AOD Retrieval from Meteosat Second Generation (MSG) Data  Models  Dataset  Result and Validation Conclusion
  • 3. Introduction  Aerosol optical depth (AOD) retrieval algorithms have been established over land for different sensors, most retrievals are limited to twice per day  High-frequency aerosol products are eagerly needed ranged from research to people’s everyday life  The mainly problem for the traditional generational geostationary is the band setting problem  Just one visible band  Temporary composite method is widely used for traditional geostationary satellites.
  • 4. Introduction  Meteosat Second Generation (MSG) satellites carry an impressive pair of instruments, the Spinning Enhanced Visible and InfraRed Imager (SEVIRI)  12 spectral channels  with a resolution of 3km at the sub-satellite point  Temporary scale is 15 minutes. Multi-spectral as well as high-temporary data is useful for aerosol retrieval modeling
  • 5. Introduction FY-2D Launched: December 8, 2006 Temporal scale: 1 hour Resolution : 1.25km for Vis and 5km for other bands Channel Centre wavelength(μm) Spectral Band(μm) IR 10.8 10.3-11.3 IR 12.0 11.5-12.5 IR 6.95 6.3-7.6 MIR 3.75 3.5-4.0 VIS 0.72 0.55-0.90
  • 6. Models Look Up Table Convert composite θs 0˚-70˚,5˚ 14 days 2nd darkest Convert reflectance reflectance composite reflectance to true θv 0˚-70˚,5˚ reflectance DN-ρTOA ρTOA-ρc φ 0˚-180˚,10˚ ρc-ρ ρ 0-1, 0.1 τ TOA reflectance increase with aerosol load The surface reflectance in different time is gradual change and relative
  • 7. Dataset - Satellite Date : 2 -15 November 2008 FY-2D Range: 30˚N - 42˚N and 110˚E - 123˚E Resolution: 5km 00:30UTC 01:30UTC 02:30UTC 03:30UTC 04:30UTC 05:30UTC 06:30UTC 07:30UTC
  • 8. Dataset – Ground Measurements Validation AERONET sun photometers Quadratically interpolated ln a ( )  a0  a1ln  a2 (ln )2
  • 9. Result and Validation 0.4 0.2 Composite Improved Composite 0 Background Background CB/ICB AOD 0 0.2 0.4 0.6 0.8 1 CB -0.2 ICB YICB = 0.0688X + 0.1012 ICB Fit line -0.4 R2 = 0.4403 CB Fit line -0.6 YCB = 0.2307X - 0.148 R2 = 0.0533 Compare -0.8 between CB -1 and ICB AERONET AOD
  • 10. Result and Validation 0.2 0 -0.2 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 CB Time serial of retrieval AOD on Nov, 15th, 2008 over Beijing site, AOD -0.4 ICB AERONET -0.6 using ICB/CB method and -0.8 Beijing AERONET -1 Time 0.2 0 -0.2 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 Time serial of retrieval AOD on BC Nov, 15th, 2008 over Xianghe AOD -0.4 IBC -0.6 AERONET site, using ICB/CB method and -0.8 Xianghe AERONET -1 Time
  • 11. MSG AOD Retrieval MSG-2 Channel Centre wavelength(μm) Spectral Band(μm) HRV 0.75 0.6-0.9 VIS0.6 0.635 0.56-0.71 VIS0.8 0.81 0.74-0.88 IR1.6 1.64 1.50-1.78 IR3.9 3.92 3.48-4.36 IR8.7 8.70 8.30-9.10 IR10.8 10.80 9.80-11.80 IR12.0 12.00 11.00-13.00 IR6.2 6.25 5.35-7.15 IR7.3 7.35 6.85-7.85 IR9.7 9.66 9.38-9.94 IR13.4 13.40 12.40-14.40
  • 12. Models A prior knowledge (Multi-Channel) Inputs: 3 scans/2 bands (Angstrom et al., 1961) Other constrains: Land model (Multi-Temporary) Aerosol Type Govarert et al., 2010 (Flowerdew et al., 1995) Single Scattering Albedo Asymmetry factor Land-Atmosphere (Mei et al., 2011) Reflectance Kim et al., 2008
  • 13. Result and Validation DDV DeepBlue MSG Result
  • 14. Result and Validation Relationships between TS AOD and AERONET AOD of different wavelengths with a resolution of 10 km in the Africa area: Left 0.8µ Right 0.6µ The m, m. dashed (blue), dashed (black) and solid lines are the error tolerance interval, the 1-1 line and the linear regression of the pre-sorted scatter plot, retrospectively. Text at the top describes: the number of collocation (Count), the regression curve, correlation (R), and the RMS error of the fit.
  • 15. Conclusion • An improved prior information supported AOD retrieval method based on LUT using one visible band was presented in this paper . However, some problems can easily be found for FY-2D aerosol retrieval, e.g., low radiation resolution and broad band. • MSG provide data with multi-spectral and high-temporary, which is quite useful for aerosol properties retrieval. An novel approach was presented for MSG aerosol retrieval and we find that >65% of MSG-retrieved AOD values compare to AERONET observed values with an expected error envelope of , with high correlation (R>0.86). • Aerosol types choosing and validation is on going.
  • 16. Linlu Mei Tel: (010) 64889540 Mobile: 15101049541 Email: meilinlu@163.com http://www.tgp.ac.cn Professor Yong Xue Email: yxue@irsa.ac.cn