Title: Task 11 Remote Sensing of Ocean Color and Aerosol Properties NASA Grant (NAS5-00203) Assessment, Validation, and Refinement of the Atmospheric Correction Algorithm for the Ocean Color Sensors Menghua Wang The JCET Annual Report Retreat Port Deposit
1Â Atmospheric Correction using the MODIS SWIR
Bands (1240 and 2130 nm)
Menghua Wang (PI, NASA NNG05HL35I) NOAA/NESDIS/OR
A Camp Springs, MD 20746, USA Support from Wei
Shi UMBC, NOAA/NESDIS/ORA Camp Springs, MD
20746, USA The MODIS Science Team Meeting
January 4-6, 2006, Radisson Plaza Lord Baltimore
Hotel, Maryland
2Status of the Algorithm Modifications and
Refinements
- 1. Wang, M. and W. Shi, Estimation of ocean
contribution at the MODIS near-infrared
wavelengths along the east coast of the U.S. Two
case studies, Geophys. Res. Lett., 32, L13606,
doi10.1029/2005GL022917 (2005). - 2. Wang, M., A refinement for the Rayleigh
radiance computation with variation of the
atmospheric pressure, Int. J. Remote Sens. (In
press). - Status Implemented into the MODIS/SeaWiFS data
processing. - 3. Wang, M., Effects of ocean surface
reflectance variation with solar elevation on
normalized water-leaving radiance, App. Opt. (In
press). - Status Implemented into the MODIS/SeaWiFS data
processing. - 4. Wang, M. and W. Shi, Cloud masking for ocean
color data processing in the coastal regions,
IEEE Trans. Geosci. Remote Sens. (Submitted). - Status Developed cloud masking using MODIS SWIR
bands (1240/1640/2130 nm). Scheme can be easily
implemented into the MODIS data processing
system. - 5. Developed schemes using idea of Wang and
Gordon (1994) to identify cases for the strongly
absorbing aerosols and turbid waters with the
MODIS data. - Status A poster is presented in this meeting.
Work is in progress. - 6. Atmospheric correction using the MODIS SWIR
bands. - Status This presentation. Work is in progress.
3Atmospheric Correction
MODIS and SeaWiFS algorithm (Gordon and Wang 1994)
- ?w is the desired quantity in ocean color remote
sensing. - T?g is the sun glint contributionavoided/masked/c
orrected. - T?wc is the whitecap reflectancecomputed from
wind speed. - ?r is the scattering from moleculescomputed
using the Rayleigh lookup tables (atmospheric
pressure dependence). - ?A ?a ?ra is the aerosol and Rayleigh-aerosol
contributions estimated using aerosol models. - For Case-1 waters at the open ocean, ?w is
usually negligible at 750 865 nm. ?A can be
estimated using these two NIR bands. Ocean is
usually not black at NIR for the coastal regions. - Gordon, H. R. and M. Wang, Retrieval of
water-leaving radiance and aerosol optical
thickness over the oceans with SeaWiFS A
preliminary algorithm, Appl. Opt., 33, 443-452,
1994.
4Atmospheric Correction Longer NIR
- In general, to effect the atmospheric correction
operationally using the NIR bands at 748 and 869
nm, or using the spectral optimization with
measurements from 412-865nm, Case-2 bio-optical
model that has strongly regional dependence is
needed. - At the longer NIR wavelengths (gt1000 nm), ocean
water is much strongly absorbing and ocean
contributions are significant less. Thus,
atmospheric correction may be carried out at the
coastal regions without using the bio-optical
model. - Examples using the MODIS Aqua 1240 and 2130 nm
data to derive the ocean color products. - We use the longer NIR (2130 nm) for the cloud
masking. This is necessary for the coastal
region waters.
5Water Absorption
6Water Absorption Relative to 865 nm
Black ocean at the longer NIR bands Absorption
at the longer NIR bands is at least an order
larger than that at the 865 nm
7The Rayleigh-Corrected TOA Reflectance
748 nm
869 nm
1240 nm
1640 nm
Rayleigh-Removed
8Aerosol Single-Scattering Epsilon (l0 865 nm)
9Aerosol Single-Scattering Epsilon (l0 2130 nm)
10Data Processing Using the SWIR Bands
- Software Modifications
- Atmospheric correction package has been
significantly modified based on SeaDAS 4.6. - Data structure and format of aerosol lookup
tables and diffuse transmittance tables have been
changed. - With these changes, it is flexible now to run
with different aerosol models (e.g., absorbing
aerosols) and with various band combinations for
atmospheric correction. - Lookup Tables Generation and Implementation
- Rayleigh lookup tables for the SWIR bands (for
all MODIS 16 bands). - Aerosol optical property data (scattering phase
function, single scattering albedo, extinction
coefficients) for the SWIR bands (12 models). - Aerosol radiance lookup tables (12 aerosol
models) for the SWIR bands. Table structures are
completely changed (different from the current
ones). - Data Processing
- Regenerated MODIS L1B data including all SWIR
band data (for SeaDAS). - Developed cloud masking using the MODIS
1240/1640/2130 nm band. - For MODIS Aqua, atmospheric correction can be
operated using 1240/2130 bands, 869/1240 bands,
and 869/2130 bands. - Current 8 bands 412, 443, 488, 531, 551, 869,
1240, and 2130 nm.
11We have carried out vicarious calibration using a
MOBY scene from the standard processing
Vicarious Gains
12Initial Results
- We compare the current MODIS results (downloaded
directly from Web) and results from algorithm
using SWIR bands.
13Chlorophyll-a (2004071.1825)
New Processing (1240, 2130 nm)
Standard Processing (748, 869 nm)
March 12, 2004
14Chlorophyll-a (2004071.1825)
New Processing (1240, 2130 nm)
Standard Processing (748, 869 nm)
March 12, 2004
15Three weeks late
Chlorophyll-a (2004096.1820)
New Processing (1240, 2130 nm)
Standard Processing (748, 869 nm)
April 6, 2004
16nLw(443) (2004071.1825)
New Processing (1240, 2130 nm)
Standard Processing (748, 869 nm)
March 12, 2004
17nLw(531) (2004071.1825)
New Processing (1240, 2130 nm)
Standard Processing (748, 869 nm)
March 12, 2004
18nLw(869) (2004071.1825)
nLw(869)
New Processing (1240, 2130 nm)
NIR ocean contributions
March 12, 2004
19Three weeks late
nLw(443) (2004096.1820)
New Processing (1240, 2130 nm)
Standard Processing (748, 869 nm)
April 6, 2004
20Three weeks late
nLw(531) (2004096.1820)
New Processing (1240, 2130 nm)
Standard Processing (748, 869 nm)
April 6, 2004
21nLw(869) (2004096.1820)
nLw(869)
NIR ocean contributions
New Processing (1240, 2130 nm)
Three weeks late
April 6, 2004
22Outer Banks
Outside of Outer Banks
HistogramnLw(412) (2004071.1825)
Standard Processing (748, 869 nm)
New Processing (1240, 2130 nm)
March 12, 2004
23Outer Banks
Outside of Outer Banks
HistogramnLw(443) (2004071.1825)
Standard Processing (748, 869 nm)
New Processing (1240, 2130 nm)
March 12, 2004
24Outer Banks
Outside of Outer Banks
HistogramnLw(488) (2004071.1825)
Standard Processing (748, 869 nm)
New Processing (1240, 2130 nm)
March 12, 2004
25Outer Banks
Outside of Outer Banks
HistogramnLw(531) (2004071.1825)
Standard Processing (748, 869 nm)
New Processing (1240, 2130 nm)
March 12, 2004
26HistogramnLw(869) (2004071.1825)
Chesapeake Bay
Outer Banks
New Processing (1240, 2130 nm)
Open Ocean
SC Coast
March 12, 2004
27An example from the west coast
Chlorophyll-a (2004130.2125)
Standard Processing (748, 869 nm)
New Processing (1240, 2130 nm)
May 10, 2004
28An example from the west coast
nLw(412) (2004130.2125)
Standard Processing (748, 869 nm)
New Processing (1240, 2130 nm)
May 10, 2004
29An example from the west coast
nLw(488) (2004130.2125)
Standard Processing (748, 869 nm)
New Processing (1240, 2130 nm)
May 10, 2004
30An example from the west coast
nLw(531) (2004130.2125)
Standard Processing (748, 869 nm)
New Processing (1240, 2130 nm)
May 10, 2004
31nLw(869) (2004130.2125)
New Processing (1240, 2130 nm)
NIR ocean contributions
May 10, 2004
32Effects of band noises
Chlorophyll-a (2004071.1825)
New Processing (1240, 2130 nm)
New Processing (1240, 2130 nm)
Fixed Model M90
Fixed Model C50
March 12, 2004
33Effects of band noises
nLw(531) (2004071.1825)
New Processing (869, 2130 nm)
New Processing (1240, 2130 nm)
March 12, 2004
34Effects of band noises
nLw(531) (2004071.1825)
New Processing (869, 1240 nm)
Standard Processing (748, 869 nm)
March 12, 2004
35Effects of Band NoiseHistogramnLw(531)(Open
Ocean) (2004071.1825)
Standard
1240, 2130 nm
STD ValueStandard 0.05091240, 2130
0.1177869, 2130 0.0704869, 1240 0.0786
869, 2130 nm
869, 1240 nm
36Conclusions
- It works!
- For the turbid waters in coastal regions, ocean
is not black at the NIR bands. This leads to
underestimation of the sensor-measured
water-leaving radiances with current
SeaWiFS/MODIS atmospheric correction algorithm. - Ocean is black for turbid waters at wavelengths
gt1000 nm, e.g., 1240 and 2130 nm. Thus, the
longer NIR bands can be used for atmospheric
correction over the turbid waters. No ocean
model is needed! - Future ocean color sensor needs to include
wavelengths gt 1000 nm with high SNR values.