Upload
others
View
3
Download
0
Embed Size (px)
Citation preview
Data Processing and Archival in the Marine Optical Buoy Project (MOBY)B. Carol Johnson, Dennis K. Clark, Steven W. Brown, Michael E. Feinholz, Mark A. Yarbrough, Stephanie J. Flora, Darryl Peters, Terrence Houlihan and Yong Sung Kim
Distribution and Archival of Data
The satellite band averaged values for Lw, Es, and Lwn are downloaded automatically to NASA. They are also displayed on the internet, see http://physoce.mlml.calstate.edu/moby/. These data are also password-protected and are available to NASA authorized users. Requests for access authorization should be made to NASA.
Data Submissions
In October of 2006 spectral MOBY data from deployments 2-32 were provided to NASA. This data included upwelled radiance (Lu), surface irradiance (Es), downwelled irradiance (Ed) and upwelled irradiance (Eu). All of the satellite weighted products were also provided. The data are in the Moss Landing database format (MLdbase). Documentation describing the format and ancillary data have been included .
Summary
The MOBY data consist of a nine year record of in situ radiometric measurements. The values are derived using a robust system of multiple calibration and measurement procedures. Extensive instrument characterizations are the basis for correction of known systematic effects. The data are made available to users according to NASA guidelines.
Mar Sep Mar Sep Mar Sep Mar Sep Mar Sep Mar Sep Mar Sep Mar Sep0
0.5
1
1.5
2
2.5
Sequential Day
MO
DIS
-1 L
w7
Tot
al-B
and
(µW
/cm
²/sr
/nm
)
MOBY Times Series, 22 hour
1998 1999 2000 2001 2002 2003 2004 2005 Band8Band9Band10Band11Band12Band13
400 500 600 700 800 90010-5
10-4
10-3
10-2
10-1
100
101
102
103
Wavelength (nm)
MO
BY
dat
a se
t
EsLuTopLuMidLuBotEdTopEdMidEdBotEuMOS
Mooring Buoy
•Wind velocity
•Surface pressure
•Air temperature
•Relative humidity
•Sea surface temperature
•Sea surface conductivity
•Photosynthetically Active Radiation
350 400 450 500 550 600 650 700 750 800 850 9000
0.5
1
1.5
2
2.5
3
3.5x 104
Wavelength (nm)
MO
BY
Lu
(AD
U)
LuTopLuMid
Spikes Removed
Bad Scan
350 400 450 500 550 600 650 700 750 800 850 900-0.5
0
0.5
1
1.5
2
2.5
3
3.5x 104
Wavelength (nm)
MO
BY
LuT
op (
AD
U)
LightDarkLight-DARK
350 400 450 500 550 600 650 700 750 800 850 90010-5
10-4
10-3
10-2
10-1
100
101
102
103
Wavelength (nm)
MO
BY
LuT
op (
AD
U/p
ix/s
ec)
Blue SpectrographRed Spectrograph
Nov Dec Jan Feb Mar Apr May Jun Jul29
29.5
30
30.5
31
31.5
32
32.5
33
33.5
34
200321 22 23 24
Sequential Day
MO
BY
Wat
er te
mpe
ratu
re (
C)
MOBY221-23 TT7 Temperature used in the thermal corrections
In-water TT7 tempLuTop Rsp TT7 TempLuMid Rsp TT7 TempLuBot Rsp TT7 TempTT7 Set Temp
0 5 10 15 20 25 30 350.98
1
1.02
1.04
1.06
1.08
Deployment Number
Lu T
op S
yste
m R
espo
nse
Rat
io (
Pre
Cal
/Pos
tCal
)
411.8 nm442.1 nm546.8 nm665.6 nm
411.8 442.1 546.8 665.60.01
0.015
0.02
0.025
0.03
0.035
Wavelength (nm)
Pre
/ P
ost S
yste
m R
espo
nse
Sta
bilit
y
LuTopLuMidLuBot
DecMarJunSepDecMarJunSepDecMarJunSepDecMarJunSepDecMarJunSepDecMarJunSepDecMarJunSep0.95
0.96
0.97
0.98
0.99
1
1.01
1.02
1.03
Sequential Day
Lam
p (A
DU
/pix
/sec
)
MODIS-1 MOBY Times Series, 22 hour
2000 2001 2002 2003 2004 2005 200612 1314 15 16 17 18 19 20 21 2223 24 25 26 27 28 29 30 31 32 33 34 B 8, 411.8 nm
B 9, 442.1 nmB10, 486.9 nmB11, 529.7 nmB13, 665.6 nmB14, 676.7 nmB15, 746.4 nmB16, 866.2 nm
The primary reference instrument for ocean color satellites, including the U.S. Moderate Resolution Imaging Spectroradiometer (MODIS) and the Sea-Viewing Wide Field-of-View Sensor (SeaWiFS), is the Marine Optical Buoy (MOBY), a radiometric buoy stationed in the waters off Lanai, Hawaii. MOBY uses a hyperspectral instrument known as the Marine Optical System (MOS) to detect radiation over the spectral range from 350 nm to 955 nm. In MOBY, MOS is fiber-optically connected to radiance and irradiance ports on the three MOBY arms (denoted Top, Mid, and Bot) that are located at depths of approximately 1.5 m, 5 m, and 9 m, as well as a surface irradiance port.
Data acquisition is autonomous and designed to overlap with the overpass of the sun-synchronous satellites, resulting in daily acquisitions at 20 h, 22 h, and 23 h, corresponding to SeaWiFS, MODIS-Terra and MODIS-Aqua, respectively. In this presentation, we describe the processing of the MOBY data sets, including what is collected, analysis and quality control,and dissemination and archival.
Pre-processing of the entire data set includes the incorporation of time stamps for the ancillary data, if necessary, rejection of anomalous radiometric scans, and removal of “spikes” in the radiometric data. Multiple scans are averaged, the data are normalized for integration time and bin factor (a sub-sampling along the slit direction in the CCD spectrographs), and the net counts are determined using the associated dark scans. Corrections are made for instrument temperature, which affects the radiometric responsivity as 0.5 %/°C. The temperature correction algorithm is based on laboratory measurements at the MOBY facility in Honolulu using a temperature controlled bath and stable radiometric sources.
Optical Buoy
•Es, Lu (at four depths), Ed (at three depths)
•CCD parameters (integration time, bin factor, temperature)
•Temperatures (instrument and sea water)
•Attitude (x, y tilt; pressure at top arm; compass heading)
•System housekeeping (battery status, coolant flow, etc.)
•Time (onboard, GPS)
The optical measurements (e.g., Es and Lu) by MOBY are sequential – the inputs from the different optical fibers are coupled to the spectrographs using an optical multiplexer mirror assembly. A complete data set for Luat each depth includes multiple scans of Lu, bracketed by a dark scan; this Lu measurement is bracketed in turn by a set of Es scans (which are also bracketed by dark scans). The optical and ancillary data are stored on hard drive until transmittal to a server at MLML via modem and cellular antenna.
MOBY Data Processing
Corrections are made for spectral stray light effects in the spectrographs. The magnitude of this correction depends on wavelength and the relative spectral shape of the source being measured. The stray light correction algorithm iterates to a solution based on laser characterizations at the MOBY facility.
MOBY uses two optical buoys, rotating between them every 3 mo or so. During the deployment of one system, the other is being refurbished and calibrated at the MOBY facility. These wavelength and radiometric calibrations are performed twice on each system – before and after the deployment. This information is used to convert the corrected counts to radiometric data.
Next, Lu attenuation coefficients, KL, are computed from the different depths, using the possible combinations: Top/Mid arms, Mid/Bot arms, and Top/Bot arms. The average of the surface irradiance measurements that bracket the corresponding Lu depths are used to normalize these values in order to correct for any variations in downwelling irradiance. Quality control is incorporated, for example the KL values using different arm pairs must be consistent, GOES visible imagery is used to assess cloud contamination, and provisions are made for special cases, such as a bent upper arm. A clear-water KL, known from optical properties of sea water, is compared to the measured values; if the results are non-physical, the data are marked “bad.” In some cases, the data are flagged as “question-able.” Situations where this may occur are when there is no evidence of clouds but the standard deviations in the Es measurements are larger than what is typically the case.
The water-leaving radiances, Lw, are computed by upward extrapolation using the KL and Lu data and propagation through the surface for nadir viewing. A solar-normalized water leaving radiance, Lwn, is calculated by correcting for variations in the Earth-Sun distance and atmospheric transmittance (this is a simplified approach, aerosols are not included). Then, using relative spectral responsivity data provided by the satellite teams, band-averaged radiances are determined for Lu (all depths), Lw, and the Lwn values.
Additional quality control data are available. This includes scans of an internal lamp and two internal LEDs, verification of the stability of the wavelength calibration from observation of Fraunhofer lines, and assessment of the system level responsivity utilizing diver-deployed stable calibration lamps on monthly intervals.
Upwelled Radiance, Lu
Increase in UV
Better agreement in overlap regionBetter agreement in overlap region
Increase in UV
MOS in temperature controlled bathIn-water and system response temperatures (ref. is 32°C)
MOBY processing steps
MOBY System Response
Laser data used for stray light correction
Single Pixel Responsivity correction matrix
Stray light correction ratios for MODIS Bands
Pre and post system responses are evaluated for each MOBY deployment once the post calibrations are done and the entire deployments data set have been downloaded and processed. The mean of the pre and post system responses are used when appropriate.
The result of all this processing are Es, Lu (at four depths), Ed (at three depths), and for some deployments Eu at 11 meters, which have been quality checked, thermally corrected, stray light corrected and converted to scientific units.
Total files processed: 7660
Total number of good days: 3456
Total number of questionable days: 720
Introduction
MOBY Time Series, 22 Hour for MODIS-Terra