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A Comparison of Particulate Organic Carbon (POC) from In situ and Satellite Ocean Color Data Off the Coast of Antarctica Amanda Hyde Antonio Mannino (advisor) Research and Discover Program; 2010
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Importance of satellites
Spatial coverage from scientific cruises over 20 years (Gardner et al. 2006) versus Spatial cover from SeaWiFS on July 18, 2010 ( 2010)
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Measuring POC from satellites
Sea Surface Top-of-the-Atmosphere The satellite views the spectral light field at the top- of-the-atmosphere. Satellite POC 1. Removes atmosphere from the total signal to derive estimate of light field emanating from sea surface (water-leaving radiance, Lw). 2. Relates remote-sensing reflectance to geophysical product (POC) of interest. 3. Spatially / temporally bin and remap satellite POC observations. Orbital path of MODIS (NASA Ocean Biology Processing Group 2008) Basics of measuring ocean color from an orbiting satellite (NASA Ocean Biology Processing Group 2008)
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Algorithms POC = 169.7×[Rrs(443)/Rrs(555)]-0.936
visible light wavelength (nm) near-infrared ultra-violet Rrs(λ) = remote-sensing reflectance (units = sr-1) NASA Ocean Biology Processing Group 2008 POC = 169.7×[Rrs(443)/Rrs(555)]-0.936 (Stramski et al. 2008)
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Sampling stations off the coast of the Antarctic Peninsula
Study site Sampling stations off the coast of the Antarctic Peninsula 2010 N A. Hyde 2010
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in the lab... 12M HCl acid fuming to remove inorganic carbon (A. Hyde 2010) Elementar vario MICRO cube CHN Elemental Analyzer (A. Hyde 2010) From filter to tablet (A. Hyde 2010)
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Processing satellite data
Level 1A ocean color data (available at oceancolor.gsfc.nasa.gov) Dates used: Feb 21 - Mar 4, 2008 60S - 65S latitude; 50W - 63W longitude Seadas used for processing
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Example of L2 POC data file of March 4, 2008 (A. Hyde 2010)
Results A. Hyde 2010 Example of L2 POC data file of March 4, 2008 (A. Hyde 2010) In situ [POC] ranged from 79.0 ug/L to ug/L Satellite derived [POC] ranged from ug/L to ug/L
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Statistics Mean APD% = 16.4% RMSE = 30.4 ug/L
slope = 0.52 RMSE = 30.4 N = 11 Mean APD% = 16.4% RMSE = 30.4 ug/L Percent differences ranged between 4.1% and 33.2% No significant difference between in situ and satellite derived POC (JMP 8.0, one-way ANOVA, p > 0.05)
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need for further satellite validation
SOS cruise lasted 13 days; 2 days of satellite ocean color data were usable 85 stations included; only 11 had correlating satellite ocean color data Data containing clouds, ice, sun glint, high radiance, stray light, high viewing zenith angle, and high solar zenith angle were all excluded On average, only 15% of satellite data are usable (Bailey and Werdell 2006)
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Thanks to... UNH-NASA Research and Discover Program
Antonio Mannino - advisor Mike Novak - lab help Sean Bailey - Seadas help
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http://blog.1choice4yourstore.com 2010
Questions... 2010
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Literature cited Anon “Protocol for vario MICRO cube Elemental Analyzer” handout from A. Mannino. 14 Jun Bailey, S. W. and P. J. Werdell A multi-sensor approach for the on-orbit validation of ocean color satellite data products. Remote Sensing of Environment 102: Gardner, W. D., A. V. Mishonov, and M. J. Richardson Global POC concentrations from in-situ and satellite data. Deep-Sea Research II 53: Mannino, A., M. E. Russ, and S. B. Hooker Algorithm development and validation for satellite- derived distributions of DOC and CDOM in the U.S. Middle Atlantic Bight. Journal of Geophysical Reserach 113 Stramski, D., R. A. Reynolds, M. Babin, S. Kaczmarek, M. R., Lewis, R. Röttgers, A. Sciandra, M. Stramska, M. S. Twardowski, B. A. Franz, and H. Claustre Relationships between the surface concentration of particulate organic carbon and optical properties in the eastern South Pacific and eastern Atlantic Ocean. Biogeosciences 5:
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Image Citations Anon Antarctica Circle Map. (22 Jul 2010) Anon home page (22 Jul 2010) Anon Sunday, 18 Jul 2010 ( ) (13 Jul 2010) Anon untitled (13 Jul 2010) Anon Research and Discover. (29 Jul 2010) Fennell, S Do you have questions about your online store? #ecommerce (21 Jul 2010) Gardner, W. D., A. V. Mishonov, and M. J. Richardson Global POC concentrations from in-situ and satellite data. Deep-Sea Research II 53: Hyde, A Personal photos. Loeffler, C The state of wonder: what’s all this fuss about water? (23 Jul 2010) NASA Ocean Biology Processing Group Satellite observations of ocean color. SeaDAS Training Material; Goddard Space Flight Center, Greenbelt, Maryland.
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