Robust remote sensing algorithms to derive the diffuse attenuation coefficient for lakes and coastal waters. (18th May 2015)
- Record Type:
- Journal Article
- Title:
- Robust remote sensing algorithms to derive the diffuse attenuation coefficient for lakes and coastal waters. (18th May 2015)
- Main Title:
- Robust remote sensing algorithms to derive the diffuse attenuation coefficient for lakes and coastal waters
- Authors:
- Alikas, Krista
Kratzer, Susanne
Reinart, Anu
Kauer, Tuuli
Paavel, Birgot - Abstract:
- <abstract abstract-type="main"> <title>Abstract</title> <p>In this study, empirical and semianalytical algorithms are developed and compared for optically complex waters to retrieve the diffuse attenuation coefficient of downwelling irradiance (<italic>K<sub>d</sub></italic>(λ)) from satellite data. In the first approach, a band ratio algorithm was used. Various sets of MERIS band ratios were tested to achieve the best estimates for <italic>K<sub>d</sub></italic>(490) based on the in situ dataset which was measured in Nordic lakes (oligotrophic to eutrophic conditions). In the second approach, <italic>K<sub>d</sub></italic>(490) was expressed as a function of inherent optical properties which were retrieved from MERIS standard products. The algorithms from both approaches were tested against an independent data set and validated in optically complex coastal waters in the Baltic Sea and in Nordic lakes with high concentrations of coloured dissolved organic matter (0.3 &lt; <italic>a</italic><sub>cdom</sub>(442) m<sup>−1</sup> &lt; 4.5), chlorophyll <italic>a</italic> (Chl <italic>a</italic>) (0.7 &lt; <italic>C</italic><sub>Chl</sub><italic><sub>a</sub></italic>(mg m<sup>−3</sup>) &lt; 67.5) and total suspended matter (TSM) (0.5 &lt; <italic>C</italic><sub>TSM</sub>(g m<sup>−3</sup>) &lt; 26.4). MERIS‐derived <italic>K<sub>d</sub></italic>(490) values showed reliable estimates in case of both methods. The results indicate that for band ratio algorithms, the root mean square<abstract abstract-type="main"> <title>Abstract</title> <p>In this study, empirical and semianalytical algorithms are developed and compared for optically complex waters to retrieve the diffuse attenuation coefficient of downwelling irradiance (<italic>K<sub>d</sub></italic>(λ)) from satellite data. In the first approach, a band ratio algorithm was used. Various sets of MERIS band ratios were tested to achieve the best estimates for <italic>K<sub>d</sub></italic>(490) based on the in situ dataset which was measured in Nordic lakes (oligotrophic to eutrophic conditions). In the second approach, <italic>K<sub>d</sub></italic>(490) was expressed as a function of inherent optical properties which were retrieved from MERIS standard products. The algorithms from both approaches were tested against an independent data set and validated in optically complex coastal waters in the Baltic Sea and in Nordic lakes with high concentrations of coloured dissolved organic matter (0.3 &lt; <italic>a</italic><sub>cdom</sub>(442) m<sup>−1</sup> &lt; 4.5), chlorophyll <italic>a</italic> (Chl <italic>a</italic>) (0.7 &lt; <italic>C</italic><sub>Chl</sub><italic><sub>a</sub></italic>(mg m<sup>−3</sup>) &lt; 67.5) and total suspended matter (TSM) (0.5 &lt; <italic>C</italic><sub>TSM</sub>(g m<sup>−3</sup>) &lt; 26.4). MERIS‐derived <italic>K<sub>d</sub></italic>(490) values showed reliable estimates in case of both methods. The results indicate that for band ratio algorithms, the root mean square error (RMSE) decreases and the coefficient of determination (<italic>R</italic><sup>2</sup>) increases when using longer wavelengths in the visible spectrum as a reference band. It was found that the best estimates were retrieved from MERIS data when using the ratio of <italic>R<sub>rs</sub></italic>(490)/<italic>R<sub>rs</sub></italic>(709) for coastal waters (<italic>K<sub>d</sub></italic>(490) &lt; 2.5 m<sup>−1</sup>) and the ratio <italic>R<sub>rs</sub></italic>(560)/<italic>R<sub>rs</sub></italic>(709) for more turbid inland waters (<italic>K<sub>d</sub></italic>(490) &gt; 2.5 m<sup>−1</sup>). As a result, a combined band ratio algorithm was developed, which provides a promising approach (<italic>R</italic><sup>2</sup> = 0.98, RMSE=17%, <italic>N</italic> = 34, <italic>p</italic> &lt; 0.05) for estimating <italic>K<sub>d</sub></italic>(490) over a wide range of values (0.3–6.1 m<sup>−1</sup>).</p> </abstract> … (more)
- Is Part Of:
- Limnology and oceanography, methods. Volume 13:Number 8(2015:Aug.)
- Journal:
- Limnology and oceanography, methods
- Issue:
- Volume 13:Number 8(2015:Aug.)
- Issue Display:
- Volume 13, Issue 8 (2015)
- Year:
- 2015
- Volume:
- 13
- Issue:
- 8
- Issue Sort Value:
- 2015-0013-0008-0000
- Page Start:
- 402
- Page End:
- 415
- Publication Date:
- 2015-05-18
- Subjects:
- Limnology -- Methodology -- Periodicals
Oceanography -- Methodology -- Periodicals
551.48 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1541-5856 ↗
http://www.aslo.org/lomethods ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/lom3.10033 ↗
- Languages:
- English
- ISSNs:
- 1541-5856
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 3349.xml