Name
Title | ||
|---|---|---|
Remote Estimation of Chlorophyll-a in Inland Waters by a NIR-Red-Based Algorithm: Validation in Asian Lakes |
Abstract | ||
|---|---|---|
Satellite remote sensing is a highly useful tool for monitoring chlorophyll-a concentration (Chl-a) in water bodies. Remote sensing algorithms based on near-infrared-red (NIR-red) wavelengths have demonstrated great potential for retrieving Chl-a in inland waters. This study tested the performance of a recently developed NIR-red based algorithm, SAMO-LUT (Semi-Analytical Model Optimizing and Look-Up Tables), using an extensive dataset collected from five Asian lakes. Results demonstrated that Chl-a retrieved by the SAMO-LUT algorithm was strongly correlated with measured Chl-a (R-2 = 0.94), and the root-mean-square error (RMSE) and normalized root-mean-square error (NRMS) were 8.9 mg center dot m(-3) and 72.6%, respectively. However, the SAMO-LUT algorithm yielded large errors for sites where Chl-a was less than 10 mg center dot m(-3) (RMSE = 1.8 mg center dot m(-3) and NRMS = 217.9%). This was because differences in water-leaving radiances at the NIR-red wavelengths (i.e., 665 nm, 705 nm and 754 nm) used in the SAMO-LUT were too small due to low concentrations of water constituents. Using a blue-green algorithm (OC4E) instead of the SAMO-LUT for the waters with low constituent concentrations would have reduced the RMSE and NRMS to 1.0 mg center dot m(-3) and 16.0%, respectively. This indicates (1) the NIR-red algorithm does not work well when water constituent concentrations are relatively low; (2) different algorithms should be used in light of water constituent concentration; and thus (3) it is necessary to develop a classification method for selecting the appropriate algorithm. |
Year | DOI | Venue |
|---|---|---|
2014 | 10.3390/rs6043492 | REMOTE SENSING |
Keywords | DocType | Volume |
chlorophyll-a concentration,NIR-red algorithms,blue-green algorithms,Asian lakes,accuracy assessment | Journal | 6 |
Issue | Citations | PageRank |
4 | 8 | 0.97 |
References | Authors | |
5 | 6 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| gongliang yu | 1 | 8 | 0.97 |
| Wei Yang | 2 | 74 | 10.46 |
| Bunkei Matsushita | 3 | 68 | 9.80 |
| renhui li | 4 | 8 | 0.97 |
| Yoichi Oyama | 5 | 9 | 1.38 |
| Takehiko Fukushima | 6 | 40 | 7.43 |