Title :
Empirical Relationships for Monitoring Water Quality of Lakes and Reservoirs Through Multispectral Images
Author :
Dona, Carolina ; Sanchez, Jose Manuel ; Caselles, Vicent ; Dominguez, Jose Antonio ; Camacho, Antonio
Author_Institution :
Dept. of Earth Phys. & Thermodynamics, Univ. of Valencia, Valencia, Spain
Abstract :
Remote sensing techniques can be used to estimate water quality variables such as chlorophyllmbi a, total suspended particles, and water transparency. This paper describes empirical algorithms for the estimation of these variables using Landsat Thematic Mapper (TM) data. Ground data were taken from several Spanish lakes covering a variety of trophic statuses, ranging from oligotrophic to hypereutrophic. The studied lakes were the Albufera de Valencia and lakes and ponds of the Southeast Regional Park in Madrid. Empirical equations were obtained to estimate chlorophyllmbi a from the ratio in reflectance values between bands 2 and 4 of TM ( R2mmb = 0.66, plt 0.001), transparency [Secchi disk (SD)] from reflectance in band 2 ( R2mmb = 0.80, pbf lt 0.001), and total suspended particles from reflectance in band 4 ( R2 mmb = 0.92, plt 0.001). The spectral equivalence between TM and the recent satellite Deimos-1 was also tested. By applying the proposed algorithms to this new sensor, the temporal resolution is improved by up to 3 days, which increases spatial resolution to 22 m. The algorithms were validated using three Deimos-1 scenes of the Albufera de Valencia together with ground measurements. Results of this validation showed root-mean-square errors (RMSEs) of 40nbspmg·mmmb-3 for Chl-mbi a (data range: 32mmb - 238nbspmg·m-3), 10nbspmg·Lmmb -1 for total suspended solid (TSS) (data range: 25mmb -89nbspmg·Lmmb -1), and 0.10 m for SD (data range: 0.17-0.40 m). In any case, these results show the potential of Deimos-1 as a substitute of TM in water quality monitoring in small/medium water bodies, providing continuity to three decades of TM imagery.
Keywords :
lakes; remote sensing; water quality; Albufera de Valencia; Deimos-1 satellite; Deimos-1 scenes; Landsat Thematic Mapper data; Madrid; Southeast Regional Park; Spanish lakes; chlorophyll a; empirical equations; ground data; hypereutrophic; lake water quality monitoring; multispectral images; oligotrophic; remote sensing techniques; reservoir water quality monitoring; root-mean-square errors; total suspended particles; total suspended solid; trophic statuses; water quality variables; water transparency; Algorithm design and analysis; Earth; Lakes; Monitoring; Remote sensing; Satellites; Spatial resolution; Albufera de Valencia; Deimos-1; Thematic Mapper (TM); lakes; reservoirs; trophic status;
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
DOI :
10.1109/JSTARS.2014.2301295