September 25, 2021
Journal Article

Optical classification of Lower Amazon waters based on in situ data and Sentinel-3 Ocean and Land Color Instrument imagery

Abstract

Optical water types (OWTs) were identified from an in situ data set of concomitant biogeochemical and optical parameters acquired in the Amazon River and its tributaries, in the Lower Amazon region, at different hydrological conditions from 2014-2017. A seasonal bio-optical characterization was performed. The k-means classification was applied to the in situ normalized reflectance spectra (r_n (?)), allowing the identification of four OWTs. An optical index method was also applied to the r_n (?) defining the thresholds of the OWTs. Next, level-3 Sentinel-3 Ocean and Land Colour Instrument images representative of the seasonal discharge conditions were classified using the identified in situ OWTs as reference. The differences between Amazon River and clearwater tributary OWTs were dependent on the hydrological dynamics of the Amazon River, also showing a strong seasonal variability. Each OWT was associated with a specific bio-optical and biogeochemical environment assessed from the corresponding absorption coefficient values of coloured dissolved organic matter (aCDOM) and particulate matter (ap), chlorophyll-a and suspended particulate matter (SPM) concentrations and, aCDOM/ap ratio. The rising water season presented a unique OWT with high SPM concentration and high relative contribution of ap to total absorption compared to the other OWTs. This bio-optical characterization of Lower Amazon River waters represents a first step for developing inversion models adjusted to the optical complexity of this region.

Published: September 25, 2021

Citation

Valerio A., M. Kampel, V. Vantrepotte, N.D. Ward, and J.E. Richey. 2021. Optical classification of Lower Amazon waters based on in situ data and Sentinel-3 Ocean and Land Color Instrument imagery. Remote Sensing 13, no. 16:3057. PNNL-SA-162771. doi:10.3390/rs13163057