Recent advancements in developing small satellites known as CubeSats provide an increasingly viable means of characterizing the dynamics of inland and nearshore waters with an unprecedented combination of high revisits (< 1 day) with a high spatial resolution (meter-scale). Estimation of water quality parameters can benefit from the very high spatiotemporal resolution of CubeSat imagery for monitoring subtle variations and identification of hazardous events like algal blooms. In this study, we present the first study on retrieving lake chlorophyll-a (Chl-a) concentration and detecting algal blooms using imagery acquired by the PlanetScope constellation which is currently the most prominent source of CubeSat data. Moreover, the concentration of total suspended matter (TSM) is retrieved that is an indicator of turbidity. The retrievals are based upon inverting the radiative transfer model. The low spectral resolution (four bands) of PlanetScope imagery poses challenges for such a physics-based inversion due to spectral ambiguities in optically-complex waters like inland waters. To deal with this issue, the number of variable parameters is minimized through inverse modeling. Given the significance of having high-quality water-leaving reflectance for physics-based models, a variable parameter (gdd) is considered to compensate for the atmospheric and sun-glint artifacts. The results compared to the in-situ data indicate high potentials of PlanetScope imagery in retrieving water quality parameters and detection of algal blooms in our case study (Lake Trasimeno, Italy).

Water quality retrieval and algal bloom detection using highresolution cubesat imagery / Niroumand-Jadidi, M.; Bovolo, F.. - ELETTRONICO. - 5:3(2021), pp. 191-195. (Intervento presentato al convegno 24th ISPRS Congress on Imaging today, foreseeing tomorrow, Commission III tenutosi a fra nel 2021) [10.5194/isprs-annals-V-3-2021-191-2021].

Water quality retrieval and algal bloom detection using highresolution cubesat imagery

Niroumand-Jadidi M.;Bovolo F.
2021-01-01

Abstract

Recent advancements in developing small satellites known as CubeSats provide an increasingly viable means of characterizing the dynamics of inland and nearshore waters with an unprecedented combination of high revisits (< 1 day) with a high spatial resolution (meter-scale). Estimation of water quality parameters can benefit from the very high spatiotemporal resolution of CubeSat imagery for monitoring subtle variations and identification of hazardous events like algal blooms. In this study, we present the first study on retrieving lake chlorophyll-a (Chl-a) concentration and detecting algal blooms using imagery acquired by the PlanetScope constellation which is currently the most prominent source of CubeSat data. Moreover, the concentration of total suspended matter (TSM) is retrieved that is an indicator of turbidity. The retrievals are based upon inverting the radiative transfer model. The low spectral resolution (four bands) of PlanetScope imagery poses challenges for such a physics-based inversion due to spectral ambiguities in optically-complex waters like inland waters. To deal with this issue, the number of variable parameters is minimized through inverse modeling. Given the significance of having high-quality water-leaving reflectance for physics-based models, a variable parameter (gdd) is considered to compensate for the atmospheric and sun-glint artifacts. The results compared to the in-situ data indicate high potentials of PlanetScope imagery in retrieving water quality parameters and detection of algal blooms in our case study (Lake Trasimeno, Italy).
2021
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
germany
Copernicus GmbH
Niroumand-Jadidi, M.; Bovolo, F.
Water quality retrieval and algal bloom detection using highresolution cubesat imagery / Niroumand-Jadidi, M.; Bovolo, F.. - ELETTRONICO. - 5:3(2021), pp. 191-195. (Intervento presentato al convegno 24th ISPRS Congress on Imaging today, foreseeing tomorrow, Commission III tenutosi a fra nel 2021) [10.5194/isprs-annals-V-3-2021-191-2021].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/323005
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