%0 Journal Article
%9 ACL : Articles dans des revues avec comité de lecture répertoriées par l'AERES
%A Olivetti, D.
%A Cicerelli, R.
%A Martinez, Jean-Michel
%A Almeida, T.
%A Casari, R.
%A Borges, H.
%A Roig, H.
%T Comparing unmanned aerial multispectral and hyperspectral imagery for harmful algal bloom monitoring in artificial ponds used for fish farming
%D 2023
%L fdi:010090141
%G ENG
%J Drones
%K inland water ; remote sensing ; UAV ; remotely piloted aircraft (RPA) ; drone ; Parrot Sequoia ; Headwall Nano-Hyperspec ; chlorophyll-a ; cyanobacteria ; CyanoHABs
%K BRESIL
%M ISI:001038068400001
%N 7
%P 410 [26 ]
%R 10.3390/drones7070410
%U https://www.documentation.ird.fr/hor/fdi:010090141
%> https://horizon.documentation.ird.fr/exl-doc/pleins_textes/2023-10/010090141.pdf
%V 7
%W Horizon (IRD)
%X This work aimed to assess the potential of unmanned aerial vehicle (UAV) multi- and hyper-spectral platforms to estimate chlorophyll-a (Chl-a) and cyanobacteria in experimental fishponds in Brazil. In addition to spectral resolutions, the tested platforms differ in the price, payload, imaging system, and processing. Hyperspectral airborne surveys were conducted using a push-broom system 276-band Headwall Nano-Hyperspec camera onboard a DJI Matrice 600 UAV. Multispectral airborne surveys were conducted using a global shutter-frame 4-band Parrot Sequoia camera onboard a DJI Phantom 4 UAV. Water quality field measurements were acquired using a portable fluorometer and laboratory analysis. The concentration ranged from 14.3 to 290.7 & mu;g/L and from 0 to 112.5 & mu;g/L for Chl-a and cyanobacteria, respectively. Forty-one Chl-a and cyanobacteria bio-optical retrieval models were tested. The UAV hyperspectral image achieved robust Chl-a and cyanobacteria assessments, with RMSE values of 32.8 and 12.1 & mu;g/L, respectively. Multispectral images achieved Chl-a and cyanobacteria retrieval with RMSE values of 47.6 and 35.1 & mu;g/L, respectively, efficiently mapping the broad Chl-a concentration classes. Hyperspectral platforms are ideal for the robust monitoring of Chl-a and CyanoHABs; however, the integrated platform has a high cost. More accessible multispectral platforms may represent a trade-off between the mapping efficiency and the deployment costs, provided that the multispectral cameras offer narrow spectral bands in the 660-690 nm and 700-730 nm ranges for Chl-a and in the 600-625 nm and 700-730 nm spectral ranges for cyanobacteria.
%$ 126 ; 020 ; 040