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Article

Comparative Study of In Situ Chlorophyll-a Measuring Methods and Remote Sensing Techniques Focusing on Different Applied Algorithms in an Inland Lake

1
Institute of Environmental Science, Hungarian University of Agriculture and Life Sciences, Páter Károly utca 1, 2100 Gödöllő, Hungary
2
K-Konstrukt Kft, Fő utca 15-17, 8600 Siófok, Hungary
*
Author to whom correspondence should be addressed.
Water 2024, 16(15), 2104; https://doi.org/10.3390/w16152104
Submission received: 20 June 2024 / Revised: 21 July 2024 / Accepted: 22 July 2024 / Published: 25 July 2024

Abstract

Water conservation efforts and studies receive special attention, versatile and constantly developing remote sensing methods especially so. The quality and quantity of algae fundamentally influence the ecosystems of water bodies. Inland lakes are less-frequently studied despite their essential ecological role compared to ocean and sea waters. One of the reasons for this is the small-scale surface extension, which poses challenges during satellite remote sensing. In this study, we investigated the correlations between remote-sensing- (via Seninel-2 satellite) and laboratory-based results in different chlorophyll-a concentration ranges. In the case of low chlorophyll-a concentrations, the measured values were between 15 µg L−1 and 35 µg L−1. In the case of medium chlorophyll-a concentrations, the measured values ranged between 35 and 80 µg L−1. During high chlorophyll-a concentrations, the results were higher than 80 µg L−1. Finally, under extreme environmental conditions (algal bloom), the values were higher than 180 µg L−1. We also studied the accuracy and correlation and the different algorithms applied through the Acolite (20231023.0) processing software. The chl_re_mishra algorithm of the Acolite software gave the highest correlation. The strong positive correlations prove the applicability of the Sentinel-2 images and the Acolite software in the indication of chlorophyll-a. Because of the high CDOM concentration of Lake Naplás, the blue–green band ratio underestimated the concentration of chlorophyll-a. In summer, higher chlorophyll-a was detected in both laboratory and satellite investigations. In the case of extremely high chlorophyll-a concentrations, it is significantly underestimated by satellite remote sensing. This study proved the applicability of remote sensing to detect chlorophyll-a content but also pointed out the current limitations, thus assigning future development and research directions.
Keywords: water quality; remote sensing; in-situ measurement; chlorophyll-a; Sentinel-2 water quality; remote sensing; in-situ measurement; chlorophyll-a; Sentinel-2

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MDPI and ACS Style

Grósz, J.; Tóth, V.Z.; Waltner, I.; Vekerdy, Z.; Halupka, G. Comparative Study of In Situ Chlorophyll-a Measuring Methods and Remote Sensing Techniques Focusing on Different Applied Algorithms in an Inland Lake. Water 2024, 16, 2104. https://doi.org/10.3390/w16152104

AMA Style

Grósz J, Tóth VZ, Waltner I, Vekerdy Z, Halupka G. Comparative Study of In Situ Chlorophyll-a Measuring Methods and Remote Sensing Techniques Focusing on Different Applied Algorithms in an Inland Lake. Water. 2024; 16(15):2104. https://doi.org/10.3390/w16152104

Chicago/Turabian Style

Grósz, János, Veronika Zsófia Tóth, István Waltner, Zoltán Vekerdy, and Gábor Halupka. 2024. "Comparative Study of In Situ Chlorophyll-a Measuring Methods and Remote Sensing Techniques Focusing on Different Applied Algorithms in an Inland Lake" Water 16, no. 15: 2104. https://doi.org/10.3390/w16152104

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