Earth observation for monitoring and mapping of cyanobacteria blooms. Case studies on five Italian lakes

被引:24
作者
Bresciani, Mariano [1 ]
Giardino, Claudia [1 ]
Lauceri, Rosaria [2 ]
Matta, Erica [1 ]
Cazzaniga, Ilaria [1 ,3 ]
Pinardi, Monica [1 ]
Lami, Andrea [2 ]
Austoni, Martina [2 ]
Viaggiu, Emanuela [4 ]
Congestri, Roberta [4 ]
Morabito, Giuseppe [2 ]
机构
[1] Natl Res Council Italy, Inst Electromagnet Sensing Environm, Opt Sensing Grp, Via Bassini 15, I-20133 Milan, Italy
[2] Natl Res Council Italy, Inst Study Ecosyst, Largo Tonolli 50-52, I-28922 Verbania, Italy
[3] Univ Milano Bicocca, Remote Sensing Environm Dynam Lab DISAT, Piazza Sci 1, I-20126 Milan, Italy
[4] Univ Roma Tor Vergata, Dept Biol, Rome, Italy
关键词
Remote Sensing; monitoring; chlorophyll-a; lakes; hyperspectral; CHLOROPHYLL-A CONCENTRATION; TURBID PRODUCTIVE WATERS; HARMFUL ALGAL BLOOMS; PLANKTOTHRIX-RUBESCENS; CLIMATE-CHANGE; REMOTE ESTIMATION; ABSORPTION-COEFFICIENT; AQUATIC ECOSYSTEMS; SATELLITE SENSORS; GLOBAL EXPANSION;
D O I
10.4081/jlimnol.2016.1565
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Cyanobacterial blooms occur in many parts of the world as a result of entirely natural causes or human activity. Due to their negative effects on water resources, efforts are made to monitor cyanobacteria dynamics. This study discusses the contribution of remote sensing methods for mapping cyanobacterial blooms in lakes in northern Italy. Semi-empirical approaches were used to flag scum and cyanobacteria and spectral inversion of bio-optical models was adopted to retrieve chlorophyll-a (Chl-a) concentrations. Landsat-8 OLI data provided us both the spatial distribution of Chl-a concentrations in a small eutrophic lake and the patchy distribution of scum in Lake Como. ENVISAT MERIS time series collected from 2003 to 2011 enabled the identification of dates when cyanobacterial blooms affected water quality in three small meso-eutrophic lakes in the same region. On average, algal blooms occurred in the three lakes for about 5 days a year, typically in late summer and early autumn. A suite of hyperspectral sensors on air-and space-borne platforms was used to map Chl-a concentrations in the productive waters of the Mantua lakes, finding values in the range of 20 to 100 mgm(-3). The present findings were obtained by applying state of the art of methods applied to remote sensing data. Further research will focus on improving the accuracy of cyanobacteria mapping and adapting the algorithms to the new-generation of satellite sensors.
引用
收藏
页码:127 / 139
页数:13
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