Determination of chlorophyll concentration changes in Lake Garda using an image-based radiative transfer code for Landsat TM images

被引:114
作者
Brivio, PA [1 ]
Giardino, C [1 ]
Zilioli, E [1 ]
机构
[1] CNR, Telerilevamento IRRS, I-20133 Milan, Italy
关键词
D O I
10.1080/014311601450059
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The distribution of phytoplankton chlorophyll concentration in Lake Garda (Italy) was estimated using Landsat Thematic Mapper (TM) data acquired at two different times, February 1992 and March 1993. To investigate the water-leaving radiance adequately, the contribution of the atmospheric path radiance reaching the sensor should be removed. In this work a completely image-based atmospheric correction method was applied by means of an inversion technique based on a simplified radiative transfer code (RTC). A semi-empirical approach of relating atmospherically corrected TM spectral reflectances to in situ measurements through regression analysis was used. Limnological parameters were measured near to the TM images dates; some of the in situ measurements were used to define algorithms relating chlorophyll concentration measurements to water surface reflectance and the others too were used to validate the results of the predictive model. The models developed, which performed better (r(2) = 0.818) when concentrations were higher than > 3.0 mg m(-3), were used to map chlorophyll concentration throughout the lake. Spatial distribution maps of chlorophyll concentration and concentration changes were produced with contour intervals of 1 mg m(-3).
引用
收藏
页码:487 / 502
页数:16
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