Monitoring cyanobacteria-dominant algal blooms in eutrophicated Taihu Lake in China with synthetic aperture radar images

被引:18
|
作者
Wang Ganlin [1 ,2 ,3 ]
Li Junsheng [2 ]
Zhang Bing [2 ]
Shen Qian [2 ]
Zhang Fangfang [2 ]
机构
[1] E China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200062, Peoples R China
[2] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
[3] Shanghai Ocean Univ, Coll Informat Technol, Shanghai 201306, Peoples R China
来源
CHINESE JOURNAL OF OCEANOLOGY AND LIMNOLOGY | 2015年 / 33卷 / 01期
基金
国家高技术研究发展计划(863计划);
关键词
synthetic aperture radar (SAR); Taihu Lake; cyanobacteria; algal blooms; support vector machine; OCEANIC FEATURES;
D O I
10.1007/s00343-015-4019-8
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Monitoring algal blooms by optical remote sensing is limited by cloud cover. In this study, synthetic aperture radar (SAR) was deployed with the aim of monitoring cyanobacteria-dominant algal blooms in Taihu Lake in cloudy weather. The study shows that dark regions in the SAR images caused by cyanobacterial blooms damped the microwave backscatter of the lake surface and were consistent with the regions of algal blooms in quasi-synchronous optical images, confirming the applicability of SAR for detection of surface blooms. Low backscatter may also be associated with other factors such as low wind speeds, resulting in interference when monitoring algal blooms using SAR data alone. After feature extraction and selection, the dark regions were classified by the support vector machine method with an overall accuracy of 67.74%. SAR can provide a reference point for monitoring cyanobacterial blooms in the lake, particularly when weather is not suitable for optical remote sensing. Multi-polarization and multi-band SAR can be considered for use in the future to obtain more accurate information regarding algal blooms from SAR data.
引用
收藏
页码:139 / 148
页数:10
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