Mapping Phytoplankton and Algal Blooms With a Novel Multisensor Water Index

被引:0
作者
Mishra, Vikash Kumar [1 ,2 ]
Mishra, Amit Kumar [1 ]
机构
[1] Univ Cape Town, Dept Elect Engn, ZA-7700 Cape Town, South Africa
[2] Galgotias Univ, Dept Comp Sci & Engn, Greater Noida 203201, India
关键词
Indexes; Lakes; Oceans; Phytoplankton; Sea surface; Feature extraction; Earth; Marine pollution; phytoplankton and algal bloom; water index; HULUN LAKE; CLASSIFICATION; NDWI;
D O I
10.1109/JSTARS.2024.3368199
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Multispectral satellite imageries (MSIs) are strong enough to delineate features of interest by suppressing others. The water index is a method applied to delineate the water features by combining the multispectral band images. This research proposes a novel index for extracting water features from multisensor MSIs named multisensor water index. The proposed index, along with existing indices, is applied on Landsat-8 OLI imageries, a comparative analysis is done, and it is found that the proposed index is outperforming with 99.77% accuracy. The proposed index was validated on other sensors, such as a series of Landsat (5, 7, 8, and 9), Sentinel-2, Resourcesat, and Modis satellite imagery, by mapping water features successfully. Furthermore, the proposed index maps marine pollution by discriminating phytoplankton and algal bloom from the water feature. It is observed that the increase in phytoplankton or algal bloom is the result of eutrophication. The blooming of phytoplankton and algae is on the surface of the water. Thus, it causes shading at the bottom of the marine ecosystem and negatively impacts the growth of seagrasses, dissolved oxygen levels, fish suffocation, water properties, and other bottom habitats. The three test sites, viz., lake Villarrica, lake Okeechobee, and the Atlantic Ocean, have been considered to study increasing phytoplankton and algal bloom. The proposed index successfully discriminates the phytoplankton and algal bloom from the water features.
引用
收藏
页码:5899 / 5910
页数:12
相关论文
共 50 条
[1]   Global mapping reveals increase in lacustrine algal blooms over the past decade [J].
Hou, Xuejiao ;
Feng, Lian ;
Dai, Yanhui ;
Hu, Chuanmin ;
Gibson, Luke ;
Tang, Jing ;
Lee, Zhongping ;
Wang, Ying ;
Cai, Xiaobin ;
Liu, Junguo ;
Zheng, Yi ;
Zheng, Chunmiao .
NATURE GEOSCIENCE, 2022, 15 (02) :130-+
[2]   Selective grazing of zooplankton on phytoplankton defines rapid algal succession and blooms in oceans [J].
Zheng, Yanlin ;
Gong, Xiang ;
Gao, Huiwang .
ECOLOGICAL MODELLING, 2022, 468
[3]   Remote sensing for mapping algal blooms in freshwater lakes: a review [J].
Silvia Beatriz Alves Rolim ;
Bijeesh Kozhikkodan Veettil ;
Antonio Pedro Vieiro ;
Anita Baldissera Kessler ;
Clóvis Gonzatti .
Environmental Science and Pollution Research, 2023, 30 :19602-19616
[4]   Remote sensing for mapping algal blooms in freshwater lakes: a review [J].
Rolim, Silvia Beatriz Alves ;
Veettil, Bijeesh Kozhikkodan ;
Vieiro, Antonio Pedro ;
Kessler, Anita Baldissera ;
Gonzatti, Clovis .
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2023, 30 (08) :19602-19616
[5]   Selection of water source for water transfer based on algal growth potential to prevent algal blooms [J].
Song, Yongjun ;
Qi, Jing ;
Deng, Le ;
Bai, Yaohui ;
Liu, Huijuan ;
Qu, Jiuhui .
JOURNAL OF ENVIRONMENTAL SCIENCES, 2021, 103 :246-254
[6]   Assessing risks of algal blooms in water transfer based on algal growth potential [J].
Xue, Liyang ;
Hu, Junjie ;
Wang, Zilong ;
Pei, Guofeng ;
Chen, Liguo .
ENVIRONMENTAL MONITORING AND ASSESSMENT, 2023, 195 (07)
[7]   The influence of winter water on phytoplankton blooms in the Chukchi Sea [J].
Lowry, Kate E. ;
Pickart, Robert S. ;
Mills, Matthew M. ;
Brown, Zachary W. ;
van Dijken, Gert L. ;
Bates, Nicholas R. ;
Arrigo, Kevin R. .
DEEP-SEA RESEARCH PART II-TOPICAL STUDIES IN OCEANOGRAPHY, 2015, 118 :53-72
[8]   Phytoplankton N2-fixation efficiency and its effect on harmful algal blooms [J].
Baker, Bryant C. ;
Wilson, Alan E. ;
Scott, J. Thad .
FRESHWATER SCIENCE, 2018, 37 (02) :264-275
[9]   A novel single-parameter approach for forecasting algal blooms [J].
Xiao, Xi ;
He, Junyu ;
Huang, Haomin ;
Miller, Todd R. ;
Christakos, George ;
Reichwaldt, Elke S. ;
Ghadouani, Anas ;
Lin, Shengpan ;
Xu, Xinhua ;
Shi, Jiyan .
WATER RESEARCH, 2017, 108 :222-231
[10]   Effects of Algal Blooms on Phytoplankton Composition and Hypoxia in Coastal Waters of the Northern Yellow Sea, China [J].
Sun, Xiaohong ;
Li, Zhao ;
Ding, Xueyan ;
Ji, Guanglei ;
Wang, Lei ;
Gao, Xiaotong ;
Chang, Qige ;
Zhu, Lixin .
FRONTIERS IN MARINE SCIENCE, 2022, 9