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
[41]   Multispectral control of water bodies for biological diversity with the index of phytoplankton [J].
Martsenyuk, Vasyl ;
Petruk, V. G. ;
Kvaternyuk, S. M. ;
Pohrebennyk, V. D. ;
Bezusiak, Y. I. ;
Petruk, R. V. ;
Klos-Witkowska, A. .
2016 16TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS), 2016, :988-993
[42]   Mitigating the effects of high biomass algal blooms on the drinking water intakes of the city of Buenos Aires, Argentina [J].
Silva, Cristina P. ;
Marti, Clelia L. ;
Imberger, Joerg .
JOURNAL OF HYDRAULIC RESEARCH, 2014, 52 (05) :705-719
[43]   Urban Lakes, South Tangerang City Based on Water Quality Index and Phytoplankton Composition as Bioindicator [J].
Assuyuti, Yayan Mardiansyah ;
Wicaksono, Ahmad Zulfikar ;
Dasumiati, Dasumiati ;
Hidayah, Khohirul ;
Ramadhan, Firdaus ;
Rijaluddin, Alfan Farhan ;
Haribowo, Dinda Rama .
AQUATIC SCIENCES AND ENGINEERING, 2023, 38 (04) :194-204
[44]   Developing Superfine Water Index (SWI) for Global Water Cover Mapping Using MODIS Data [J].
Sharma, Ram C. ;
Tateishi, Ryutaro ;
Hara, Keitarou ;
Luong Viet Nguyen .
REMOTE SENSING, 2015, 7 (10) :13807-13841
[45]   Untangling the coupling effect of water quality and quantity on lake algal blooms in Lake Hulun from a dual perspective of remote sensing and sediment cores [J].
Zhang, Hao ;
Li, Yu ;
Yao, Bo ;
Huang, Yuqi ;
Wang, Shengrui ;
Ni, Shouqing .
JOURNAL OF HYDROLOGY, 2024, 645
[46]   The assessment of water quality in the Lower Lujan River (Buenos Aires, Argentina): phytoplankton and algal bioassays [J].
O'Farrell, I ;
Lombardo, RJ ;
Pinto, PD ;
Loez, C .
ENVIRONMENTAL POLLUTION, 2002, 120 (02) :207-218
[47]   Correlation Between Algal Species Diversity Index and Phytoplankton Community Biomass in a Mesotrophic Lake (West Siberia, Russia) [J].
Ermolaev, V. I. .
CONTEMPORARY PROBLEMS OF ECOLOGY, 2009, 2 (04) :388-391
[48]   A Novel Water Change Tracking Algorithm for Dynamic Mapping of Inland Water Using Time-Series Remote Sensing Imagery [J].
Chen, Xidong ;
Liu, Liangyun ;
Zhang, Xiao ;
Xie, Shuai ;
Lei, Liping .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2020, 13 :1661-1674
[49]   Correlation between algal species diversity index and phytoplankton community biomass in a mesotrophic lake (West Siberia, Russia) [J].
V. I. Ermolaev .
Contemporary Problems of Ecology, 2009, 2 :388-391
[50]   Recovery of Water Quality and Detection of Algal Blooms in Lake Villarrica through Landsat Satellite Images and Monitoring Data [J].
Rodriguez-Lopez, Lien ;
Duran-Llacer, Iongel ;
Alvarez, Lisandra Bravo ;
Lami, Andrea ;
Urrutia, Roberto .
REMOTE SENSING, 2023, 15 (07)