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
[31]   A novel method for characterizing harmful algal blooms in the Persian Gulf using MODIS measurements [J].
Ghanea, Mohsen ;
Moradi, Masoud ;
Kabiri, Keivan .
ADVANCES IN SPACE RESEARCH, 2016, 58 (07) :1348-1361
[32]   Performance of the Phytoplankton Index for Lakes (IPLAC): A multimetric phytoplankton index to assess the ecological status of water bodies in France [J].
Laplace-Treyture, Christophe ;
Feret, Thibaut .
ECOLOGICAL INDICATORS, 2016, 69 :686-698
[33]   Phytoplankton as index of water quality with reference to industrial pollution [J].
Shekhar, T. R. Shashi ;
Kiran, B. R. ;
Puttaiah, E. T. ;
Shivaraj, Y. ;
Mahadevan, K. M. .
JOURNAL OF ENVIRONMENTAL BIOLOGY, 2008, 29 (02) :233-236
[34]   Response of phytoplankton assemblages to variations in environmental parameters in a subtropical bay (Chabahar Bay, Iran): Harmful algal blooms and coastal hypoxia [J].
Ershadifar, Hamid ;
Koochaknejad, Emad ;
Ghazilou, Amir ;
Kor, Kamalodin ;
Negarestan, Hossein ;
Baskaleh, Gholamrasoul .
REGIONAL STUDIES IN MARINE SCIENCE, 2020, 39
[35]   Dynamics of small-sized Cladocera and their algal diet in lake with toxic cyanobacterial water blooms [J].
Solis, Michal ;
Pawlik-Skowronska, Barbara ;
Adamczuk, Malgorzata ;
Kalinowska, Renata .
ANNALES DE LIMNOLOGIE-INTERNATIONAL JOURNAL OF LIMNOLOGY, 2018, 54
[36]   Eutrophication and algal blooms in channel type reservoirs: A novel enclosure experiment by changing light intensity [J].
Cao, Chengjin ;
Zheng, Binghui ;
Chen, Zhenlou ;
Huang, Minsheng ;
Zhang, Jialei .
JOURNAL OF ENVIRONMENTAL SCIENCES, 2011, 23 (10) :1660-1670
[37]   Assessing ecological water quality of freshwaters: PhyCoI-a new phytoplankton community Index [J].
Katsiapi, Matina ;
Moustaka-Gouni, Maria ;
Sommer, Ulrich .
ECOLOGICAL INFORMATICS, 2016, 31 :22-29
[38]   A New Spectral Index for Mapping Water Surfaces in Urban Contexts [J].
Justiniano, Eduardo Felix ;
Kawakubo, Fernando Shinji ;
dos Santos Jr, Edimilson Rodrigues ;
de Melo, Breno Malheiros ;
Menezes, Gustavo Paixao ;
Fantin, Marcel ;
Pedrassoli, Julio Cesar ;
Martines, Marcos Roberto ;
Morato, Rubia Gomes .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2025, 18 :11358-11369
[39]   Spring phytoplankton blooms in the Northern Satsunan region, Japan, stimulated by the intrusion of Kuroshio Branch water [J].
Komorita, Tomohiro ;
Kobari, Toru ;
Kume, Gen ;
Sawada, Daiki ;
Nagata, Takuya ;
Habano, Akimasa ;
Arita, Yoichi ;
Makino, Fumihiro ;
Ichinomiya, Mutsuo .
ESTUARINE COASTAL AND SHELF SCIENCE, 2021, 259
[40]   Differentiation of Algal Blooms and Aquatic Vegetation in Chinese Lakes Using Modified Vegetation Presence Frequency Index Method [J].
Pu Jing ;
Song Kaishan ;
Liu Ge ;
Wen Zhidan ;
Fang Chong ;
Hou Junbing ;
Lv Yunfeng .
CHINESE GEOGRAPHICAL SCIENCE, 2022, 32 (05) :792-807