Article information
2018 , Volume 23, ¹ 4, p.65-82
Kirillov V.V., Kovalevskaya N.M., Pavlov V.E., Kotovshchikov A.V., Semchukov A.N., Pechkin A.S., Skorospekhova T.V., Khvorova L.A., Kolisnichenko N.A., Myshlyakov S.G., Skachkova A.S.
Investigation for dynamics of water quality parameters in the Kara Sea and the adjacent Kara Sea shelf on the basis of archive and time-sensitive satellite observations
Ship and time-sensitive satellite (RapidEye, Terra/ASTER, Landsat-8) data of 2015 are used for analysis. Depth Delft3D-maps is a tool for preliminary analysis. Statistical relationships (determination coefficient changes from 0.92 to 0.99) between optically active substance concentrations and apparent optical properties are revealed. The relationships show optical complexity of the studied area waters and necessity to use the bands (CoastalBlue, Green, RedEdge) for detailed monitoring of phytoplankton and yellow matter in the Kara Sea bays. Fuzzy cluster analysis of water reflectance was applied for MERIS/ENVISAT data (2003-2011). On this basis, classes of optically complex surface waters of the study area were obtained. By the help of neural network modelling, the dynamics of concentrations of optically active constituents is presented for almost a decade. Characteristics of the relative stability of processes associated with chlorophyll, suspended matter and dissolved organic matter as well as spatial details of the estuary front zone were found. Regular satellite data of high resolution and development of the presented methods are necessary for further monitoring of arctic water quality.
[full text] Keywords: satellite data, fuzzy clustering, phytoplankton, yellow matter, total suspended matter, modelling of water quality parameter, optically complex waters
doi: 10.25743/ICT.2018.23.16491
Author(s): Kirillov Vladimir Viktorovich PhD. , Associate Professor Position: Head of Laboratory Office: Institute for water and environmental problems SB RAS Address: 656038, Russia, Barnaul, 1, Molodezhnaya St.
Phone Office: (3852) 24 02 14 E-mail: vkirillov@iwep.ru Kovalevskaya NelleyM. PhD. , Associate Professor Position: Senior Research Scientist Office: Institute for water and environmental problems SB RAS Address: 665038, Russia, Barnaul, Molodezhnaya St.,1
Phone Office: (3852) 66 65 01 E-mail: knm@iwep.asu.ru Pavlov Vladimir Evgenyevich Dr. , Professor Position: General Scientist Office: Institute for Water and Environmental Problems, Siberian Branch of the Russian Academy of Sciences Address: 656038, Russia, Barnaul, 1,Molodyoznaya St
E-mail: pavlov@iwep.ru Kotovshchikov Anton Viktorovich Office: Institute for Water Environmental Problems SB RAS Address: 656038, Russia, Barnaul, 1,Molodyoznaya St
Semchukov A N Address: Russia, Novosibirsk, Barnaul, 1,Molodyoznaya St
Pechkin Alexander Sergeevich Office: Arctic Research Center of the Yamal-Nenets Autonomous District Address: 629008, Russia, Salekhard, 1,Molodyoznaya St
Skorospekhova Tatiana Victorovna Office: Arctic and Antarctic Research Institute Address: 199397, Russia, St-Petersburg, 1,Molodyoznaya St
Khvorova Lyubov Anatolievna Office: Altai State University Address: Russia, Barnaul, St-Petersburg, 1,Molodyoznaya St
Kolisnichenko Nadezhda Alexandrovna Office: Altai State University Address: Russia, Barnaul, St-Petersburg, 1,Molodyoznaya St
Myshlyakov Sergey Gennadievich Office: Sovzond Company Ltd Address: 656038, Russia, Moscow, 1,Molodyoznaya St
Skachkova Aleksandra Sergeevna Office: Sovzond Company Ltd Address: Russia, Moscow, Moscow, 1,Molodyoznaya St
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Bibliography link: Kirillov V.V., Kovalevskaya N.M., Pavlov V.E., Kotovshchikov A.V., Semchukov A.N., Pechkin A.S., Skorospekhova T.V., Khvorova L.A., Kolisnichenko N.A., Myshlyakov S.G., Skachkova A.S. Investigation for dynamics of water quality parameters in the Kara Sea and the adjacent Kara Sea shelf on the basis of archive and time-sensitive satellite observations // Computational technologies. 2018. V. 23. ¹ 4. P. 65-82
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