Comparison of retrieved chlorophyll a concentration from MODIS-Aqua spectroradiometer with the results of measurements in the coastal waters of the Black Sea near Sevastopol Preliminary version

Main Article Content

E. Yu. Skorokhod

http://orcid.org/0000-0002-3057-3964

https://elibrary.ru/author_items.asp?id=1034485

T. V. Efimova

https://elibrary.ru/author_items.asp?id=766926

N. A. Moiseeva

https://orcid.org/0000-0003-1356-7981

https://elibrary.ru/author_items.asp?id=959717

E. A. Zemlianskaia

http://orcid.org/0000-0003-1360-6581

https://elibrary.ru/author_items.asp?id=1041728

T. Ya. Churilova

http://orcid.org/0000-0002-0045-7284

https://elibrary.ru/author_items.asp?id=888565

Abstract

The results of the compression of the values of the standard satellite product “Chlorophyll a Concentration” recovered according to the MODIS-Aqua satellite with the results of field measurements in the coastal waters of the Black Sea near Sevastopol from 2009 to 2019 as a part of regular bio-optical monitoring have been presented. Differences between seasons in the nature of the error of the standard satellite product “Chlorophyll a Concentration” using the standard NASA algorithm were established: in the spring, a significant underestimation of the standard satellite product “Chlorophyll a Concentration” (up to 2.1 times) at high chlorophyll a concentrations was noted according to the results of the full-scale measurements, and in summer a significant overestimation (up to 3.8 times) at low concentrations was noted. Throughout the year, depending on the season, the error in determining the standard satellite product “Chlorophyll a Concentration” on average varied from ±24 % to ±51 %. To increase the accuracy of determining the chlorophyll a concentration with remote sensing, it is necessary to use a regional approach.

Article Details

SkorokhodE. Y., EfimovaT. V., MoiseevaN. A., ZemlianskaiaE. A., ChurilovaT. Y. Comparison of retrieved chlorophyll a concentration from MODIS-Aqua spectroradiometer with the results of measurements in the coastal waters of the Black Sea near Sevastopol. Marine Biological Journal, 2019, vol. 4, no. 4, pp. 53-61. doi: 10.21072/mbj.2019.04.4.05
Keywords:
chlorophyll a, remote sensing, standard satellite product, MODIS-Aqua, coastal waters, Black Sea
Section
Scientific communications

References

Ефимова Т.В., Чурилова Т.Я., Моисеева Н.А., Землянская Е.А. Вариабельность биооптических показателей прибрежных вод Черного моря в районе Севастополя // Сборник тезисов докладов шестнадцатой всероссийской конференции «Современные проблемы дистанционного зондирования Земли из космоса» : материалы Всерос. конф. (Москва, 12-16 ноября 2018 г.). Москва : ФГБУН «ИКИ РАН», 2018. С. 264. [Efimova T.V., Churilova T.Ya., Moiseeva N.A., Zemlianskaia E.A. Sbornik tezisov dokladov shestnadtsatoi vserossiiskoi konferentsii «Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa» : materialy Vseros. Konf (Moscow, 12-16 Nov., 2018) Moscow : FGBUN “IKI RAN”, 2018, pp. 264 (in Russ.)].

Кузнецова О.А., Копелевич О.В., Шеберстов С.В., Буренков В.И., Мошаров С.А., Демидов А.Б. Оценка концентрации хлорофилла в Карском море по данным спутникового сканера MODIS-Aqua // Исследование Земли из космоса. 2013. №5, С. 21-31. Doi: 10.7868/S0205961413050023 [Kuznetsova O.A., Kopelevich O.V., Sheberstov S.V., Burenkov V.I., Demidov A.B., Mocharov S.A. Estimation of Chlorophyll Concentration in the Kara Sea from Data of MODIS-Aqua Satellite Scanner // Issledovanie Zemli iz kosmosa, 2013, vol. 5, pp. 21-31 (in Russ)]

Моисеева Н.А., Чурилова Т.Я., Ефимова Т.В., Кривенко О.В., Латушкин А.А. Поглощение света пигментами фитопланктона, взвешенным веществом и окрашенным растворенным органическим веществом в прибрежных водах Крыма (Черное море) в июне 2016 // Оптика атмосферы и океана. Физика атмосферы : материалы Междунар. симпозиума (Иркутск, 03-07 июля 2017 г.). Томск: ФГБУН «ИОА СО РАН». 2017. С. 137-140. [Moiseeva N.A., Churilova T.Ya., Efimova T.V., Krivenko O.V., Latushkin A.A. Pogloshchenie sveta pigmentami fitoplanktona, vzveshennym veshchestvom i okrashennym rastvorennym organicheskim veshchestvom v pribrezhnykh vodakh Kryma (Chernoe more) v iyune 2016 // Optika atmosfery i okeana. Fizika atmosfery : materialy Mezhdunar. simpoziuma (Irkutsk, 03-07 Jul., 2017) Irkutsk: FGBNU “IOA SO RAN”, 2017. pp. 137-140 (in Russ.)].

Полонский А.Б., Шокурова И.Г., Белокопытов В.Н. Десятилетняя изменчивость температуры и солености в Черном море // Морской гидрофизический журнал. 2013. №6. С. 27-41. [Polonskii A.B., Shokurova I.G., Belokopytov V.N. Desyatiletnyaya izmenchivost' temperatury i solenosti v Chernom more // Morskoi gidrofizicheskii zhurnal, 2013, vol. 6, pp. 27-41. (in Russ.)]

Суслин В.В., Чурилова Т.Я., Ли М. Е., Мончева С., Финенко З. З. Концентрация хлорофилла-а в Черном море: Сравнение спутниковых алгоритмов // Фундаментальная и прикладная гидрофизика. 2018. Т. 11. №3. С. 64-72 . [Suslin V.V., Churilova T.Ya., Li M. E., Moncheva S., Finenko Z. Z. Comprassion of the Black sea chlorophyll-a algorithms for SeaWiFS and MODIS instruments // Fundamental'naya i prikladnaya gidrofizika. 2018, T. 11, no. 3. pp. 64-72 (in Russ.)]

Суслин В.В., Чурилова Т.Я., Сосик Х.М. Региональный алгоритм расчета концентрации хлорофилла а в Черном море по спутниковым данным SeaWiFS // Морской экологический журнал. 2008. №2. С.24-42. [Suslin V.V., Churilova T.Ya., Sosik H.M. Regional’nyj algoritm rascheta koncentracii hlorofilla a v Chernom more po sputnikovym dannym SeaWiFS // Morskoj ekologicheskij zhurnal. 2008., no. 2, pp. 24-42 (in Russ.)]

Чурилова Т.Я., Суслин В.В. и др. Спектральный подход к оценке скорости фотосинтеза фитопланктона в Черном море по спутниковой информации: методологические аспекты развития региональной модели // Журнал Сибирского государственного университета. Биология. 2016. №4(9). С. 367-384. [Churilova T. Ya., Suslin V.V. and other Spectral Approach to Assessment of Phytoplankton Photosynthesis Rate in the Black Sea Based on Satellite Information Methodological Aspects of the Regional Model Development // Journal of Siberian Federal University. Biology, 2016, vol. 4, no. 9, pp. 367-384 (in Russ.)] Doi:10.17516/1997-1389-2016-9-4-367-384

Штрайхерт Е.А., Захарков С.П., Гордейчук Т.Н., Шамбарова Ю.В. Концентрация хлорофилла-а и био-оптические характеристики в заливе Петра Великого (Японское море) во время зимне-весеннего цветения фитопланктона // Современные проблемы дистанционного зондирования Земли из космоса. 2014. Т. 11 №1. С. 148-162. [Shtraikhert E.A., Zakharov S.P., Gordeychuk T.N., Shambarova Ju. V. Chlorophyll-a concentration and bio-optical characteristics in the Peter the Great Bay (Sea of Japan) during winter-spring phytoplankton bloom, 2014, no. 1, pp. 148-162 (in Russ)]

Babin M., Stramski D., Giovanni M., Variations in the light absorption coefficients of phytoplankton, nonalgal particles, and dissolved organic matter in coastal waters around Europe. Journal of Geophysical Research, 2003, vol. 108, no. C7, 2003, pp. 4-1 – 4-20, doi:10.1029/2001JC000882

Behrenfeld M.J. et. all Revaluating ocean warming impacts on global phytoplankton. Nature Climate Change. 2015, pp. 1-27, doi:10.1038/NCLIMATE2838

Campbell J. et. all Comparison of algorithms for estimating ocean primary production from surface chlorophyll, temperature, and irradiance Global Biogeochemical Cycles. 2002, vol. 16, no. 3, pp. 1-14, doi:10.1029/2001GB001444

Churilova T., Moiseeva N., Efimova T., Suslin V., Krivenko O. and Zemlianskaia E. Annual variability in light absorption by particles and colored dissolved organic matter in the Crimean coastal waters (the Black Sea). Proc. SPIE 10466, 23rd International Symposium on Atmospheric and Ocean Optics: Atmospheric Physics, 2017, vol. 104664B doi: 10.1117/12.2288339

Churilova T., Suslin V., Krivenko O., Efimova T., Moiseeva N., Mukhanov V. and Smirnova L. Light Absorption by Phytoplankton in the Upper Mixed Layer of the Black Sea: Seasonality and Parametrization. Front. Mar. Sci. 4:90. doi: 10/3389/fmars.2017.00090

Finenko Z., Churilova T., Lee R. Dynamics of the vertical distributions of chlorophyll and phytoplankton biomass in the Black Sea. Oceanology. 2005, vol. 45, no. 1: pp. 112-126.

Hu, C., Lee Z., and Franz, B.A. Chlorophyll-a algorithms for oligotrophic oceans: A novel approach based on three-band reflectance difference, Journal of Geophysical Research, 2012, C01011, pp. 107, doi:10.1029/2011JC007395

Jeffrey S.W., Humphrey G.F. New spectrophotometric equations for determining chlorophylls a, b, c1 and c2 in higher plants, algae and natural phytoplankton. Biochemie und Physiology Pflanzen, 1975, vol.167, no. 2, pp. 191-194.

Level 2 Ocean Color Flags [Electronic resource]. URL: https://oceancolor.gsfc.nasa.gov/atbd/ocl2flags/ [accessed 20.03.2019]

Lorenzen, C. J. Determination of chlorophyll and pheopigments: spectrophotometric equations Limnology and Oceanography. 1967, 12, pp. 343–346, doi: 10.4319/lo.1967.12.2.0343

Monolisha S., Platt T., Sathyendranath S, Jayasankar J., George G., and Jackson T. Optical Classification of the Northern Indian Ocean. Frontiers in Marine Science. 2018, vol. 5, no. 87, pp. 1-11, doi: 10.3389/fmars.2018.0087

Morel A., Prieur L. Analysis of variations in ocean color. Limnology and Oceanography, 1977, vol. 22, no. 4, pp. 709-722.

NASA Goddard Space Flight Center, Ocean Ecology Laboratory, Ocean Biology Processing Group. Moderate-resolution Imaging Spectroradiometer (MODIS) Aqua Ocean Color Data; 2018 Reprocessing. NASA OB.DAAC, Greenbelt, MD, USA. doi:10.5067/AQUA/MODIS/L2/OC/2018

O'Reilly, J.E., & 24 co-authors. SeaWiFS Postlaunch Calibration and Validation Analyses, Part 3. NASA Technical Memorandum 2000-206892, S.B. Hooker and E.R. Firestone, Eds., NASA Goddard Space Flight Center, 2000, vol. 11, pp. 49.

O'Reilly, J.E., Maritorena, S.,Mitchell, B. G., Siegel, D. A., Carder, K. L., Garver, S. A., Kahru, M., & McClain, C. R. Ocean color chlorophyll algorithms for SeaWiFS, Journal of Geophysical Research, 1998, no. 103, pp. 24937-24953, doi: 10.1029/98JC02160.

Platt T., Caverhill C., Sathyendranath S. Basin scale estimates of ocean primary production by remote sensing: The North Atlantic. Journal of Geophysical Research. 1991, vol. 96, no. 8, pp. 15147-15159.

Suslin V., Churilova T. A Regional Algorithm for separating Light Absorption by Chlorophyll-a and Coloured Detrital Matter in the Black Sea, using 480-560 nm Bands from Ocean Colour Scanners, International Journal of Remote Sensing, 2016, vol. 37, no. 18, doi: 10.1080/01431161.2016.1211350