ISSN 00014370, Oceanology, 2014, Vol. 54, No. 5, pp. 596–605. © Pleiades Publishing, Inc., 2014. Original Russian Text © Z.Z. Finenko, V.V. Suslin, I.V. Kovaleva, 2014, published in Okeanologiya, 2014, Vol. 54, No. 5, pp. 635–645. MARINE BIOLOGY Seasonal and LongTerm Dynamics of the Chlorophyll Concentration in the Black Sea according to Satellite Observations Z. Z. Finenkoa, V. V. Suslinb, and I. V. Kovalevaa a Institute of Biology of the Southern Seas, Sevastopol, Russia b Marine Hydrophysical Institute, Sevastopol, Russia email: [email protected] Received June 12, 2013; in final form, October 7, 2013 Abstract—The spatial and temporal variability of the chlorophyll (Chl) concentration in the surface water layer of the Black Sea in 1998–2008 has been analyzed using the data obtained by the SeaWiFS satellite sen sor. In the deepsea areas, the seasonal pattern of the Chl concentration is represented by a Ushape curve. The maximal concentrations are observed in the winter–spring and autumn periods, while the minimal, in the summertime. In the northwestern Black Sea, the maximal concentrations are registered in mostly the summer and autumn periods. Pronounced interannual variability is found for the summer concentrations of Chl observed for an 11year period. After a cold winter, the concentration of Chl in the spring period is 3⎯5 times higher compared to the mildwinter years. In December–March, a negative correlation between the water temperature and the average Chl concentration is registered. DOI: 10.1134/S0001437014050063 1. INTRODUCTION 2. MATERIALS AND METHODS In the Black Sea, the observations of the Chloro phyll “a” concentrations (Ca) were started in 1960 [4]. Since that, a huge amount of data has been collected, which has made possible defining the variability of Ca in different years and seasons [1, 3, 8, 9, 15]. However, these data do not allow correctly describing the sea sonal dynamics of the Ca. Some authors attempted to describe the multiyear average seasonal dynamics of Ca in the deepsea area [3, 6]. However, regard must be paid to the fact that these values were obtained by aver aging the disembodied data collected in different years and seasons, and they did not take into account the interannual variability. The high variability of Ca on both the spatial and temporal scales demands a short period of time, a high frequency of the observations, and a scale of dozens and hundreds of square kilome ters covered in order to assess the seasonal and inter annual dynamics. The collecting of such a dataset even onboard a research vessel is an unachievable goal. Most of the method limitations may be skipped if Ca is calculated using satellite observations, which have been performed daily with a high resolution grid over the whole sea area for a long time period. The data of the chlorophyll concentration in the surface water layer collected by the SeaWiFs color scanner in 1998–2008 and stored by the Goddard Space Center were used in the present study. The dataset is made up of daily scans with 4 km × 4 km resolution comprising the normalized spectral illumi nation of the surface of the water (nLw) for the wave lengths of 490, 510, and 555 nm after the standard atmospheric correction and fitting specific criteria. The dataset version is R2010.0. The calculation of the Chl concentration was based on two indexes: I510 = nLw(555)/nLw(510) and I490 = nLw(510)/nLw(490), which were averaged for a twoweek period using a grid of 0.025° geographical latitude and 0.035° geo graphical longitude. The calculation algorithm of Ca and the filtering criteria of nLw are described in detail in [7]. The indexes I510 and I490 take into account the absorption of the dissolved colored matter; they are less sensitive to the errors of the atmospheric correc tion and backscatter by particulate matter, and they restore the concentration of Chl under the satellite data with higher significance [7] compared to the methods applied before [10, 11]. The temperature of the surface of the water was also obtained by the satellite observations (http://podaac.jpl.nasa.gov/sst, 1998–2000; http://oceancolor.gsfc.nasa.gov, 2000– 2008); it was correlated with the spatial and temporal characteristics of the Chlorophyll areas obtained by the SeaWiFS color scanner. The statistical analysis was performed using Sigma Plot in the ANOVA package. The study aims to find the regularities of the sea sonal dynamics and interannual variability of the Chl concentration in the surface layer of the Black Sea using the satellite data obtained by the SeaWiFS sensor in 1998–2008. 596 SEASONAL AND LONGTERM DYNAMICS OF THE CHLOROPHYLL CONCENTRATION 3. RESULTS Spatial variability of the chlorophyll concentration. The monthly averages of the chlorophyll concentra tions in the surface water layer in 1998, 1999, and 2003 are presented in Fig. 1 as an example of the correspon dence to the average, low, and high productivity of the phytoplankton, respectively. During the studied period, the northwestern Black Sea differed from the other areas by higher concentrations of Ca. In the estu arine zones, the maximal concentrations have reached several dozens of µg per liter and have been observed in the late spring–early summer, while the minimal, dur ing the cold period of the year. Eastwards of the areas affected by the riverine discharge, the concentration of chlorophyll decreased rapidly. The enriching effect of the river was observed only close to the coast (Fig. 1). High variability of the Ca concentration was a feature of the estuarine and adjacent areas; this was precondi tioned by the shifts in the wind activity, riverine dis charge, and incoming micronutrients. The near shore currents and synoptical gyres affected the horizontal distribution of the chlorophyll. The transport of the phytoplankton along the sea coast from the Danube Delta southwards played a significant role in the pro ductivity of the western shelf of the Black Sea. In the area of the Anatolia shelf, where the average concentration of Ca was about 0.3–0.5 mg/m3, patches of high concentrations (up to 1.2 mg/m3) have been observed from time to time. In the summer, the concentration of chlorophyll in this area was higher compared to the deepsea area of the Black Sea. In the meantime, in the northern Black Sea, the ranges of Ca in the near shore and open waters did not differ signif icantly. In the Main Black Sea current, during the summer period, synoptical anticyclonic gyres and meanders formed, and they transported the coastal phytoplankton to the open sea, which, in turn, might lead to local patches of shortterm phytoplankton “blooms” in the open sea and high spatial heterogene ity of the chlorophyll distribution. Mean values of Ca in deepwater regions of the western and eastern parts of the sea can differ by several times. The margin that separated the shelf zone and the deepsea zone shifts in regard to the synoptical activity and changed greatly in time and space. During the winter–spring period, the Main Black Sea current was an effective barrier between the coastal and the open sea waters. In the deepsea area, in cold and relatively cold winters, an intensive phytoplankton bloom usu ally occurred; it started as patches in the center of cyclonal gyres. During several weeks, they expanded and then joined into one large field covering hundreds of square kilometers, as was observed, for example, in March of 1998 (Fig. 1). In contrast, during the mild winters, when the surface water temperature exceeded 8°C and the exchange between the surface and deep sea water masses was low, the chlorophyll concentra tion did not exceed 0.5 mg/m3. The monthly average OCEANOLOGY Vol. 54 No. 5 2014 597 coefficient of the spatial variability of Ca in the win ter–spring period ranged from 40 to 65%, and it was half as much in the summer. Seasonal variability. In order to compare the sea sonal dynamics of the chlorophyll in the surface water layer, the sea area was divided into 11 regions; four of them referred to the deep sea, and the other seven rep resented the shelf areas (Fig. 2). During eleven years of observations, the seasonal dynamics of Ca within the calendar year exhibited similar patterns in all four deepsea regions (Fig. 3). The maximal Ca concentra tions (0.5–3.0 mg/m3) were usually observed during the winter period, while the minimal, during the sum mertime. However, only from time to time were low Ca concentrations (less than 0.5 mg/m3) usual for the summer period registered in the spring (table). The intensive winter phytoplankton bloom lasted 1– 2 months. In the western and the eastern Black Sea, it occurred nearly simultaneously, and only in 2003 was there a significant temporal shift observed, when the maximal Ca concentration was registered in the west ern Black Sea in January and, in the eastern part, in early April (Fig. 3). During the harsh winters, when the surface water temperature did not exceed 8°C, this promoted the density convection and micronu trient transport from the deepsea to the euphotic layer. During such years (1998, 2003, and 2004), the chlorophyll concentration reached 1–3 mg/m3 and exceeded the range observed during the mild winters by twofold–fourfold. In the summer, the Ca concentration in the deep sea areas varied from 0.2 to 0.6 mg/m3. The minimal summer concentrations were usually observed in August, while the maximal, in the early summertime, when the coccolithiphorid bloom occurred and the chlorophyll concentration increased. Starting in Sep tember, the Ca increased gradually and turned into a winter–spring maximum (table). The seasonal cycle of chlorophyll was characterized by several maxima during the year on the shelves of the Romanian, Bulgarian, and Ukrainian coasts, while the peak was observed in the summertime (Fig. 4). The duration of the summer peak of the phytoplankton bloom varied from 2 to 3 months. The autumn and win ter phytoplankton blooms were shorter and less pro nounced. Generally, high annual variability of Ca was a characteristic of the areas belonging to the northwestern shelf. Along the Anatolia shelf, the seasonal cycle was characterized by the winter bloom (December–Febru ary) lasting one to two months. In 2000, 2003, and 2004, the maximal Ca concentration was 3 mg/m3, but, during the other years, it did not exceed 1.5 mg/m3. We suppose that the water circulation caused by the synop tical processes affects the interannual variability of the Ca concentration greatly during the cold season of the year. In the summertime, the average Ca concentration was 0.25–0.35 mg/m3 and it fell within the range observed in the adjacent opensea areas. 598 FINENKO et al. January 1998 February 1998 March 1998 April 1998 January 1999 0.1 0.3 0.7 1.5 April 1999 3 10 Fig. 1. Spatial and temporal distribution of the Chl concentration in the surface layer of the Black Sea in 1998, 1999, and 2003. Minimal Ca values in comparison to other regions of the Black Sea shelf have been recorded along the Caucuses and Crimean coasts. In winter, they were mainly <1.0 mg/m3 and only in 2000 and 2003 did they reach 2.0 mg/m3; in summer, 0.2–0.3 mg/m3. Therefore, these results allow us to describe the seasonal and interannual dynamics of the Ca concen tration in detail for all the areas of the Black Sea. In the deepsea part, the seasonal dynamics of the chloro phyll concentration can be expressed as a Ushape curve, while following the same trend each year. The intensive phytoplankton bloom that occurs in the win ter and spring is characterized by a higher chlorophyll concentration in comparison to the summer period (table). The seasonal dynamics of the Ca in the deep sea areas of the Black Sea differ from the other seas and the open ocean located in the temperate climatic OCEANOLOGY Vol. 54 No. 5 2014 SEASONAL AND LONGTERM DYNAMICS OF THE CHLOROPHYLL CONCENTRATION May 1999 June 1999 January 2003 February 2003 March 2003 0.1 0.3 0.7 1.5 April 2003 3 599 10 Fig. 1. (Contd.) zone. These differences are preconditioned by the depth of the picnocline located in the Black Sea at a lower depth than in the other areas. On the northwestern shelf of the Black Sea affected by the riverine discharge, several chlorophyll maxima are observed within a year. Opposite to in the deepsea areas, they are registered in the summer–autumn period. OCEANOLOGY Vol. 54 No. 5 2014 Interannual variability of the chlorophyll concen tration. A negative trend was found for the chloro phyll concentration in the coastal areas of the north western Black Sea (area nos. 4–6) during the period of 1998–2008. The annual decline of the chlorophyll concentration in the Dnepr River Delta area and along the Bulgarian coast was 0.02 mg/m3, while at the Danube River Delta area, 0.05 mg/m3 (Fig. 5). In the deepsea areas (nos. 1–3), no significant trend 600 FINENKO et al. 4 5 11 7 2 6 1 3 8 10 9 Fig. 2. Studied areas where the comparison of the seasonal dynamics of the Chl concentration in the surface water layer was per formed. 5 1 4 3 2 1 0 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 4 Ca, mg/m3 2 3 2 1 0 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 5 3 4 3 2 1 0 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 Fig. 3. Seasonal dynamics of the Chl concentration in the analyzed areas (1, 2, 3) located in the deepsea part of the Black Sea (the bars indicate the standard deviation). OCEANOLOGY Vol. 54 No. 5 2014 SEASONAL AND LONGTERM DYNAMICS OF THE CHLOROPHYLL CONCENTRATION Seasonal average concentrations of Chl in 1998–2008 Area 1 Winter 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 0.69 ± 0.05 0.59 ± 0.04 0.72 ± 0.11 0.64 ± 0.22 0.66 ± 0.11 1.02 ± 0.24 0.88 ± 0.17 0.95 ± 0.32 0.74 ± 0.14 0.78 ± 0.22 1.12 ± 0.21 Area 2 Winter 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 Winter 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 0.69 ± 0.15 0.51 ± 0.09 0.86 ± 0.26 0.56 ± 0.18 0.66 ± 0.15 1.32 ± 0.32 0.72 ± 0.06 0.91 ± 0.35 0.71 ± 0.10 0.71 ± 0.06 1.05 ± 0.19 Area 7 Winter 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 0.70 ± 0.18 0.64 ± 0.05 0.78 ± 0.19 0.87 ± 0.34 0.74 ± 0.10 0.90 ± 0.23 1.10 ± 0.63 1.06 ± 0.39 0.80 ± 0.19 0.95 ± 0.37 1.34 ± 0.09 Vol. 54 No. 5 Summer Autumn 0.22 ± 0.03 0.23 ± 0.03 0.25 ± 0.01 0.38 ± 0.12 0.26 ± 0.04 0.31 ± 0.04 0.29 ± 0.02 0.28 ± 0.07 0.27 ± 0.05 0.4 ± 0.04 0.37 ± 0.07 0.34 ± 0.07 0.35 ± 0.11 0.37 ± 0.16 0.39 ± 0.11 0.41 ± 0.19 0.48 ± 0.13 0.49 ± 0.24 0.42 ± 0.15 0.42 ± 0.16 0.66 ± 0.28 0.82 ± 0.41 Summer Autumn 0.20 ± 0.03 0.21 ± 0.03 0.27 ± 0.02 0.32 ± 0.07 0.22 ± 0.03 0.30 ± 0.04 0.27 ± 0.02 0.30 ± 0.04 0.26 ± 0.05 0.37 ± 0.04 0.32 ± 0.06 0.33 ± 0.08 0.35 ± 0.10 0.37 ± 0.11 0.42 ± 0.16 0.39 ± 0.20 0.46 ± 0.09 0.56 ± 0.41 0.40 ± 0.16 0.44 ± 0.16 0.61 ± 0.23 0.76 ± 0.33 Spring Summer Autumn 0.43±0.12 0.36±0.11 0.54±0.23 0.56±0.39 0.50±0.13 0.60±0.21 0.51±0.12 0.49±0.11 0.39±0.06 0.47±0.09 0.37±0.05 0.20 ± 0.03 0.26 ± 0.09 0.23 ± 0.02 0.29 ± 0.10 0.23 ± 0.04 0.27 ± 0.01 0.25 ± 0.04 0.28 ± 0.04 0.27 ± 0.04 0.34 ± 0.04 0.33 ± 0.05 0.34 ± 0.08 0.41 ± 0.18 0.37 ± 0.13 0.48 ± 0.17 0.36 ± 0.24 0.45 ± 0.12 0.45 ± 0.26 0.42 ± 0.20 0.43 ± 0.15 0.53 ± 0.21 0.78 ± 0.35 Spring Summer Autumn 0.48±0.14 0.73±0.16 0.50±0.18 0.58±0.19 0.51±0.09 0.92±0.39 0.56±0.08 0.51±0.14 0.57±0.25 0.54±0.08 0.53±0.1 0.44 ± 0.19 0.48 ± 0.11 0.56 ± 0.31 0.49 ± 0.28 0.28 ± 0.11 0.34 ± 0.13 0.44 ± 0.27 0.42 ± 0.20 0.48 ± 0.26 0.38 ± 0.03 0.37 ± 0.05 0.48 ± 0.11 0.49 ± 0.10 0.45 ± 0.12 0.47 ± 0.13 0.55 ± 0.29 0.53 ± 0.26 0.53 ± 0.35 0.55 ± 0.24 0.54 ± 0.29 0.68 ± 0.29 0.95 ± 0.52 1.19 ± 0.86 0.40 ± 0.09 0.47 ± 0.09 0.39 ± 0.08 0.52 ± 0.09 1.02 ± 0.44 0.95 ± 0.44 0.51 ± 0.10 0.45 ± 0.09 0.57 ± 0.14 0.51 ± 0.05 Spring 0.72 ± 0.06 0.52 ± 0.07 0.79 ± 0.15 0.62 ± 0.17 0.66 ± 0.07 1.19 ± 0.25 0.88 ± 0.14 0.93 ± 0.44 0.72 ± 0.11 0.73 ± 0.07 0.97 ± 0.03 Area 3 OCEANOLOGY Spring 2014 0.81 ± 0.45 0.39 ± 0.08 0.51 ± 0.10 0.38 ± 0.07 0.52 ± 0.12 0.89 ± 0.33 0.68 ± 0.25 0.51 ± 0.10 0.43 ± 0.08 0.63 ± 0.19 0.52 ± 0.08 601 602 FINENKO et al. 9 8 7 6 5 4 3 2 1 0 6 Ca, mg/m3 5 5 6 4 3 2 1 0 3 7 2 1 0 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 Fig. 4. Seasonal dynamics of the Chl concentration in the analyzed areas (5, 6, 7) located in the northwestern Black Sea (the bars indicate the standard deviation). was found, but, for the summer period, the trend was slightly positive (Fig. 6). An inverse relationship was found for the surface water temperature and the chlorophyll concentration averaged for 2week periods within the calendar year (Fig. 7). In the wintertime, the chlorophyll concentra tion might have differed by several times, but the water temperature remained the same, although this vari ability was minimal when the water temperature ranged from 20 to 27°C in the summer. Generally, the chlorophyll concentration in the summer was more stable and did not depend on the variability observed in the cold season of the year. In the meantime, when analyzing the period of December–March, an oppo site relationship was observed for the average chloro phyll concentration and the water temperature (Fig. 8). In the eastern and the western Black Sea, this relationship was much more pronounced than in the anticyclonal gyre, where the winter peak of the phy toplankton was limited mostly by the income of micronutrients within the discharge of small rivers. In the meantime, no correlation was observed between the monthly average Ca and the average water temper ature during this period. During different years, Ca might differ by several times, but the water temper ature was the same. Therefore, the analysis of the longterm data evidenced the absence of a statistically significant trend in the Ca variability in the open sea areas. In the northwestern Black Sea, negative trends were observed, which might be a sign of the decrease of the anthropogenic load in the coastal marine eco systems. 4. DISCUSSION The general concept of the seasonal dynamics of the phytoplankton in different areas of the Ocean was synthesized in the 1940s–1960s [14]. According to this theory, the phytoplankton growth rate depends on two abiotic limiting factors: the photosynthetic active radi ation (PAR) and the wind force, which determines the depth of the mixed water layer and the transport of the micronutrients from the deep water layers to the surface. Therefore, the PAR, micronutrient concen tration, and the depth of the upper mixed water layer precondition the variability of the types of seasonal cycles of the phytoplankton. In the oceanic areas of the temperate climatic zone, the winter convection reaches depths of 500–1000 m. Here, part of the phy toplankton stock is transported by the turbulent diffu OCEANOLOGY Vol. 54 No. 5 2014 SEASONAL AND LONGTERM DYNAMICS OF THE CHLOROPHYLL CONCENTRATION 603 6 4 4 2 0 3 Ca, mg/m3 5 2 1 0 2.5 7 2.0 1.5 1.0 0.5 0 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 Fig. 5. Interannual trends of the Chl concentration in the areas affected by the Dnepr River (4), Danube River (5), and along the continental slope (7). 0.6 1 2 3 Ca, mg/m3 0.5 0.4 0.6 0.2 0.1 98 00 02 04 06 98 00 02 04 06 98 00 02 04 06 Fig. 6. Interannual dynamics of the Chl concentration in the surface water layer in the deepsea areas of the Black Sea (1–3). OCEANOLOGY Vol. 54 No. 5 2014 604 FINENKO et al. 2.0 1.2 2 R = 0.7 1 1.0 1.6 0.8 r 2 = 0.83 1.2 0.4 6 7 8 9 1.1 2 1.0 0.8 Ca, mg/m3 Ca, mg/m3 0.6 0.4 0.9 r 2 = 0.38 0.8 0.7 0.6 0 5 10 15 T, °C 20 25 30 Fig. 7. Relationship between the Chl concentration and the water temperature in the surface water layer in 1998– 2008. 0.5 8.0 1.2 8.4 8.8 9.2 9.6 3 1.0 r 2 = 0.25 0.8 0.6 sion from the photosynthetic zone to the deep sea, where photosynthesis is impossible due to the absence of PAR. As a result, the phytoplankton biomass in the wintertime exhibits its minimum. The increase of the PAR, together with the decrease of the wind force, promotes the decrease of the thickness of the upper mixed layer. Most of the phytoplankton remain in the photic zone and receive enough PAR and micronutri ents, which leads to the spring phytoplankton bloom. The calculation of the chlorophyll concentration according to the satellite data allows scanning the sur face of the sea with high frequency and, therefore, tracking the peculiarities of the annual dynamics of the phytoplankton. The annual cycle of Ca in the deepsea areas of the Black Sea and on the shelves of the Anatolian, Caucasian, and Crimean coasts may be described by a Ushape curve. The comparison of the satellite data and the monitoring observations in situ performed simultaneously in the open sea fits nicely the pattern described earlier [7]. The results of long term observations performed in the vicinity of the Bosporus Strait in 1996–2001 [13] evidenced a chloro phyll maximum registered in the autumn and winter, while a minimum in the summer. Similar seasonal dynamics were described under the annual observations made close to Sinop Cape in 2001–2004 [13] and in the deepsea area of the Black Sea, when the data obtained by the MODIS satellite scanner were analyzed [10]. However, some mismatching of the absolute values of Ca were observed for the cold period of 2003–2004. The different bands of the spectra used in assessing the chlo 0.4 8.8 9.2 9.6 10.0 T, °C 10.4 10.8 Fig. 8. Relationship between the average concentration of Chl and the water temperature in the cold season (Decem ber–March) in the deepsea area in 1998–2008. rophyll concentration of the remote sensing data may be one of the reasons for such a mismatch. Therefore, the seasonal dynamics of the Ca in the deep sea described by the satellite data and in situ observations nicely fit each other. The seasonal cycles of Ca differ in the Black Sea and in the open oceanic waters of the temperate cli matic zone. In the open ocean, two peaks of phy toplankton are usually observed: in late spring and in autumn. Oppositely, in the Black Sea, the seasonal cycle of chlorophyll a is preconditioned by the depth of the major picnocline, which coincides with the lower depth of the photosynthetic layer, and by the increase of the vertical upward flux of the micronutri ents from the deep sea to the surface in the wintertime [2, 5, 8]. The high position of the major picnocline located close to the photosynthetic zone allows keep ing the phytoplankton within the euphotic zone, and the flux of the micronutrients promotes rapid growth of the microalgae. In the oceanic waters of the temper ate climatic zone, the major picnocline is located sig nificantly deeper than in the Black Sea. As a result, OCEANOLOGY Vol. 54 No. 5 2014 SEASONAL AND LONGTERM DYNAMICS OF THE CHLOROPHYLL CONCENTRATION part of the phytoplankton is permanently transported downwards by the turbulent diffusion and penetrates below the photosynthetic zone, and no increase of the phytoplankton biomass is observed in the surface water layer in the winter. This process implies that the maxi mal Ca and phytoplankton biomass are to be expected with high probability during the years of harsh winters and strong winds, as was observed in 1986–1992, 1998, and 2003–2004 in the centers of cyclonic gyres [12]. We suppose that the intensity and duration of the phytoplankton bloom are preconditioned by mostly the PAR and the depth of the mixed layer, which is a result of both the water temperature conditions and the wind force. However, both the PAR and wind force may differ greatly even within the smallscale areas, which leads to the absence of relationships between Ca and the water temperature within a short time period. In the meantime, the average Ca calculated for the longer time period (December–March) depends on the average water temperature of the same period. Par ticularly, Ca increases as the water cools down in the deepsea areas of the Black Sea (region nos. 1–3) and in the coastal area (no. 4), but, in Danube River Delta area (no. 5), a straight relationship is observed. In the summertime (June–August), the Ca variability is not linked to the climatic temperature fluctuations. ACKNOWLEDGMENTS The authors are grateful to NASA/GSFC/OBPG for the opensource data. 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