Abstract
Since the second half of the 1970s, the ecosystems of lakes Batorino, Myastro, and Naroch have undergone anthropogenic eutrophication, targeted deeutrophication, and benthification caused by the introduction of the filter-feeding mollusk Dreissena polymorpha Pallas. The set of continuous series of seasonal mean values of eight parameters of each ecosystem obtained in 1978–2015 have been analyzed by mathematical-statistical methods of principal components (PCA) and singular spectra (SSA). The analysis showed that the complicated long-term dynamics of the set of the chosen parameters of the ecosystems was described during this period of time by three principal components by 92% and 90% for Lake Batorino and Lake Myastro, respectively, and by five principal components by 94% for Lake Naroch. We propose a biological interpretation of these principal components, i.e., a hypothesis of the factors exerting the greatest effect on the ecosystem dynamics during those years. The first main factor, which determines the dynamics of the ecosystems of lakes Batorino, Myastro, and Naroch by 63, 65, and 43%, respectively, is interpreted as the resistance of the lake ecosystem to a variable biogenic load, which is inversely related to the trophicity of the reservoir. The second main factor, which contributes 21, 15, and 22% to the dynamics of the ecosystem parameters of Naroch lakes (in the same order), was interpreted as solar radiation activity. The interpretation of the third main factor depends on the properties of a particular ecosystem. For ecosystems that are not deficient in biogenic elements (lakes Batorino and Myastro, with a contribution of the factor to the ecosystem dynamics of 8 and 10%), this may be the transfer of the primary organic matter to consumers of the next trophic level related to the structure of the food chain in the ecosystem. For an ecosystem in which the process of primary production formation is limited by the available amount of biogenic elements (Lake Naroch, in which the contribution of the third main factor to ecosystem dynamics is 13%), this very factor is the third main one, affecting the ecosystem long-term dynamics. The fourth main factor, which determines the dynamics of the Lake Naroch ecosystem by 9%, is also related to the process of primary production formation. Only the fifth main factor, which determined 7% of the dynamics of the ecosystem of Lake Naroch during the analyzed time period, controls the transfer of primary production to consumers of the first trophic level. Thus, our statistical study not only confirmed empirical regularities of the functioning of lake ecosystems, but for the first time enabled us to obtain quantitative assessments of the importance of each main factor for ecosystem development under specific conditions, depending on the trophicity of the water body.
Similar content being viewed by others
REFERENCES
Adamovich, B.V., Zhukova, T.V., Mikheeva, T.M., Kovalevskaya, R.Z., and Luk’yanova, E.V., Long-term variations of the trophic state index in the Narochanskie lakes and its relation with the major hydroecological parameters, Water Resour., 2016, vol. 43, no. 5, pp. 809‒817. https://doi.org/10.1134/S009780781605002X
Adamovich, B.V., Zhukova, T.V., Mikheyeva, T.M., Kovalevskaya, R.Z., Makarevich, T.A., and Zhukova, A.A., Eutrophication, oligotrophication, and benthiphication in Naroch lakes: 40 years of monitoring, J. Sib. Fed. Univ. Biol., 2017, vol. 10, no. 4, pp. 379–394.
Adamovich, B.V., Alimov, A.F., Zhukova, T.V., and Solntsev, V.N., Singular spectrum analysis of hydroecological parameter dynamics of lake Naroch’ in the years 1978–2015, Russ. J. Ecol., 2018, vol. 49, no. 1, pp. 1–13. https://doi.org/10.1134/S1067413618010071
Aivazyan, S.A., Bukhshtaber, V.M., Enyukov, I.S., Meshalkin, L.D., Prikladnaya statistika. Klassifikatsiya i snizhenie razmernosti (Applied Statistics. Classification and Dimensionality Reduction), Moscow: Finansy Statistika, 1989.
Zhukova, T.V., Mikheeva, T.M., Kovalevskaya, R.Z., et al., Byulleten’ ekologicheskogo sostoyaniya ozer Naroch’, Myastro, Batorino (1999–2020 gg.) (Bulletin of the Ecological State of Lakes Naroch, Myastro, Batorino (1999–2020)), Ostapenya, A.P. and Mikheeva, T.M, Eds., Minsk: Beloruss. Gos. Univ., 1999–2021.
Dodds, W.K. and Cole, J.J., Expanding the concept of trophic state in aquatic ecosystems: It’s not just the autotrophs, Aquat. Sci., 2007, vol. 69, pp. 427–439.
Ekologicheskaya sistema Narochanskikh ozer (Ecological System of Naroch Lakes), Vinberg, G.G., Minsk: “Universitetskoe”, 1985.
Jolliffe, I.T., Principal Component Analysis, New York: Springer Series in Statistics, 2002.
Karatayev, A.Y., Burlakova, L.E., and Dodson, S.I., Community analysis of Belarusian lakes: relationship of species diversity to morphology, hydrology, and land use, J. Plankton Res., 2005, vol. 27, no. 10, pp. 1045–1053.
Kazantseva, T.I., Adamovich, B.V., Alimov, A.F., Zhukova, T.V., and Solntsev, V.N., Singular spectrum analysis of hydroecological parameter dynamics of lake Naroch’ in the years 1978–2015, Russ. J. Ecol., 2018, vol. 49, no. 1, pp. 1–13.
Kazantseva, T.I., Adamovich, B.V., Alimov, A.F., Mikheyeva, T.M., Zhukova, T.V., Kovalevskaya, R.Z., and Solntsev, V.N., The main factor determining the dynamics of the lake ecosystem under excessive nutrient loading (a case study of the Naroch lakes), Contemp. Probl. Ecol., 2019, vol. 12, no. 6, pp. 544–561. https://doi.org/10.1134/S1995425519060052
Kazantseva, T.I., Adamovich, B.V., Mikheyeva, T.M., Zhukova, T.V., Kovalevskaya, R.Z., and Solntsev, V.N., Contribution of solar radiation to the long-term dynamics of hydro-ecological parameters of lake ecosystems under variable nutrient loading: case study on Naroch lakes, Contemp. Probl. Ecol., 2021, vol. 14, no. 1, pp. 11–19. https://doi.org/10.1134/S1995425521010042
Kazantseva, T.I., Adamovich, B.V., and Mikheyeva, T.M., Biological interpretation of the third main factor influencing the long-term dynamics of hydrological and ecological parameters of the three Naroch lakes under changing nutrient load in 1978–2015, Contemp. Probl. Ecol., 2022, vol. 15, no. 1, pp. 11–18. https://doi.org/10.15372/SEJ20220102
Naumann, E., Ziel und Hauptprobleme der regionalen Limnologie, Bot. Not. (Lund), 1927, pp. 81–103.
Odum, E.P., Basic Ecology, Philadelphia: Saunders College Pub., 1983.
Ostapenya, A.P., Zhukova, T.V., Mikheeva, T.M., Kovalevskaya, R.Z., Makarevich, T.A., Zhukova, A.A., Luk’yanova, E.V., Nikitina, L.V., Makarevich, O.A., Dubko, N.V., Karabanovich, V.S., Savich, I.V., and Veres, Yu.K., Bentification of the Lake ecosystem: causes, mechanisms, possible consequences, prospects for research, Trudy Beloruss. Gos. Univ., 2012, vol. 7, no. 1, pp. 135–148.
Scheffer, M., Carpenter, S., Foley, J., et al., Catastrophic shifts in ecosystems, Nature, 2001, vol. 413, pp. 591–596. https://doi.org/10.1038/35098000
Schindler, D.W., Recent advances in the understanding and management of eutrophication, Limnol. Oceanogr., 2006, vol. 51, pp. 356–363.
Wetzel, R.G., Limnology. Lake and River Ecosystems, New York: Academic, 2001.
Zhigljavsky, A. and Golyandina, N., Singular spectrum analysis for time series, in Springer Briefs in Statistics, Springer-Verlag, 2013.
Zhukova, T.V., The role of zebra mussel (Dreissena polymorpha Pallas) in Naroch lakes functioning (literature review), Dreissenidy: evolyutsiya, sistematika, ekologiya (Dreissenids: Evolution, Systematics, Ecology), Krylov, A.V. and Pryanichnikova, E.G, Eds., Yarislavl: Kanzler, 2013, pp. 55–59.
Zhukova T.V. and Ostapenya A.P., Evaluation of the effectiveness of environmental protection measures in the watershed of the Naroch lakes, Prirod. Resur., 2000, no. 3, pp. 68–73.
Funding
The work was carried out on the assignment of the Ministry of Science and Higher Education of the Russian Federation no. 122031100274-7 and was supported by the Belarusian Republican Foundation for Basic Research (project B20U‑003) and the Reserve Fund of the Belarusian President for 2021.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
The authors declare that they have no conflicts of interest.
Additional information
Translated by I. Bel’chenko
Rights and permissions
About this article
Cite this article
Kazantseva, T.I., Adamovich, B.V. Leading Factors of the Dynamics of Lake Ecosystems under a Changing Nutrient Load: Analysis of Long-Term Monitoring Data of Naroch Lakes. Contemp. Probl. Ecol. 15, 327–336 (2022). https://doi.org/10.1134/S1995425522040072
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1134/S1995425522040072