Articles | Volume 28, issue 18
https://doi.org/10.5194/hess-28-4331-2024
https://doi.org/10.5194/hess-28-4331-2024
Research article
 | 
20 Sep 2024
Research article |  | 20 Sep 2024

A hybrid data-driven approach to analyze the drivers of lake level dynamics

Márk Somogyvári, Dieter Scherer, Frederik Bart, Ute Fehrenbach, Akpona Okujeni, and Tobias Krueger

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Cited articles

Alifujiang, Y., Abuduwaili, J., Ma, L., Samat, A., and Groll, M.: System Dynamics Modeling of Water Level Variations of Lake Issyk-Kul, Kyrgyzstan, Water-Sui, 9, 989, https://doi.org/10.3390/w9120989, 2017. 
Altunkaynak, A.: Forecasting Surface Water Level Fluctuations of Lake Van by Artificial Neural Networks, Water Resour. Manag., 21, 399–408, https://doi.org/10.1007/s11269-006-9022-6, 2007. 
Arhonditsis, G. B., Neumann, A., Shimoda, Y., Kim, D.-K., Dong, F., Onandia, G., Yang, C., Javed, A., Brady, M., Visha, A., Ni, F., and Cheng, V.: Castles built on sand or predictive limnology in action? Part A: Evaluation of an integrated modelling framework to guide adaptive management implementation in Lake Erie, Ecol. Inform., 53, 100968, https://doi.org/10.1016/j.ecoinf.2019.05.014, 2019. 
Bart, F., Schmidt, B., Wang, X., Holtmann, A., Meier, F., Otto, M., and Scherer, D.: CER v2 dataset, TU Berlin [data set], https://www.tu.berlin/en/klima/research/regional-climatology/central-europe/cer (last access: 1 November 2023), 2023. 
Beletsky, D., Hawley, N., and Rao, Y. R.: Modeling summer circulation and thermal structure of Lake Erie, J. Geophys. Res.-Oceans, 118, 6238–6252, https://doi.org/10.1002/2013JC008854, 2013. 
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We study the drivers behind the changes in lake levels, creating a series of models from least to most complex. In this study, we have shown that the decreasing levels of Groß Glienicker Lake in Germany are not simply the result of changes in climate but are affected by other processes. In our example, reduced inflow from a growing forest, regionally sinking groundwater levels and the modifications in the local rainwater infrastructure together resulted in an increasing lake level loss.