Articles | Volume 25, issue 6
Hydrol. Earth Syst. Sci., 25, 3555–3575, 2021
https://doi.org/10.5194/hess-25-3555-2021
Hydrol. Earth Syst. Sci., 25, 3555–3575, 2021
https://doi.org/10.5194/hess-25-3555-2021

Research article 23 Jun 2021

Research article | 23 Jun 2021

Using Long Short-Term Memory networks to connect water table depth anomalies to precipitation anomalies over Europe

Yueling Ma et al.

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Cited articles

Adamowski, J. and Chan, H. F.: A wavelet neural network conjunction model for groundwater level forecasting, J. Hydrol., 407, 28–40, https://doi.org/10.1016/j.jhydrol.2011.06.013, 2011. 
Adamowski, J. F.: River flow forecasting using wavelet and cross-wavelet transform models, Hydrol. Process., 22, 4877–4891, https://doi.org/10.1002/hyp.7107, 2008. 
Andersen, O. B., Seneviratne, S. I., Hinderer, J., and Viterbo, P.: GRACE-derived terrestrial water storage depletion associated with the 2003 European heat wave, Geophys. Res. Lett., 32, 1–4, https://doi.org/10.1029/2005GL023574, 2005. 
Banerjee, S. and Mitra, M.: Application of cross wavelet transform for ECG pattern analysis and classification, IEEE Trans. Instrum. Meas., 63, 326–333, https://doi.org/10.1109/TIM.2013.2279001, 2014. 
Bloomfield, J., Brauns, B., Hannah, D. M., Jackson, C., Marchant, B., and Van Loon, A. F.: The Groundwater Drought Initiative (GDI): analysing and understanding groundwater drought across Europe, EGU General Assembly, 8–13 April 2018, Vienna, Austria, EGU2018-4540, 2018. 
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Short summary
This study utilized spatiotemporally continuous precipitation anomaly (pra) and water table depth anomaly (wtda) data from integrated hydrologic simulation results over Europe in combination with Long Short-Term Memory (LSTM) networks to capture the time-varying and time-lagged relationship between pra and wtda in order to obtain reliable models to estimate wtda at the individual pixel level.