Articles | Volume 24, issue 1
Hydrol. Earth Syst. Sci., 24, 227–248, 2020
Hydrol. Earth Syst. Sci., 24, 227–248, 2020
Research article
16 Jan 2020
Research article | 16 Jan 2020

A framework for deriving drought indicators from the Gravity Recovery and Climate Experiment (GRACE)

Helena Gerdener et al.

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Cited articles

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Agboma, C. O., Yirdaw, S. Z. and Snelgrove, K. R.: Intercomparison of the total storage deficit index (TSDI) over two Canadian Prairie catchments, J. Hydrol., 374, 351–359,, 2009. a
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Alpaydin, E.: Introduction to machine learning, MIT Press, Cambridge, Massachusetts, USA, 2009. a
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, L18405,, 2005. a, b

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Short summary
GRACE-derived drought indicators enable us to detect hydrological droughts based on changes observed in all storages. By performing synthetic experiments, we find that droughts identified by existing and modified indicators are biased by trends and GRACE-based spatial noise. A modified version of the Zhao et al. (2017) indicator is found to be particularly robust against spatial noise and is therefore applied to real GRACE data over South Africa.