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Predictable signals in seasonal mean soil moisture simulated with observation-based atmospheric forcing over China

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Abstract

The Community Land Model version 3.5 is driven by an observation-based meteorological dataset to simulate soil moisture over China for the period 1951–2008. A method for identifying the patterns of interannual variability that arise from slow (potentially predictable) and intraseasonal (unpredictable) variability is also applied; this allows identification of the sources of the predictability of seasonal soil moisture in China, during March–April–May (MAM), June–July–August (JJA), September–October–November (SON) and December–January–February (DJF). The potential predictability (slow-to-total) of the soil moisture above 1 m is high, with lowest value of 0.76 in JJA and highest value of 0.94 in DJF. The spatial distribution of the potential predictability comprises a northwest–southeast gradient, with a minimum center over East China and a maximum center over the northwest. The most important source of predictability is from the soil moisture persistence, which generally accounts for more than 50 % of the variability in soil moisture. The SSTs in the Indian Ocean, the North Atlantic and the eastern tropical Pacific Oceans are also identified as important sources of variability in the soil moisture, during MAM, JJA and SON/DJF, respectively. In addition, prolonged linear trends in each season are an important source. Using the slow principal component time series as predictands, a statistical scheme for the seasonal forecasting of soil moisture across China is developed. The prediction skills, in terms of the percentage of explained variance for the verification period (1992–2008), are 59, 51, 62 and 77 % during MAM–DJF, respectively. This is considerably higher than a normal grid prediction scheme.

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Acknowledgments

Thanks to the anonymous reviewers for their valuable comments. We also grateful to the editors for their hard work on this manuscript. This work was supported by National Basic Research Program of China (2012CB956203), the National Natural Science Foundation of China for Young Scholar (41405090), the National Natural Science Foundation of China Project (41575087), and the China Special Fund for Meteorological Research in the Public Interest (GYHY201506001).

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Authors and Affiliations

  1. Key Laboratory of Regional Climate-Environment Research for East Asia, Institute of Atmospheric Physics, Chinese Academy of Sciences, P. O. Box 9804, Beijing, 100029, China

    Kairan Ying, Tianbao Zhao, Xiaogu Zheng & Mingxing Li

  2. Cooperative Institute for Research in Environmental Sciences, University of Colorado at Boulder and NOAA/ESRL/PSD, Boulder, CO, USA

    Xiao-Wei Quan

  3. The Bureau of Meteorology, Melbourne, Australia

    Carsten S. Frederiksen

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  1. Kairan Ying
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Correspondence to Tianbao Zhao.

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Ying, K., Zhao, T., Zheng, X. et al. Predictable signals in seasonal mean soil moisture simulated with observation-based atmospheric forcing over China. Clim Dyn 47, 2373–2395 (2016). https://doi.org/10.1007/s00382-015-2969-3

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