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Application of SOM Method in Summer Precipitation Patterns in Eastern China
LUO Weimeng, QIAN Weihong, JIANG Ning, LEUNG Cheuk-Hin
Acta Scientiarum Naturalium Universitatis Pekinensis    2018, 54 (5): 970-982.   DOI: 10.13209/j.0479-8023.2018.047
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Based on SOM (self-organizing maps) and EOF (empirical orthogonal function) methods, the dailymean and seasonal-mean summer precipitation patterns in Eastern China are analyzed and compared. Results show that the SOM method, compared with EOF, describes precipitation distributions more realistically. The spatial structures of summer precipitation patterns can be well explained by 850 hPa wind anomaly and 700 hPa specific humidity anomaly. As a posterior problem, 850 hPa height anomaly can well explain the corresponding precipitation area. However, as a prediction problem, due to other conditions such as moisture and temperature anomaly, the negative height anomaly in the numerical weather forecasting does not always indicate strong precipitation.

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