Seasonal Prediction of Summer Temperature over Northeast China Using a Year-to-Year Incremental Approach |
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Authors: | FAN Ke WANG Hujun |
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Affiliation: | [1]Nansen-Zhu International Research Centre, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing 100029 [2]Key Laboratorg of Regional Climate-Environment Research for Temperate East Asia, Chinese Academy of Sciences, Beijing 100029 |
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Abstract: | We present a model for predicting summertime surface air temperature in Northeast China (NESSAT) using a year-to-year incremental approach. The predicted value for each year's increase or decrease of NESSAT is added to the observed value within a particular year to yield the net forecast NESSAT. The seasonal forecast model for the year-to-year increments of NESSAT is constructed based on data from 1975-2007. Five predictors are used: an index for sea ice cover over the East Siberian Sea, an index for central Pacific tropical sea surface temperature, two high latitude circulation indices, as well as a North American pressure index. All predictors are available by no later than March, which allows for compilation of a seasonal forecast with a two-month lead time. The prediction model accurately captures the interannual variations of NESSAT during 1977-2007 with a correlation coefficient between the predicted and observed NESSAT of 0.87 (accounting for 76% of total variance) and a mean absolute error (MAE) of 0.3℃. A cross-validation test during 1977 2008 demonstrates that the model has good predictive skill, with MAE of 0.4℃ and a correlation coefficient between the predicted and observed NESSAT of 0.76. |
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Keywords: | seasonal prediction model Northeast China summer surface temperature year-to-year increment |
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