Mean Bias in Seasonal Forecast Model and ENSO Prediction Error
Abstract This study uses retrospective forecasts made using an APEC Climate Center seasonal forecast model to investigate the cause of errors in predicting the amplitude of El Niño Southern Oscillation (ENSO)-driven sea surface temperature variability. When utilizing Bjerknes coupled stability (BJ)...
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Nature Portfolio
2017
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oai:doaj.org-article:acb75e2a5480474cb374de6d5ab94aaf2021-12-02T11:41:11ZMean Bias in Seasonal Forecast Model and ENSO Prediction Error10.1038/s41598-017-05221-32045-2322https://doaj.org/article/acb75e2a5480474cb374de6d5ab94aaf2017-07-01T00:00:00Zhttps://doi.org/10.1038/s41598-017-05221-3https://doaj.org/toc/2045-2322Abstract This study uses retrospective forecasts made using an APEC Climate Center seasonal forecast model to investigate the cause of errors in predicting the amplitude of El Niño Southern Oscillation (ENSO)-driven sea surface temperature variability. When utilizing Bjerknes coupled stability (BJ) index analysis, enhanced errors in ENSO amplitude with forecast lead times are found to be well represented by those in the growth rate estimated by the BJ index. ENSO amplitude forecast errors are most strongly associated with the errors in both the thermocline slope response and surface wind response to forcing over the tropical Pacific, leading to errors in thermocline feedback. This study concludes that upper ocean temperature bias in the equatorial Pacific, which becomes more intense with increasing lead times, is a possible cause of forecast errors in the thermocline feedback and thus in ENSO amplitude.Seon Tae KimHye-In JeongFei-Fei JinNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 7, Iss 1, Pp 1-9 (2017) |
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Medicine R Science Q Seon Tae Kim Hye-In Jeong Fei-Fei Jin Mean Bias in Seasonal Forecast Model and ENSO Prediction Error |
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Abstract This study uses retrospective forecasts made using an APEC Climate Center seasonal forecast model to investigate the cause of errors in predicting the amplitude of El Niño Southern Oscillation (ENSO)-driven sea surface temperature variability. When utilizing Bjerknes coupled stability (BJ) index analysis, enhanced errors in ENSO amplitude with forecast lead times are found to be well represented by those in the growth rate estimated by the BJ index. ENSO amplitude forecast errors are most strongly associated with the errors in both the thermocline slope response and surface wind response to forcing over the tropical Pacific, leading to errors in thermocline feedback. This study concludes that upper ocean temperature bias in the equatorial Pacific, which becomes more intense with increasing lead times, is a possible cause of forecast errors in the thermocline feedback and thus in ENSO amplitude. |
format |
article |
author |
Seon Tae Kim Hye-In Jeong Fei-Fei Jin |
author_facet |
Seon Tae Kim Hye-In Jeong Fei-Fei Jin |
author_sort |
Seon Tae Kim |
title |
Mean Bias in Seasonal Forecast Model and ENSO Prediction Error |
title_short |
Mean Bias in Seasonal Forecast Model and ENSO Prediction Error |
title_full |
Mean Bias in Seasonal Forecast Model and ENSO Prediction Error |
title_fullStr |
Mean Bias in Seasonal Forecast Model and ENSO Prediction Error |
title_full_unstemmed |
Mean Bias in Seasonal Forecast Model and ENSO Prediction Error |
title_sort |
mean bias in seasonal forecast model and enso prediction error |
publisher |
Nature Portfolio |
publishDate |
2017 |
url |
https://doaj.org/article/acb75e2a5480474cb374de6d5ab94aaf |
work_keys_str_mv |
AT seontaekim meanbiasinseasonalforecastmodelandensopredictionerror AT hyeinjeong meanbiasinseasonalforecastmodelandensopredictionerror AT feifeijin meanbiasinseasonalforecastmodelandensopredictionerror |
_version_ |
1718395478699147264 |