GFDL's SPEAR Seasonal Prediction System: Initialization and Ocean Tendency Adjustment (OTA) for Coupled Model Predictions
Abstract The next‐generation seasonal prediction system is built as part of the Seamless System for Prediction and EArth System Research (SPEAR) at the Geophysical Fluid Dynamics Laboratory (GFDL) of the National Oceanic and Atmospheric Administration (NOAA). SPEAR is an effort to develop a seamless...
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ftdoajarticles:oai:doaj.org/article:09f23caa6e744f68bee36f34b3b174ce 2023-05-15T18:18:34+02:00 GFDL's SPEAR Seasonal Prediction System: Initialization and Ocean Tendency Adjustment (OTA) for Coupled Model Predictions Feiyu Lu Matthew J. Harrison Anthony Rosati Thomas L. Delworth Xiaosong Yang William F. Cooke Liwei Jia Colleen McHugh Nathaniel C. Johnson Mitchell Bushuk Yongfei Zhang Alistair Adcroft 2020-12-01T00:00:00Z https://doi.org/10.1029/2020MS002149 https://doaj.org/article/09f23caa6e744f68bee36f34b3b174ce EN eng American Geophysical Union (AGU) https://doi.org/10.1029/2020MS002149 https://doaj.org/toc/1942-2466 1942-2466 doi:10.1029/2020MS002149 https://doaj.org/article/09f23caa6e744f68bee36f34b3b174ce Journal of Advances in Modeling Earth Systems, Vol 12, Iss 12, Pp n/a-n/a (2020) seasonal prediction data assimilation coupled model SPEAR model bias model initialization Physical geography GB3-5030 Oceanography GC1-1581 article 2020 ftdoajarticles https://doi.org/10.1029/2020MS002149 2022-12-31T16:14:41Z Abstract The next‐generation seasonal prediction system is built as part of the Seamless System for Prediction and EArth System Research (SPEAR) at the Geophysical Fluid Dynamics Laboratory (GFDL) of the National Oceanic and Atmospheric Administration (NOAA). SPEAR is an effort to develop a seamless system for prediction and research across time scales. The ensemble‐based ocean data assimilation (ODA) system is updated for Modular Ocean Model Version 6 (MOM6), the ocean component of SPEAR. Ocean initial conditions for seasonal predictions, as well as an ocean state estimation, are produced by the MOM6 ODA system in coupled SPEAR models. Initial conditions of the atmosphere, land, and sea ice components for seasonal predictions are constructed through additional nudging experiments in the same coupled SPEAR models. A bias correction scheme called ocean tendency adjustment (OTA) is applied to coupled model seasonal predictions to reduce model drift. OTA applies the climatological temperature and salinity increments obtained from ODA as three‐dimensional tendency terms to the MOM6 ocean component of the coupled SPEAR models. Based on preliminary retrospective seasonal forecasts, we demonstrate that OTA reduces model drift—especially sea surface temperature (SST) forecast drift—in coupled model predictions and improves seasonal prediction skill for applications such as El Niño–Southern Oscillation (ENSO). Article in Journal/Newspaper Sea ice Directory of Open Access Journals: DOAJ Articles Journal of Advances in Modeling Earth Systems 12 12 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
seasonal prediction data assimilation coupled model SPEAR model bias model initialization Physical geography GB3-5030 Oceanography GC1-1581 |
spellingShingle |
seasonal prediction data assimilation coupled model SPEAR model bias model initialization Physical geography GB3-5030 Oceanography GC1-1581 Feiyu Lu Matthew J. Harrison Anthony Rosati Thomas L. Delworth Xiaosong Yang William F. Cooke Liwei Jia Colleen McHugh Nathaniel C. Johnson Mitchell Bushuk Yongfei Zhang Alistair Adcroft GFDL's SPEAR Seasonal Prediction System: Initialization and Ocean Tendency Adjustment (OTA) for Coupled Model Predictions |
topic_facet |
seasonal prediction data assimilation coupled model SPEAR model bias model initialization Physical geography GB3-5030 Oceanography GC1-1581 |
description |
Abstract The next‐generation seasonal prediction system is built as part of the Seamless System for Prediction and EArth System Research (SPEAR) at the Geophysical Fluid Dynamics Laboratory (GFDL) of the National Oceanic and Atmospheric Administration (NOAA). SPEAR is an effort to develop a seamless system for prediction and research across time scales. The ensemble‐based ocean data assimilation (ODA) system is updated for Modular Ocean Model Version 6 (MOM6), the ocean component of SPEAR. Ocean initial conditions for seasonal predictions, as well as an ocean state estimation, are produced by the MOM6 ODA system in coupled SPEAR models. Initial conditions of the atmosphere, land, and sea ice components for seasonal predictions are constructed through additional nudging experiments in the same coupled SPEAR models. A bias correction scheme called ocean tendency adjustment (OTA) is applied to coupled model seasonal predictions to reduce model drift. OTA applies the climatological temperature and salinity increments obtained from ODA as three‐dimensional tendency terms to the MOM6 ocean component of the coupled SPEAR models. Based on preliminary retrospective seasonal forecasts, we demonstrate that OTA reduces model drift—especially sea surface temperature (SST) forecast drift—in coupled model predictions and improves seasonal prediction skill for applications such as El Niño–Southern Oscillation (ENSO). |
format |
Article in Journal/Newspaper |
author |
Feiyu Lu Matthew J. Harrison Anthony Rosati Thomas L. Delworth Xiaosong Yang William F. Cooke Liwei Jia Colleen McHugh Nathaniel C. Johnson Mitchell Bushuk Yongfei Zhang Alistair Adcroft |
author_facet |
Feiyu Lu Matthew J. Harrison Anthony Rosati Thomas L. Delworth Xiaosong Yang William F. Cooke Liwei Jia Colleen McHugh Nathaniel C. Johnson Mitchell Bushuk Yongfei Zhang Alistair Adcroft |
author_sort |
Feiyu Lu |
title |
GFDL's SPEAR Seasonal Prediction System: Initialization and Ocean Tendency Adjustment (OTA) for Coupled Model Predictions |
title_short |
GFDL's SPEAR Seasonal Prediction System: Initialization and Ocean Tendency Adjustment (OTA) for Coupled Model Predictions |
title_full |
GFDL's SPEAR Seasonal Prediction System: Initialization and Ocean Tendency Adjustment (OTA) for Coupled Model Predictions |
title_fullStr |
GFDL's SPEAR Seasonal Prediction System: Initialization and Ocean Tendency Adjustment (OTA) for Coupled Model Predictions |
title_full_unstemmed |
GFDL's SPEAR Seasonal Prediction System: Initialization and Ocean Tendency Adjustment (OTA) for Coupled Model Predictions |
title_sort |
gfdl's spear seasonal prediction system: initialization and ocean tendency adjustment (ota) for coupled model predictions |
publisher |
American Geophysical Union (AGU) |
publishDate |
2020 |
url |
https://doi.org/10.1029/2020MS002149 https://doaj.org/article/09f23caa6e744f68bee36f34b3b174ce |
genre |
Sea ice |
genre_facet |
Sea ice |
op_source |
Journal of Advances in Modeling Earth Systems, Vol 12, Iss 12, Pp n/a-n/a (2020) |
op_relation |
https://doi.org/10.1029/2020MS002149 https://doaj.org/toc/1942-2466 1942-2466 doi:10.1029/2020MS002149 https://doaj.org/article/09f23caa6e744f68bee36f34b3b174ce |
op_doi |
https://doi.org/10.1029/2020MS002149 |
container_title |
Journal of Advances in Modeling Earth Systems |
container_volume |
12 |
container_issue |
12 |
_version_ |
1766195190168551424 |