Effects of atmosphere and ocean horizontal model resolution on tropical cyclone and upper ocean response forecasts in four major hurricanes

Inna Polichtchouk a European Center for Medium-Range Weather Forecasts

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Kristian S. Mogensen a European Center for Medium-Range Weather Forecasts

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Elizabeth R. Sanabia b Applied Physics Laboratory, University of Washington, Seattle, Washington, USA

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Steven R. Jayne c Physical Oceanography Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts, USA

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Linus Magnusson a European Center for Medium-Range Weather Forecasts

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Casey R. Densmore c Physical Oceanography Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts, USA

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Sam Hatfield a European Center for Medium-Range Weather Forecasts

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Ioan Hadade a European Center for Medium-Range Weather Forecasts

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Nils Wedi a European Center for Medium-Range Weather Forecasts

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Valentine Anantharaj d National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA

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Philippe Lopez a European Center for Medium-Range Weather Forecasts

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Alexander K. Ekholm c Physical Oceanography Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts, USA

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Abstract

A coupled atmosphere-ocean model is necessary for tropical cyclone (TC) prediction to accurately characterize ocean feedback on atmospheric processes within the TC environment. Here, the ECMWF coupled global model is run at horizontal resolutions from 9 km to 1.4 km in the atmosphere, as well as 25 km and 8 km in the ocean, to identify how resolution impacts forecast accuracy of four observed major TCs in the Atlantic: Irma, Florence, Teddy and Ida. Most of the resolutions used here are unprecedented for global models. GOES-16 and SAR satellite images and best track data are used for atmospheric validation. Salinity and temperature observations from Air-Launched Autonomous Micro-Observer (ALAMO) floats are used to validate modeled upper ocean response, including mixed layer deepening, sea-surface cooling, and near-inertial waves in the wakes of TCs. Increasing atmospheric resolution leads to more realistic TC structure and stronger winds, significantly improving TC intensity forecasts and modestly improving track errors. Ocean resolution impacts the upper ocean response but does not influence atmospheric forecasts for the fast-moving TCs considered here. Stronger mixing, sea-surface cooling, and near-inertial oscillations are found for both higher atmosphere and ocean resolutions, provided the initial upper ocean state is the same for the two ocean resolutions. Whether this agrees better with the ALAMO observations also depends on the realism of the initial upper ocean state in the model, emphasizing the importance of ocean initialization for the accurate upper ocean response. Overall, the model at all resolutions correctly predicts stronger mixing, surface cooling, and near-inertial oscillation amplitudes to the right of a TC center, as observed by ALAMO floats.

© 2025 American Meteorological Society. This is an Author Accepted Manuscript distributed under the terms of the default AMS reuse license. For information regarding reuse and general copyright information, consult the AMS Copyright Policy (www.ametsoc.org/PUBSReuseLicenses).

Corresponding author: Inna Polichtchouk, inna.polichtchouk@ecmwf.int

Abstract

A coupled atmosphere-ocean model is necessary for tropical cyclone (TC) prediction to accurately characterize ocean feedback on atmospheric processes within the TC environment. Here, the ECMWF coupled global model is run at horizontal resolutions from 9 km to 1.4 km in the atmosphere, as well as 25 km and 8 km in the ocean, to identify how resolution impacts forecast accuracy of four observed major TCs in the Atlantic: Irma, Florence, Teddy and Ida. Most of the resolutions used here are unprecedented for global models. GOES-16 and SAR satellite images and best track data are used for atmospheric validation. Salinity and temperature observations from Air-Launched Autonomous Micro-Observer (ALAMO) floats are used to validate modeled upper ocean response, including mixed layer deepening, sea-surface cooling, and near-inertial waves in the wakes of TCs. Increasing atmospheric resolution leads to more realistic TC structure and stronger winds, significantly improving TC intensity forecasts and modestly improving track errors. Ocean resolution impacts the upper ocean response but does not influence atmospheric forecasts for the fast-moving TCs considered here. Stronger mixing, sea-surface cooling, and near-inertial oscillations are found for both higher atmosphere and ocean resolutions, provided the initial upper ocean state is the same for the two ocean resolutions. Whether this agrees better with the ALAMO observations also depends on the realism of the initial upper ocean state in the model, emphasizing the importance of ocean initialization for the accurate upper ocean response. Overall, the model at all resolutions correctly predicts stronger mixing, surface cooling, and near-inertial oscillation amplitudes to the right of a TC center, as observed by ALAMO floats.

© 2025 American Meteorological Society. This is an Author Accepted Manuscript distributed under the terms of the default AMS reuse license. For information regarding reuse and general copyright information, consult the AMS Copyright Policy (www.ametsoc.org/PUBSReuseLicenses).

Corresponding author: Inna Polichtchouk, inna.polichtchouk@ecmwf.int
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