A climatology of open and closed mesoscale cellular convection over the Southern Ocean derived from Himawari-8 observations

Marine atmospheric boundary layer clouds cover vast areas of the Southern Ocean (SO), where they are commonly organized into mesoscale cellular convection (MCC). Using three years of Himawari-8 geostationary satellite observations, open and closed MCC structures are identified using a hybrid convolu...

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Main Authors: Lang, Francisco, Ackermann, Luis, Huang, Yi, Truong, Son C. H., Siems, Steven T., Manton, Michael J.
Format: Text
Language:English
Published: 2021
Subjects:
Online Access:https://doi.org/10.5194/acp-2021-681
https://acp.copernicus.org/preprints/acp-2021-681/
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spelling ftcopernicus:oai:publications.copernicus.org:acpd96938 2023-05-15T18:24:58+02:00 A climatology of open and closed mesoscale cellular convection over the Southern Ocean derived from Himawari-8 observations Lang, Francisco Ackermann, Luis Huang, Yi Truong, Son C. H. Siems, Steven T. Manton, Michael J. 2021-09-14 application/pdf https://doi.org/10.5194/acp-2021-681 https://acp.copernicus.org/preprints/acp-2021-681/ eng eng doi:10.5194/acp-2021-681 https://acp.copernicus.org/preprints/acp-2021-681/ eISSN: 1680-7324 Text 2021 ftcopernicus https://doi.org/10.5194/acp-2021-681 2021-09-20T16:22:27Z Marine atmospheric boundary layer clouds cover vast areas of the Southern Ocean (SO), where they are commonly organized into mesoscale cellular convection (MCC). Using three years of Himawari-8 geostationary satellite observations, open and closed MCC structures are identified using a hybrid convolutional neural network. The results of the climatology show that open MCC clouds are roughly uniformly distributed over the SO storm track across mid-latitudes, while closed MCC clouds are most predominant in the southeast Indian Ocean with a second maximum along the storm track. The ocean polar front, derived from ECMWF-ERA5 sea surface temperature gradients, is found to be aligned with the southern boundaries for both MCC types. Along the storm track, both closed and open MCCs are commonly located in post-frontal, cold air masses. The hourly classification of closed MCC reveals a pronounced daily cycle, with a peak occurring late night/early morning. Seasonally, the diurnal cycle of closed MCC is most intense during the summer months (DJF). Conversely, almost no diurnal cycle is evident for open MCC. Text Southern Ocean Copernicus Publications: E-Journals Indian Southern Ocean
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description Marine atmospheric boundary layer clouds cover vast areas of the Southern Ocean (SO), where they are commonly organized into mesoscale cellular convection (MCC). Using three years of Himawari-8 geostationary satellite observations, open and closed MCC structures are identified using a hybrid convolutional neural network. The results of the climatology show that open MCC clouds are roughly uniformly distributed over the SO storm track across mid-latitudes, while closed MCC clouds are most predominant in the southeast Indian Ocean with a second maximum along the storm track. The ocean polar front, derived from ECMWF-ERA5 sea surface temperature gradients, is found to be aligned with the southern boundaries for both MCC types. Along the storm track, both closed and open MCCs are commonly located in post-frontal, cold air masses. The hourly classification of closed MCC reveals a pronounced daily cycle, with a peak occurring late night/early morning. Seasonally, the diurnal cycle of closed MCC is most intense during the summer months (DJF). Conversely, almost no diurnal cycle is evident for open MCC.
format Text
author Lang, Francisco
Ackermann, Luis
Huang, Yi
Truong, Son C. H.
Siems, Steven T.
Manton, Michael J.
spellingShingle Lang, Francisco
Ackermann, Luis
Huang, Yi
Truong, Son C. H.
Siems, Steven T.
Manton, Michael J.
A climatology of open and closed mesoscale cellular convection over the Southern Ocean derived from Himawari-8 observations
author_facet Lang, Francisco
Ackermann, Luis
Huang, Yi
Truong, Son C. H.
Siems, Steven T.
Manton, Michael J.
author_sort Lang, Francisco
title A climatology of open and closed mesoscale cellular convection over the Southern Ocean derived from Himawari-8 observations
title_short A climatology of open and closed mesoscale cellular convection over the Southern Ocean derived from Himawari-8 observations
title_full A climatology of open and closed mesoscale cellular convection over the Southern Ocean derived from Himawari-8 observations
title_fullStr A climatology of open and closed mesoscale cellular convection over the Southern Ocean derived from Himawari-8 observations
title_full_unstemmed A climatology of open and closed mesoscale cellular convection over the Southern Ocean derived from Himawari-8 observations
title_sort climatology of open and closed mesoscale cellular convection over the southern ocean derived from himawari-8 observations
publishDate 2021
url https://doi.org/10.5194/acp-2021-681
https://acp.copernicus.org/preprints/acp-2021-681/
geographic Indian
Southern Ocean
geographic_facet Indian
Southern Ocean
genre Southern Ocean
genre_facet Southern Ocean
op_source eISSN: 1680-7324
op_relation doi:10.5194/acp-2021-681
https://acp.copernicus.org/preprints/acp-2021-681/
op_doi https://doi.org/10.5194/acp-2021-681
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