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Impacts of the triggering function of cumulus parameterization on warm-season diurnal rainfall cycles at the Atmospheric Radiation Measurement Southern Great Plains site

In this study, we investigated the impacts of the triggering function of the deep convection scheme on diurnal rainfall variation in the middle latitudes by using the single‐column version of the Community Atmospheric Model (SCAM). Using the climate statistics of a long‐term ensemble analysis of SCA...

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Published in:Journal of geophysical research. Atmospheres 2015-10, Vol.120 (20), p.10,681-10,702
Main Authors: Wang, Yi-Chi, Pan, Hua-Lu, Hsu, Huang-Hsiung
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description In this study, we investigated the impacts of the triggering function of the deep convection scheme on diurnal rainfall variation in the middle latitudes by using the single‐column version of the Community Atmospheric Model (SCAM). Using the climate statistics of a long‐term ensemble analysis of SCAM simulations, we quantified and validated the diurnal rainfall climatological regimes at the Atmospheric Radiation Measurement Southern Great Plains (SGP) site. The results showed that the averaged diurnal rainfall cycle simulated using the default Zhang‐Mcfarlane (ZM) scheme of the SCAM peaks near noon, which is far earlier than the observed nighttime peak phase. This bias was due to the ZM scheme, which produced spurious daytime rainfall, even during days in which only light rainfall was observed. By contrast, using a weather‐focused scheme, the Simplified Arakawa‐Schubert (SAS) scheme, we successfully simulated the nocturnal peak of the diurnal cycle. Experiments conducted on the ZM and SAS schemes featuring different triggering functions revealed that the relaxation of launching parcels above the planetary boundary layer (PBL) and the inclusion of convective inhibition (CIN) were crucial designs for the model to capture the nocturnal rainfall events of the SGP. The inclusion of CIN reduces spurious weak convective events, and the allowance of launching parcels being above the PBL better captures convective cloud base. The results of this study highlight the modulatory effect of low‐level inhomogeneity on the diurnal variation of convection over midlatitudes and the importance of the triggering function of the deep convection scheme in capturing those variations. Key Points Convection triggers for low‐level inhomogeneity are crucial for SGP nocturnal rain Relaxation of launching parcels above the PBL better captures cloud base Inclusion of CIN in convective trigger reduces excessive daytime rain bias
doi_str_mv 10.1002/2015JD023337
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Using the climate statistics of a long‐term ensemble analysis of SCAM simulations, we quantified and validated the diurnal rainfall climatological regimes at the Atmospheric Radiation Measurement Southern Great Plains (SGP) site. The results showed that the averaged diurnal rainfall cycle simulated using the default Zhang‐Mcfarlane (ZM) scheme of the SCAM peaks near noon, which is far earlier than the observed nighttime peak phase. This bias was due to the ZM scheme, which produced spurious daytime rainfall, even during days in which only light rainfall was observed. By contrast, using a weather‐focused scheme, the Simplified Arakawa‐Schubert (SAS) scheme, we successfully simulated the nocturnal peak of the diurnal cycle. Experiments conducted on the ZM and SAS schemes featuring different triggering functions revealed that the relaxation of launching parcels above the planetary boundary layer (PBL) and the inclusion of convective inhibition (CIN) were crucial designs for the model to capture the nocturnal rainfall events of the SGP. The inclusion of CIN reduces spurious weak convective events, and the allowance of launching parcels being above the PBL better captures convective cloud base. The results of this study highlight the modulatory effect of low‐level inhomogeneity on the diurnal variation of convection over midlatitudes and the importance of the triggering function of the deep convection scheme in capturing those variations. Key Points Convection triggers for low‐level inhomogeneity are crucial for SGP nocturnal rain Relaxation of launching parcels above the PBL better captures cloud base Inclusion of CIN in convective trigger reduces excessive daytime rain bias</description><identifier>ISSN: 2169-897X</identifier><identifier>EISSN: 2169-8996</identifier><identifier>DOI: 10.1002/2015JD023337</identifier><language>eng</language><publisher>Washington: Blackwell Publishing Ltd</publisher><subject>Atmospheric models ; Atmospheric precipitations ; Atmospheric radiation ; Atmospheric radiation measurements ; Bias ; Boundary layers ; Climate ; Climatology ; Clouds ; Communities ; Computer simulation ; Convection ; convection initiation ; Convective clouds ; cumulus parameterization ; Cycles ; Daytime ; Diurnal cycle ; Diurnal variations ; Downward long wave radiation ; Geophysics ; Inclusions ; Inhomogeneity ; Launching ; Mathematical models ; Measurement ; Meteorology ; Night ; Night-time ; Nighttime ; Noon ; Parameterization ; Parcels ; Plains ; Planetary boundary layer ; Radiation ; Radiation measurement ; Rain ; Rainfall ; Rainfall cycles ; Southern Great Plains ; Statistical analysis ; Statistical methods ; Warm seasons ; Weather</subject><ispartof>Journal of geophysical research. 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Atmos</addtitle><description>In this study, we investigated the impacts of the triggering function of the deep convection scheme on diurnal rainfall variation in the middle latitudes by using the single‐column version of the Community Atmospheric Model (SCAM). Using the climate statistics of a long‐term ensemble analysis of SCAM simulations, we quantified and validated the diurnal rainfall climatological regimes at the Atmospheric Radiation Measurement Southern Great Plains (SGP) site. The results showed that the averaged diurnal rainfall cycle simulated using the default Zhang‐Mcfarlane (ZM) scheme of the SCAM peaks near noon, which is far earlier than the observed nighttime peak phase. This bias was due to the ZM scheme, which produced spurious daytime rainfall, even during days in which only light rainfall was observed. By contrast, using a weather‐focused scheme, the Simplified Arakawa‐Schubert (SAS) scheme, we successfully simulated the nocturnal peak of the diurnal cycle. Experiments conducted on the ZM and SAS schemes featuring different triggering functions revealed that the relaxation of launching parcels above the planetary boundary layer (PBL) and the inclusion of convective inhibition (CIN) were crucial designs for the model to capture the nocturnal rainfall events of the SGP. The inclusion of CIN reduces spurious weak convective events, and the allowance of launching parcels being above the PBL better captures convective cloud base. The results of this study highlight the modulatory effect of low‐level inhomogeneity on the diurnal variation of convection over midlatitudes and the importance of the triggering function of the deep convection scheme in capturing those variations. 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Atmos</addtitle><date>2015-10-27</date><risdate>2015</risdate><volume>120</volume><issue>20</issue><spage>10,681</spage><epage>10,702</epage><pages>10,681-10,702</pages><issn>2169-897X</issn><eissn>2169-8996</eissn><abstract>In this study, we investigated the impacts of the triggering function of the deep convection scheme on diurnal rainfall variation in the middle latitudes by using the single‐column version of the Community Atmospheric Model (SCAM). Using the climate statistics of a long‐term ensemble analysis of SCAM simulations, we quantified and validated the diurnal rainfall climatological regimes at the Atmospheric Radiation Measurement Southern Great Plains (SGP) site. The results showed that the averaged diurnal rainfall cycle simulated using the default Zhang‐Mcfarlane (ZM) scheme of the SCAM peaks near noon, which is far earlier than the observed nighttime peak phase. This bias was due to the ZM scheme, which produced spurious daytime rainfall, even during days in which only light rainfall was observed. By contrast, using a weather‐focused scheme, the Simplified Arakawa‐Schubert (SAS) scheme, we successfully simulated the nocturnal peak of the diurnal cycle. Experiments conducted on the ZM and SAS schemes featuring different triggering functions revealed that the relaxation of launching parcels above the planetary boundary layer (PBL) and the inclusion of convective inhibition (CIN) were crucial designs for the model to capture the nocturnal rainfall events of the SGP. The inclusion of CIN reduces spurious weak convective events, and the allowance of launching parcels being above the PBL better captures convective cloud base. The results of this study highlight the modulatory effect of low‐level inhomogeneity on the diurnal variation of convection over midlatitudes and the importance of the triggering function of the deep convection scheme in capturing those variations. Key Points Convection triggers for low‐level inhomogeneity are crucial for SGP nocturnal rain Relaxation of launching parcels above the PBL better captures cloud base Inclusion of CIN in convective trigger reduces excessive daytime rain bias</abstract><cop>Washington</cop><pub>Blackwell Publishing Ltd</pub><doi>10.1002/2015JD023337</doi><tpages>22</tpages><oa>free_for_read</oa></addata></record>
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subjects Atmospheric models
Atmospheric precipitations
Atmospheric radiation
Atmospheric radiation measurements
Bias
Boundary layers
Climate
Climatology
Clouds
Communities
Computer simulation
Convection
convection initiation
Convective clouds
cumulus parameterization
Cycles
Daytime
Diurnal cycle
Diurnal variations
Downward long wave radiation
Geophysics
Inclusions
Inhomogeneity
Launching
Mathematical models
Measurement
Meteorology
Night
Night-time
Nighttime
Noon
Parameterization
Parcels
Plains
Planetary boundary layer
Radiation
Radiation measurement
Rain
Rainfall
Rainfall cycles
Southern Great Plains
Statistical analysis
Statistical methods
Warm seasons
Weather
title Impacts of the triggering function of cumulus parameterization on warm-season diurnal rainfall cycles at the Atmospheric Radiation Measurement Southern Great Plains site
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