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tropical eastern Pacific seasonal cycle: Assessment of errors and mechanisms in IPCC AR4 coupled ocean–atmosphere general circulation models . J. Climate , 21 , 2573 – 2590 , https://doi.org/10.1175/2007JCLI1975.1 . 10.1175/2007JCLI1975.1 Dogar , M. M. , F. Kucharski , and S. Azharuddin , 2017 : Study of the global and regional climatic impacts of ENSO magnitude using SPEEDY AGCM . J. Earth Syst. Sci. , 126 , 30 , https://doi.org/10.1007/s12040-017-0804-4 . 10.1007/s12040
tropical eastern Pacific seasonal cycle: Assessment of errors and mechanisms in IPCC AR4 coupled ocean–atmosphere general circulation models . J. Climate , 21 , 2573 – 2590 , https://doi.org/10.1175/2007JCLI1975.1 . 10.1175/2007JCLI1975.1 Dogar , M. M. , F. Kucharski , and S. Azharuddin , 2017 : Study of the global and regional climatic impacts of ENSO magnitude using SPEEDY AGCM . J. Earth Syst. Sci. , 126 , 30 , https://doi.org/10.1007/s12040-017-0804-4 . 10.1007/s12040
recovers the underlying reference state and is not fraught by artifacts arising from the presence of the eddies. To be sure, the concept of the zonalized background state makes only sense in the idealized framework of conservative dynamics. By contrast, the evolution of growing eddies in the real atmosphere may be affected by nonconservative processes to some extent ( Pfahl et al. 2015 ). We, therefore, need to assume that these nonconservative effects are of minor importance. However, this does not
recovers the underlying reference state and is not fraught by artifacts arising from the presence of the eddies. To be sure, the concept of the zonalized background state makes only sense in the idealized framework of conservative dynamics. By contrast, the evolution of growing eddies in the real atmosphere may be affected by nonconservative processes to some extent ( Pfahl et al. 2015 ). We, therefore, need to assume that these nonconservative effects are of minor importance. However, this does not
vorticity (PV)–potential temperature ( θ ) framework ( Hoskins et al. 1985 ) in order to describe the two major effects of the latent heat release on the further evolution of the WCB and its impact on midlatitude dynamics. First, latent heat release contributes to the formation of a cyclonic PV anomaly below the level of maximum heating. This diabatically generated PV anomaly contributes to the formation of the extratropical cyclone’s PV tower ( Rossa et al. 2000 ) and thus to its overall intensity
vorticity (PV)–potential temperature ( θ ) framework ( Hoskins et al. 1985 ) in order to describe the two major effects of the latent heat release on the further evolution of the WCB and its impact on midlatitude dynamics. First, latent heat release contributes to the formation of a cyclonic PV anomaly below the level of maximum heating. This diabatically generated PV anomaly contributes to the formation of the extratropical cyclone’s PV tower ( Rossa et al. 2000 ) and thus to its overall intensity
reason for this is the exceptionally high degree of convective organization observed over tropical Africa ( Nesbitt et al. 2006 ; Roca et al. 2014 ), a process that is difficult to capture with the convective parameterizations used in global NWP models ( Vogel et al. 2018 ). Kniffka et al. (2020) confirm the overall low skill in predicting local rainfall in Africa but show a positive effect of propagating synoptic-scale disturbances on forecasts of regional precipitation. The overall poor
reason for this is the exceptionally high degree of convective organization observed over tropical Africa ( Nesbitt et al. 2006 ; Roca et al. 2014 ), a process that is difficult to capture with the convective parameterizations used in global NWP models ( Vogel et al. 2018 ). Kniffka et al. (2020) confirm the overall low skill in predicting local rainfall in Africa but show a positive effect of propagating synoptic-scale disturbances on forecasts of regional precipitation. The overall poor
respective effects can finally be assessed by comparison to S ENS . f. Weather regime dependence In regional atmospheric modeling, internal processes uncertainty preferentially affects precipitation during weak synoptic forcing episodes (e.g., Stensrud et al. 2000 ; Keil et al. 2014 ). The question here is, if the precipitation sensitivity to the uncertainty in the representation of terrestrial water flow also depends on the level of synoptic forcing. Keil et al. (2014) used the convective adjustment
respective effects can finally be assessed by comparison to S ENS . f. Weather regime dependence In regional atmospheric modeling, internal processes uncertainty preferentially affects precipitation during weak synoptic forcing episodes (e.g., Stensrud et al. 2000 ; Keil et al. 2014 ). The question here is, if the precipitation sensitivity to the uncertainty in the representation of terrestrial water flow also depends on the level of synoptic forcing. Keil et al. (2014) used the convective adjustment
( Rosenfeld et al. 2008 ). The larger water load at the freezing level results in an additional release of latent heat, leading to an invigoration of convection with additional rainfall. Even in absence of such a thermodynamic invigoration, Fan et al. (2013) found that aerosol’s microphysical effects can lead to a dramatic increase in cloud cover, cloud-top height, and cloud thickness at the mature and dissipation stages by inducing larger amounts of smaller but longer-lasting ice particles in the
( Rosenfeld et al. 2008 ). The larger water load at the freezing level results in an additional release of latent heat, leading to an invigoration of convection with additional rainfall. Even in absence of such a thermodynamic invigoration, Fan et al. (2013) found that aerosol’s microphysical effects can lead to a dramatic increase in cloud cover, cloud-top height, and cloud thickness at the mature and dissipation stages by inducing larger amounts of smaller but longer-lasting ice particles in the
horizon to few days at scales of 100 km ( Judt 2020 ). Third, small-scale physical processes such as cloud microphysics and radiation can relatively easily affect scales large enough to be of interest to predictions through their effects on the vertical profiles of latent (and radiative) heating and thus divergent wind. For example, convective invigoration by increased cloud condensation nuclei ( Rosenfeld et al. 2008 ) and larger or longer-lived anvils ( Fan et al. 2013 ) affect convective
horizon to few days at scales of 100 km ( Judt 2020 ). Third, small-scale physical processes such as cloud microphysics and radiation can relatively easily affect scales large enough to be of interest to predictions through their effects on the vertical profiles of latent (and radiative) heating and thus divergent wind. For example, convective invigoration by increased cloud condensation nuclei ( Rosenfeld et al. 2008 ) and larger or longer-lived anvils ( Fan et al. 2013 ) affect convective
convection to determine if the anticipated physical effects are present. Based on these results, a revised version of the PSP scheme will be defined that has the potential to improve forecast skill for convective precipitation. To demonstrate improved skill will require a systematic evaluation of ensemble forecasts over a long test period. This will be the subject of a future study. The PSP scheme ( Kober and Craig 2016 ) aims to better couple subgrid turbulence to convective initiation by reintroducing
convection to determine if the anticipated physical effects are present. Based on these results, a revised version of the PSP scheme will be defined that has the potential to improve forecast skill for convective precipitation. To demonstrate improved skill will require a systematic evaluation of ensemble forecasts over a long test period. This will be the subject of a future study. The PSP scheme ( Kober and Craig 2016 ) aims to better couple subgrid turbulence to convective initiation by reintroducing
from the Integrated Global Radiosonde Archive (IGRA; Durre et al. 2006 ). Table 1. Geographical information on the five stations in Quang Ninh Province (cf. Fig. 1 ) from which hourly rainfall measurements are available. Five-digit station ID numbers indicate a surface synoptic observation (SYNOP) station and three-digit station IDs are regional station IDs. Fig . 2. Box-and-whisker plots of accumulated rainfall (mm) during 1200 UTC 25 Jul–1200 UTC 3 Aug. The availability of historical data is
from the Integrated Global Radiosonde Archive (IGRA; Durre et al. 2006 ). Table 1. Geographical information on the five stations in Quang Ninh Province (cf. Fig. 1 ) from which hourly rainfall measurements are available. Five-digit station ID numbers indicate a surface synoptic observation (SYNOP) station and three-digit station IDs are regional station IDs. Fig . 2. Box-and-whisker plots of accumulated rainfall (mm) during 1200 UTC 25 Jul–1200 UTC 3 Aug. The availability of historical data is
the forecast errors associated with these changes. For mature TCs that make landfall, on the other hand, many (idealized) studies document the influence of either a flat coastal region or an orographic barrier (e.g., Taiwan) on the track and structural development. When a TC vortex impinges on land, regardless of orography, it has two effects: a reduction of moisture supply and an increase of surface roughness. First, when the inner core is still over the ocean, dry air from land is transported
the forecast errors associated with these changes. For mature TCs that make landfall, on the other hand, many (idealized) studies document the influence of either a flat coastal region or an orographic barrier (e.g., Taiwan) on the track and structural development. When a TC vortex impinges on land, regardless of orography, it has two effects: a reduction of moisture supply and an increase of surface roughness. First, when the inner core is still over the ocean, dry air from land is transported