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2019 | OriginalPaper | Buchkapitel

11. Implementation of the SMCM in a Global Climate Model

verfasst von : Boualem Khouider

Erschienen in: Models for Tropical Climate Dynamics

Verlag: Springer International Publishing

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Abstract

Here, we discuss the implementation of the stochastic multicloud model (SMCM) presented in the previous chapter in comprehensive climate models. First, we look at the case of an aquaplanet setting using the HOMME atmosphere only, dynamical core used in Chapter 9 and then consider, in Chapter 12, the case of a more involved state-of-the-art ocean-atmosphere coupled model, used in actual-operational climate predictions, namely, the National Centers for Environmental Predictions (NCEP)’s Climate Forecasting System (CFS). As portrayed by the results presented below important improvements in terms of the simulation of the MJO and convective coupled waves as well as the monsoon variability are achieved through the addition of stochasticity to the HOMME-MCM aquaplanet simulations presented in Chapter 9. Moreover, the implementation of the SMCM in CFS resulted in unprecedented improvements in terms of the simulation of the tropical modes of atmospheric variability on synoptic and intra-seasonal scales in coarse resolution GCMs.

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Literatur
[3]
Zurück zum Zitat R. S. Ajayamohan, B. Khouider, and A. J. Majda. Realistic initiation and dynamics of the Madden-Julian oscillation in a coarse resolution aquaplanet GCM. Geophys. Res. Lett., 40:1–6, 2013.CrossRef R. S. Ajayamohan, B. Khouider, and A. J. Majda. Realistic initiation and dynamics of the Madden-Julian oscillation in a coarse resolution aquaplanet GCM. Geophys. Res. Lett., 40:1–6, 2013.CrossRef
[5]
Zurück zum Zitat R. S. Ajayamohan, Boualem Khouider, Andrew J. Majda, and Qiang Deng. Role of stratiform heating on the organization of convection over the monsoon trough. Climate Dynamics, 47(12):3641–3660, 2016.CrossRef R. S. Ajayamohan, Boualem Khouider, Andrew J. Majda, and Qiang Deng. Role of stratiform heating on the organization of convection over the monsoon trough. Climate Dynamics, 47(12):3641–3660, 2016.CrossRef
[24]
Zurück zum Zitat R. Chattopadhyay, B. N. Goswami, A. K. Sahai, and K. Fraedrich. Role of stratiform rainfall in modifying the northward propagation of monsoon intraseasonal oscillation. Journal of Geophysical Research: Atmospheres, 114(D19):n/a–n/a, 2009. D19114. R. Chattopadhyay, B. N. Goswami, A. K. Sahai, and K. Fraedrich. Role of stratiform rainfall in modifying the northward propagation of monsoon intraseasonal oscillation. Journal of Geophysical Research: Atmospheres, 114(D19):n/a–n/a, 2009. D19114.
[26]
Zurück zum Zitat Shuyi S. Chen, Brandon W. Kerns, Nick Guy, David P. Jorgensen, Julien Delanoë, Nicolas Viltard, Christopher J. Zappa, Falko Judt, Chia-Ying Lee, and Ajda Savarin. Aircraft observations of dry air, the ITCZ, convective cloud systems, and cold pools in MJO during DYNAMO. Bulletin of the American Meteorological Society, 97(3):405–423, 2016.CrossRef Shuyi S. Chen, Brandon W. Kerns, Nick Guy, David P. Jorgensen, Julien Delanoë, Nicolas Viltard, Christopher J. Zappa, Falko Judt, Chia-Ying Lee, and Ajda Savarin. Aircraft observations of dry air, the ITCZ, convective cloud systems, and cold pools in MJO during DYNAMO. Bulletin of the American Meteorological Society, 97(3):405–423, 2016.CrossRef
[28]
Zurück zum Zitat Ayantika Dey Choudhury and R. Krishnan. Dynamical response of the south Asian monsoon trough to latent heating from stratiform and convective precipitation. Journal of the Atmospheric Sciences, 68(6):1347–1363, 2011.CrossRef Ayantika Dey Choudhury and R. Krishnan. Dynamical response of the south Asian monsoon trough to latent heating from stratiform and convective precipitation. Journal of the Atmospheric Sciences, 68(6):1347–1363, 2011.CrossRef
[31]
Zurück zum Zitat S. K. Dash, J. R. Kumar, and M. S. Shekhar. On the decreasing frequency of monsoon depressions over the Indian region. Current Science, 86(10):1404–1411, 2004. S. K. Dash, J. R. Kumar, and M. S. Shekhar. On the decreasing frequency of monsoon depressions over the Indian region. Current Science, 86(10):1404–1411, 2004.
[37]
Zurück zum Zitat Qiang Deng, Boualem Khouider, and Andrew J. Majda. The MJO in a coarse-resolution GCM with a stochastic multicloud parameterization. Journal of the Atmospheric Sciences, 72(1):55–74, 2015.CrossRef Qiang Deng, Boualem Khouider, and Andrew J. Majda. The MJO in a coarse-resolution GCM with a stochastic multicloud parameterization. Journal of the Atmospheric Sciences, 72(1):55–74, 2015.CrossRef
[38]
Zurück zum Zitat Qiang Deng, Boualem Khouider, Andrew J. Majda, and R. S. Ajayamohan. Effect of stratiform heating on the planetary-scale organization of tropical convection. Journal of the Atmospheric Sciences, 73(1):371–392, 2016.CrossRef Qiang Deng, Boualem Khouider, Andrew J. Majda, and R. S. Ajayamohan. Effect of stratiform heating on the planetary-scale organization of tropical convection. Journal of the Atmospheric Sciences, 73(1):371–392, 2016.CrossRef
[49]
Zurück zum Zitat Zhe Feng, Samson Hagos, Angela K. Rowe, Casey D. Burleyson, Matus N. Martini, and Simon P. de Szoeke. Mechanisms of convective cloud organization by cold pools over tropical warm ocean during the AMIE/DYNAMO field campaign. Journal of Advances in Modeling Earth Systems, 7(2):357–381, 2015.CrossRef Zhe Feng, Samson Hagos, Angela K. Rowe, Casey D. Burleyson, Matus N. Martini, and Simon P. de Szoeke. Mechanisms of convective cloud organization by cold pools over tropical warm ocean during the AMIE/DYNAMO field campaign. Journal of Advances in Modeling Earth Systems, 7(2):357–381, 2015.CrossRef
[63]
Zurück zum Zitat R. Godbole. The composite structure of the monsoon depression. Tellus, 29:25–40, 1977.CrossRef R. Godbole. The composite structure of the monsoon depression. Tellus, 29:25–40, 1977.CrossRef
[70]
Zurück zum Zitat B. N. Goswami, R. N. Keshavamurthy, and V. Satyan. Role of barotropic-baroclinic instability for the growth of monsoon depressions and mid-tropospheric cyclones. Proceedings of the Indian Academy of Sciences-Section A, 89:79–97, 1980. B. N. Goswami, R. N. Keshavamurthy, and V. Satyan. Role of barotropic-baroclinic instability for the growth of monsoon depressions and mid-tropospheric cyclones. Proceedings of the Indian Academy of Sciences-Section A, 89:79–97, 1980.
[131]
Zurück zum Zitat V. Krishnamurthy and R. S. Ajayamohan. Composite structure of monsoon low pressure systems and its relation to Indian rainfall. J. Climate, 23(16):4825–4305, 2010.CrossRef V. Krishnamurthy and R. S. Ajayamohan. Composite structure of monsoon low pressure systems and its relation to Indian rainfall. J. Climate, 23(16):4825–4305, 2010.CrossRef
[133]
Zurück zum Zitat T. N. Krishnamurti, M. Kanamitsu, R. Godbole, Chia-Bo Chang, F. Carr, and J. H. Chow. Study of a monsoon depression (i): Synoptic structure. J. Meteor. Soc. Japan, 53:227–239, 1975.CrossRef T. N. Krishnamurti, M. Kanamitsu, R. Godbole, Chia-Bo Chang, F. Carr, and J. H. Chow. Study of a monsoon depression (i): Synoptic structure. J. Meteor. Soc. Japan, 53:227–239, 1975.CrossRef
[134]
Zurück zum Zitat Siddharth Kumar, Anika Arora, R. Chattopadhyay, Anupam Hazra, Suryachandra A. Rao, and B. N. Goswami. Seminal role of stratiform clouds in large-scale aggregation of tropical rain in boreal summer monsoon intraseasonal oscillations. Climate Dynamics, 48(3):999–1015, Feb 2017.CrossRef Siddharth Kumar, Anika Arora, R. Chattopadhyay, Anupam Hazra, Suryachandra A. Rao, and B. N. Goswami. Seminal role of stratiform clouds in large-scale aggregation of tropical rain in boreal summer monsoon intraseasonal oscillations. Climate Dynamics, 48(3):999–1015, Feb 2017.CrossRef
[139]
Zurück zum Zitat Cara-Lyn Lappen and Courtney Schumacher. The role of tilted heating in the evolution of the MJO. Journal of Geophysical Research: Atmospheres, 119(6):2966–2989, 2014. Cara-Lyn Lappen and Courtney Schumacher. The role of tilted heating in the evolution of the MJO. Journal of Geophysical Research: Atmospheres, 119(6):2966–2989, 2014.
[152]
Zurück zum Zitat J.-L. Lin, B. Mapes, M. Zhang, and M. Newman. Stratiform precipitation, vertical heating profiles, and the Madden-Julian oscillation. J. Atmos. Sci., 61:296–309, 2004.CrossRef J.-L. Lin, B. Mapes, M. Zhang, and M. Newman. Stratiform precipitation, vertical heating profiles, and the Madden-Julian oscillation. J. Atmos. Sci., 61:296–309, 2004.CrossRef
[174]
Zurück zum Zitat A. J. Majda, B. Khouider, G.N. Kiladis, K. H. Straub, and M. G. Shefter. A model for convectively coupled tropical waves: Nonlinearity, rotation, and comparison with observations. J. Atmos. Sci., 61:2188–2205, 2004.MathSciNetCrossRef A. J. Majda, B. Khouider, G.N. Kiladis, K. H. Straub, and M. G. Shefter. A model for convectively coupled tropical waves: Nonlinearity, rotation, and comparison with observations. J. Atmos. Sci., 61:2188–2205, 2004.MathSciNetCrossRef
[175]
Zurück zum Zitat A. J. Majda and M. Shefter. Models for stratiform instability and convectively coupled waves. J. Atmos. Sci., 58:1567–1584, 2001.MathSciNetCrossRef A. J. Majda and M. Shefter. Models for stratiform instability and convectively coupled waves. J. Atmos. Sci., 58:1567–1584, 2001.MathSciNetCrossRef
[178]
Zurück zum Zitat A. J. Majda and S. N. Stechmann. The skeleton of tropical intraseasonal oscillations. Proc. Natl. Acad. Sci. USA, 106:8417–8422, 2009.CrossRef A. J. Majda and S. N. Stechmann. The skeleton of tropical intraseasonal oscillations. Proc. Natl. Acad. Sci. USA, 106:8417–8422, 2009.CrossRef
[183]
Zurück zum Zitat B. E. Mapes. Gregarious tropical convection. J. Atmos. Sci, 50:2026–2037, 1993.CrossRef B. E. Mapes. Gregarious tropical convection. J. Atmos. Sci, 50:2026–2037, 1993.CrossRef
[184]
Zurück zum Zitat B. E. Mapes. Convective inhibition, subgridscale triggering energy, and “stratiform instability” in a toy tropical wave model. J. Atmos. Sci., 57:1515–1535, 2000.CrossRef B. E. Mapes. Convective inhibition, subgridscale triggering energy, and “stratiform instability” in a toy tropical wave model. J. Atmos. Sci., 57:1515–1535, 2000.CrossRef
[197]
Zurück zum Zitat D. A. Mooley. Some aspects of Indian monsoon depressions and the associated rainfall. Mon. Wea. Rev., 101:271–280, 1973.CrossRef D. A. Mooley. Some aspects of Indian monsoon depressions and the associated rainfall. Mon. Wea. Rev., 101:271–280, 1973.CrossRef
[198]
Zurück zum Zitat D. A. Mooley and J. Shukla. Characteristics of the westward moving summer monsoon low pressure systems over the Indian region and their relationship with the monsoon rainfall. Center for Ocean Land Atmosphere Studies, Calverton, MD 20705, USA, 1987. Available from COLA, USA. D. A. Mooley and J. Shukla. Characteristics of the westward moving summer monsoon low pressure systems over the Indian region and their relationship with the monsoon rainfall. Center for Ocean Land Atmosphere Studies, Calverton, MD 20705, USA, 1987. Available from COLA, USA.
[199]
Zurück zum Zitat D. A. Mooley and J. Shukla. Main features of the westward-moving low pressure systems which form over the Indian region during the summer monsoon season and their relation to the monsoon rainfall. Mausam, 40:137–152, 1989. D. A. Mooley and J. Shukla. Main features of the westward-moving low pressure systems which form over the Indian region during the summer monsoon season and their relation to the monsoon rainfall. Mausam, 40:137–152, 1989.
[206]
Zurück zum Zitat J. D. Neelin, O. Peters, and K. Hales. The transition to strong convection. J. Atmos. Sci., 66(8):2367–2384, 2009.CrossRef J. D. Neelin, O. Peters, and K. Hales. The transition to strong convection. J. Atmos. Sci., 66(8):2367–2384, 2009.CrossRef
[220]
Zurück zum Zitat O. Peters, A. Deluca, A. Corral, J. D. Neelin, and C. E. Holloway. Universality of rain event size distributions. J. Stat. Mech. Theory Exp., page P11030, 2010.CrossRef O. Peters, A. Deluca, A. Corral, J. D. Neelin, and C. E. Holloway. Universality of rain event size distributions. J. Stat. Mech. Theory Exp., page P11030, 2010.CrossRef
[221]
Zurück zum Zitat O. Peters and J. D. Neelin. Critical phenomena in atmospheric precipitation. Nature Physics, 2(6):393–396, 2006.CrossRef O. Peters and J. D. Neelin. Critical phenomena in atmospheric precipitation. Nature Physics, 2(6):393–396, 2006.CrossRef
[223]
Zurück zum Zitat V. Praveen, S. Sandeep, and R. S. Ajayamohan. On the relationship between mean monsoon precipitation and low pressure systems in climate model simulations. Journal of Climate, 28(13):5305–5324, 2015.CrossRef V. Praveen, S. Sandeep, and R. S. Ajayamohan. On the relationship between mean monsoon precipitation and low pressure systems in climate model simulations. Journal of Climate, 28(13):5305–5324, 2015.CrossRef
[235]
Zurück zum Zitat C. Schumacher and R.A. Houze. Stratiform rain in the tropics as seen by the TRMM precipitation radar. Journal of Climate, 16(11):1739–1756, 2003.CrossRef C. Schumacher and R.A. Houze. Stratiform rain in the tropics as seen by the TRMM precipitation radar. Journal of Climate, 16(11):1739–1756, 2003.CrossRef
[238]
Zurück zum Zitat D. R. Sikka. Some aspects of the life history, structure and movement of monsoon depressions. Pure Appl. Geophys., 115:1501–1529, 1977.CrossRef D. R. Sikka. Some aspects of the life history, structure and movement of monsoon depressions. Pure Appl. Geophys., 115:1501–1529, 1977.CrossRef
[243]
Zurück zum Zitat S. N. Stechmann and J. D. Neelin. A stochastic model for the transition to strong convection. J. Atmos. Sci., page Submitted, 2010. S. N. Stechmann and J. D. Neelin. A stochastic model for the transition to strong convection. J. Atmos. Sci., page Submitted, 2010.
[255]
Zurück zum Zitat Wei-Kuo Tao, Stephen Lang, Xiping Zeng, Shoichi Shige, and Yukari Takayabu. Relating convective and stratiform rain to latent heating. Journal of Climate, 23(7):1874–1893, 2010.CrossRef Wei-Kuo Tao, Stephen Lang, Xiping Zeng, Shoichi Shige, and Yukari Takayabu. Relating convective and stratiform rain to latent heating. Journal of Climate, 23(7):1874–1893, 2010.CrossRef
[260]
Zurück zum Zitat A. Tokay, D. A. Short, C. R. Williams, W. L. Ecklund, and K. S. Gage. Tropical rainfall associated with convective and stratiform clouds: Intercomparison of disdrometer and profiler measurements. J. Appl. Meteor., 38:302–320, 1999.CrossRef A. Tokay, D. A. Short, C. R. Williams, W. L. Ecklund, and K. S. Gage. Tropical rainfall associated with convective and stratiform clouds: Intercomparison of disdrometer and profiler measurements. J. Appl. Meteor., 38:302–320, 1999.CrossRef
Metadaten
Titel
Implementation of the SMCM in a Global Climate Model
verfasst von
Boualem Khouider
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-17775-1_11