Some Counterintuitive Dependencies of Tropical Cyclone Frequency on Parameters in a GCM
Abstract
High-resolution global climate models (GCMs) have been increasingly utilized for simulations of the global number and distribution of tropical cyclones (TCs), and how they might change with changing climate. In contrast, there is a lack of published studies on the sensitivity of TC genesis to parameterized processes in these GCMs. The uncertainties in these formulations might be an important source of uncertainty in the future projections of TC statistics. This study investigates the sensitivity of the global number of TCs in present-day simulations using the Geophysical Fluid Dynamics Laboratory High Resolution Atmospheric Model (GFDL HIRAM) to alterations in physical parameterizations. Two parameters are identified to be important in TC genesis frequency in this model: the horizontal cumulus mixing rate, which controls the entrainment into convective cores within the convection parameterization, and the strength of the damping of the divergent component of the horizontal flow. The simulated global number of TCs exhibits nonintuitive response to incremental changes of both parameters. As the cumulus mixing rate increases, the model produces nonmonotonic response in global TC frequency with an initial sharp increase and then a decrease. However, storm mean intensity rises monotonically with the mixing rate. As the strength of the divergence dampingmore »
- Authors:
-
- National Oceanic and Atmospheric Administration (NOAA), Princeton, NJ (United States)
- Publication Date:
- Research Org.:
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); UT-Battelle LLC/ORNL, Oak Ridge, TN (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1564908
- Grant/Contract Number:
- AC05-00OR22725
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of the Atmospheric Sciences
- Additional Journal Information:
- Journal Volume: 69; Journal Issue: 7; Journal ID: ISSN 0022-4928
- Publisher:
- American Meteorological Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; Meteorology & Atmospheric Sciences
Citation Formats
Zhao, Ming, Held, Isaac M., and Lin, Shian-Jiann. Some Counterintuitive Dependencies of Tropical Cyclone Frequency on Parameters in a GCM. United States: N. p., 2012.
Web. doi:10.1175/jas-d-11-0238.1.
Zhao, Ming, Held, Isaac M., & Lin, Shian-Jiann. Some Counterintuitive Dependencies of Tropical Cyclone Frequency on Parameters in a GCM. United States. https://doi.org/10.1175/jas-d-11-0238.1
Zhao, Ming, Held, Isaac M., and Lin, Shian-Jiann. Mon .
"Some Counterintuitive Dependencies of Tropical Cyclone Frequency on Parameters in a GCM". United States. https://doi.org/10.1175/jas-d-11-0238.1. https://www.osti.gov/servlets/purl/1564908.
@article{osti_1564908,
title = {Some Counterintuitive Dependencies of Tropical Cyclone Frequency on Parameters in a GCM},
author = {Zhao, Ming and Held, Isaac M. and Lin, Shian-Jiann},
abstractNote = {High-resolution global climate models (GCMs) have been increasingly utilized for simulations of the global number and distribution of tropical cyclones (TCs), and how they might change with changing climate. In contrast, there is a lack of published studies on the sensitivity of TC genesis to parameterized processes in these GCMs. The uncertainties in these formulations might be an important source of uncertainty in the future projections of TC statistics. This study investigates the sensitivity of the global number of TCs in present-day simulations using the Geophysical Fluid Dynamics Laboratory High Resolution Atmospheric Model (GFDL HIRAM) to alterations in physical parameterizations. Two parameters are identified to be important in TC genesis frequency in this model: the horizontal cumulus mixing rate, which controls the entrainment into convective cores within the convection parameterization, and the strength of the damping of the divergent component of the horizontal flow. The simulated global number of TCs exhibits nonintuitive response to incremental changes of both parameters. As the cumulus mixing rate increases, the model produces nonmonotonic response in global TC frequency with an initial sharp increase and then a decrease. However, storm mean intensity rises monotonically with the mixing rate. As the strength of the divergence damping increases, the model produces a continuous increase of global number of TCs and hurricanes with little change in storm mean intensity. Mechanisms for explaining these nonintuitive responses are discussed.},
doi = {10.1175/jas-d-11-0238.1},
journal = {Journal of the Atmospheric Sciences},
number = 7,
volume = 69,
place = {United States},
year = {Mon Jul 02 00:00:00 EDT 2012},
month = {Mon Jul 02 00:00:00 EDT 2012}
}
Web of Science
Works referenced in this record:
Tropical cyclones in a T159 resolution global climate model: comparison with observations and re-analyses
journal, January 2007
- Bengtsson, L.; Hodges, K. I.; Esch, M.
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 59, Issue 4
How may tropical cyclones change in a warmer climate?
journal, January 2007
- Bengtsson, Lennart; Hodges, Kevin I.; Esch, Monika
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 59, Issue 4
Towards constraining climate sensitivity by linear analysis of feedback patterns in thousands of perturbed-physics GCM simulations
journal, July 2007
- Sanderson, Benjamin M.; Piani, C.; Ingram, W. J.
- Climate Dynamics, Vol. 30, Issue 2-3
Gravity Waves, Compensating Subsidence and Detrainment around Cumulus Clouds
journal, March 1989
- Bretherton, Christopher S.; Smolarkiewicz, Piotr K.
- Journal of the Atmospheric Sciences, Vol. 46, Issue 6
A New Parameterization for Shallow Cumulus Convection and Its Application to Marine Subtropical Cloud-Topped Boundary Layers. Part I: Description and 1D Results
journal, April 2004
- Bretherton, Christopher S.; McCaa, James R.; Grenier, Hervé
- Monthly Weather Review, Vol. 132, Issue 4
Western North Pacific Tropical Cyclone Intensity and ENSO
journal, August 2005
- Camargo, Suzana J.; Sobel, Adam H.
- Journal of Climate, Vol. 18, Issue 15
Use of a Genesis Potential Index to Diagnose ENSO Effects on Tropical Cyclone Genesis
journal, October 2007
- Camargo, Suzana J.; Emanuel, Kerry A.; Sobel, Adam H.
- Journal of Climate, Vol. 20, Issue 19
Tropical cyclone genesis potential index in climate models
journal, January 2007
- Camargo, Suzana; Sobel, Adam H.; Barnston, Anthony G.
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 59, Issue 4
The Hurricane—Climate Connection
journal, May 2008
- Emanuel, Kerry
- Bulletin of the American Meteorological Society, Vol. 89, Issue 5
Hurricanes and Global Warming: Results from Downscaling IPCC AR4 Simulations
journal, March 2008
- Emanuel, Kerry; Sundararajan, Ragoth; Williams, John
- Bulletin of the American Meteorological Society, Vol. 89, Issue 3
Changes in Tropical Cyclone Activity due to Global Warming: Results from a High-Resolution Coupled General Circulation Model
journal, October 2008
- Gualdi, S.; Scoccimarro, E.; Navarra, A.
- Journal of Climate, Vol. 21, Issue 20
The Response of Tropical Cyclone Statistics to an Increase in CO 2 with Fixed Sea Surface Temperatures
journal, October 2011
- Held, Isaac M.; Zhao, Ming
- Journal of Climate, Vol. 24, Issue 20
Contribution of Tropical Cyclones to the Global Precipitation from Eight Seasons of TRMM Data: Regional, Seasonal, and Interannual Variations
journal, March 2010
- Jiang, Haiyan; Zipser, Edward J.
- Journal of Climate, Vol. 23, Issue 6
Tropical cyclones and climate change
journal, February 2010
- Knutson, Thomas R.; McBride, John L.; Chan, Johnny
- Nature Geoscience, Vol. 3, Issue 3
Atlantic Basin Seasonal Hurricane Simulations
journal, July 2008
- LaRow, T. E.; Lim, Y-K.; Shin, D. W.
- Journal of Climate, Vol. 21, Issue 13
Tropical Intraseasonal Variability in 14 IPCC AR4 Climate Models. Part I: Convective Signals
journal, June 2006
- Lin, Jia-Lin; Kiladis, George N.; Mapes, Brian E.
- Journal of Climate, Vol. 19, Issue 12
An explicit flux-form semi-lagrangian shallow-water model on the sphere
journal, October 1997
- Lin, Shian-Jiann; Rood, Richard B.
- Quarterly Journal of the Royal Meteorological Society, Vol. 123, Issue 544
Tropical storms: representation and diagnosis in climate models and the impacts of climate change
journal, May 2005
- McDonald, R. E.; Bleaken, D. G.; Cresswell, D. R.
- Climate Dynamics, Vol. 25, Issue 1
Tropical Cyclone Climatology in a Global-Warming Climate as Simulated in a 20 km-Mesh Global Atmospheric Model: Frequency and Wind Intensity Analyses
journal, January 2006
- Oouchi, Kazuyoshi; Yoshimura, Jun; Yoshimura, Hiromasa
- Journal of the Meteorological Society of Japan. Ser. II, Vol. 84, Issue 2
Sensitivity of Radiative–Convective Equilibrium Simulations to Horizontal Resolution
journal, July 2006
- Pauluis, Olivier; Garner, Stephen
- Journal of the Atmospheric Sciences, Vol. 63, Issue 7
Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century
journal, January 2003
- Rayner, N. A.
- Journal of Geophysical Research, Vol. 108, Issue D14
Mean climate and transience in the tropics of the UGAMP GCM: Sensitivity to convective parametrization
journal, July 1994
- Slingo, Julia; Blackburn, Mike; Betts, Alan
- Quarterly Journal of the Royal Meteorological Society, Vol. 120, Issue 518
Influence of the Global Warming on Tropical Cyclone Climatology: An Experiment with the JMA Global Model.
journal, January 2002
- Sugi, Masato; Noda, Akira; Sato, Nobuo
- Journal of the Meteorological Society of Japan, Vol. 80, Issue 2
A Reduction in Global Tropical Cyclone Frequency due to Global Warming
journal, January 2009
- Sugi, Masato; Murakami, Hiroyuki; Yoshimura, Jun
- SOLA, Vol. 5
Objectively Determined Resolution-Dependent Threshold Criteria for the Detection of Tropical Cyclones in Climate Models and Reanalyses
journal, May 2007
- Walsh, K. J. E.; Fiorino, M.; Landsea, C. W.
- Journal of Climate, Vol. 20, Issue 10
Influence of Greenhouse Warming on Tropical Cyclone Frequency
journal, January 2006
- Yoshimura, Jun; Sugi, Masato; Noda, Akira
- Journal of the Meteorological Society of Japan. Ser. II, Vol. 84, Issue 2
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model
journal, September 1995
- Zhang, G. J.; McFarlane, Norman A.
- Atmosphere-Ocean, Vol. 33, Issue 3
An Analysis of the Effect of Global Warming on the Intensity of Atlantic Hurricanes Using a GCM with Statistical Refinement
journal, December 2010
- Zhao, Ming; Held, Isaac M.
- Journal of Climate, Vol. 23, Issue 23
TC-Permitting GCM Simulations of Hurricane Frequency Response to Sea Surface Temperature Anomalies Projected for the Late-Twenty-First Century
journal, April 2012
- Zhao, Ming; Held, Isaac M.
- Journal of Climate, Vol. 25, Issue 8
Simulations of Global Hurricane Climatology, Interannual Variability, and Response to Global Warming Using a 50-km Resolution GCM
journal, December 2009
- Zhao, Ming; Held, Isaac M.; Lin, Shian-Jiann
- Journal of Climate, Vol. 22, Issue 24
Works referencing / citing this record:
Inter‐annual variation of tropical cyclones simulated by GEOS‐5 AGCM with modified convection scheme
journal, March 2019
- Seo, Eunkyo; Lee, Myong‐In; Kim, Dongmin
- International Journal of Climatology, Vol. 39, Issue 10
Sensitivity of tropical cyclones to resolution, convection scheme and ocean flux parameterization over Eastern Tropical Pacific and Tropical North Atlantic Oceans in the RegCM4 model
journal, September 2016
- Fuentes-Franco, Ramón; Giorgi, Filippo; Coppola, Erika
- Climate Dynamics, Vol. 49, Issue 1-2
Tropical cyclones in the GISS ModelE2
journal, July 2016
- Camargo, Suzana J.; Sobel, Adam H.; Delgenio, Anthony D.
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 68, Issue 1
Regional climate model projections of rainfall from U.S. landfalling tropical cyclones
journal, March 2015
- Wright, Daniel B.; Knutson, Thomas R.; Smith, James A.
- Climate Dynamics, Vol. 45, Issue 11-12
The effect of convection scheme on tropical cyclones simulations over the CORDEX East Asia domain
journal, August 2018
- Shen, Wenqiang; Song, Jinjie; Liu, Gang
- Climate Dynamics, Vol. 52, Issue 7-8
Evaluation of FAMIL2 in Simulating the Climatology and Seasonal‐to‐Interannual Variability of Tropical Cyclone Characteristics
journal, April 2019
- Li, Jinxiao; Bao, Qing; Liu, Yimin
- Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 4
Aquaplanet Simulations of Tropical Cyclones
journal, June 2019
- Merlis, Timothy M.; Held, Isaac M.
- Current Climate Change Reports, Vol. 5, Issue 3
Sensitivity of Radiative‐Convection Equilibrium to Divergence Damping in GFDL‐FV3‐Based Cloud‐Resolving Model Simulations
journal, July 2018
- Anber, Usama M.; Jeevanjee, Nadir; Harris, Lucas M.
- Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 7
Tropical cyclones in climate models: Tropical cyclones in climate models
journal, November 2015
- Camargo, Suzana J.; Wing, Allison A.
- Wiley Interdisciplinary Reviews: Climate Change, Vol. 7, Issue 2
DCMIP2016: the splitting supercell test case
journal, January 2019
- Zarzycki, Colin M.; Jablonowski, Christiane; Kent, James
- Geoscientific Model Development, Vol. 12, Issue 3
Tropical cyclogenesis in warm climates simulated by a cloud-system resolving model
journal, March 2018
- Fedorov, Alexey V.; Muir, Les; Boos, William R.
- Climate Dynamics, Vol. 52, Issue 1-2
Simulation of mid-latitude winter storms over the North Atlantic Ocean: impact of boundary layer parameterization schemes
journal, September 2019
- Pradhan, P. K.; Liberato, Margarida L. R.; Kumar, Vinay
- Climate Dynamics, Vol. 53, Issue 11
Seasonal forecasting of tropical storms using the Met Office GloSea5 seasonal forecast system: Seasonal Forecasting of Tropical Storms in GloSea5
journal, March 2015
- Camp, J.; Roberts, M.; MacLachlan, C.
- Quarterly Journal of the Royal Meteorological Society, Vol. 141, Issue 691
Colliding Modons: A Nonlinear Test for the Evaluation of Global Dynamical Cores: COLLIDING MODONS TEST FOR DYCORES
journal, November 2017
- Lin, Shian-Jiann; Harris, Lucas; Chen, Xi
- Journal of Advances in Modeling Earth Systems, Vol. 9, Issue 7
Why is the simulated climatology of tropical cyclones so sensitive to the choice of cumulus parameterization scheme in the WRF model?
journal, January 2018
- Zhang, Chunxi; Wang, Yuqing
- Climate Dynamics, Vol. 51, Issue 9-10
A multidecadal simulation of Atlantic tropical cyclones using a variable-resolution global atmospheric general circulation model
journal, August 2014
- Zarzycki, Colin M.; Jablonowski, Christiane
- Journal of Advances in Modeling Earth Systems, Vol. 6, Issue 3
Tropical cyclones in climate models
text, January 2016
- Camargo, Suzana J.; Wing, Allison A.
- Columbia University
Tropical cyclones in the GISS ModelE2
text, January 2016
- Camargo, Suzana J.; Sobel, Adam H.; Del Genio, Anthony D.
- Columbia University