A Poisson Regression Index for Tropical Cyclone Genesis and the Role of Large-Scale Vorticity in Genesis

A Poisson regression between the observed climatology of tropical cyclogenesis (TCG) and large-scale climate variables is used to construct a TCG index. The regression methodology is objective and provides a framework for the selection of the climate variables in the index. Broadly following earlier work, four climate variables appear in the index: low-level absolute vorticity, relative humidity, relative sea surface temperature (SST), and vertical shear. Several variants in the choice of predictors are explored, including relative SST versus potential intensity and satellite-based column-integrated relative humidity versus reanalysis relative humidity at a single level; these choices lead to modest differences in the performance of the index.The featureof the newindexthat leadsto thegreatest improvement is afunctionaldependenceon lowlevel absolute vorticity that causes the index response to absolute vorticity to saturate when absolute vorticity exceeds a threshold. This feature reduces some biases of the index and improves the fidelity of its spatial distribution. Physically, this result suggests that once low-level environmental vorticity reaches a sufficiently largevalue,otherfactorsbecomeratelimitingsothatfurtherincreasesinvorticity(atleastonamonthlymean basis) do not increase the probability of genesis. Although the index is fit to climatological data, it reproduces some aspects of interannual variability when applied to interannually varying data. Overall, the new index compares positively to the genesis potential index (GPI), whose derivation, computation, and analysis is more complex in part because of its dependence on potential intensity.

[1]  Suzana J. Camargo,et al.  A Climatology of Arabian Sea Cyclonic Storms , 2011 .

[2]  A. Sobel,et al.  Effects of Relative and Absolute Sea Surface Temperature on Tropical Cyclone Potential Intensity Using a Single-Column Model , 2011 .

[3]  Gabriele Villarini,et al.  Modeling the Dependence of Tropical Storm Counts in the North Atlantic Basin on Climate Indices , 2010 .

[4]  Bin Wang,et al.  Future Change of North Atlantic Tropical Cyclone Tracks: Projection by a 20-km-Mesh Global Atmospheric Model* , 2010 .

[5]  C. J. Neumann,et al.  The International Best Track Archive for Climate Stewardship (IBTrACS): unifying tropical cyclone data. , 2010 .

[6]  Shian-Jiann Lin,et al.  Simulations of global hurricane climatology, interannual variability, and response to global warming using a 50-km resolution GCM. , 2009 .

[7]  C. Bretherton,et al.  A Simple Model of Climatological Rainfall and Vertical Motion Patterns over the Tropical Oceans , 2009 .

[8]  A. Sobel,et al.  Diagnosis of the MJO Modulation of Tropical Cyclogenesis Using an Empirical Index , 2009 .

[9]  J. Evans,et al.  Atlantic Subtropical Storms. Part I: Diagnostic Criteria and Composite Analysis , 2009 .

[10]  R. E. Hart,et al.  Atlantic Subtropical Storms. Part II: Climatology , 2009 .

[11]  Yukari N. Takayabu,et al.  Multi-model Projection of Global Warming Impact on Tropical Cyclone Genesis Frequency over the Western North Pacific , 2009 .

[12]  J. Chan,et al.  Tropical cyclone genesis frequency over the western North Pacific simulated in medium-resolution coupled general circulation models , 2009 .

[13]  P. K. Kundu,et al.  Analysis of cyclogenesis parameter for developing and nondeveloping low-pressure systems over the Indian Sea , 2009 .

[14]  S. Hallegatte,et al.  Predictors of Tropical Cyclone Numbers and Extreme Hurricane Intensities over the North Atlantic Using Generalized Additive and Linear Models , 2009 .

[15]  C. Obled,et al.  Comparison of 850‐hPa relative humidity between ERA‐40 and NCEP/NCAR re‐analyses: detection of suspicious data in ERA‐40 , 2009 .

[16]  Suzana J. Camargo,et al.  The seasonally-varying influence of ENSO on rainfall and tropical cyclone activity in the Philippines , 2009 .

[17]  A. Sobel,et al.  Diagnosis of the MJO Modulation of Tropical Cyclogenesis Using an Empirical Index , 2009 .

[18]  Gabriel A. Vecchi,et al.  Whither Hurricane Activity? , 2008, Science.

[19]  K. Keay,et al.  A NEW HURRICANE INDEX FOR THE CARIBBEAN , 2008 .

[20]  G. Vecchi,et al.  Simulated reduction in Atlantic hurricane frequency under twenty-first-century warming conditions , 2008 .

[21]  G. Ryu,et al.  Improvement of Microwave Rainfall Retrievals in Bayesian Retrieval Algorithms , 2008 .

[22]  K. Swanson Nonlocality of Atlantic tropical cyclone intensities , 2008 .

[23]  G. Vecchi,et al.  Effect of remote sea surface temperature change on tropical cyclone potential intensity , 2007, Nature.

[24]  Kerry A. Emanuel,et al.  Tropical cyclogenesis sensitivity to environmental parameters in radiative–convective equilibrium , 2007 .

[25]  Kerry A. Emanuel,et al.  Use of a Genesis Potential Index to Diagnose ENSO Effects on Tropical Cyclone Genesis , 2007 .

[26]  G. Vecchi,et al.  Increased tropical Atlantic wind shear in model projections of global warming , 2007 .

[27]  Enrico Scoccimarro,et al.  Changes in Tropical Cyclone Activity Due to Global Warming: Results from a High-Resolution Coupled General Circulation Model , 2007 .

[28]  M. Esch,et al.  Tropical cyclones in a T159 resolution global climate model: comparison with observations and re-analyses , 2007 .

[29]  K. Emanuel,et al.  Tropical cyclone genesis potential index in climate models , 2007 .

[30]  M. Sugi,et al.  Influence of Greenhouse Warming on Tropical Cyclone Frequency , 2006 .

[31]  Jun Yoshimura,et al.  Tropical Cyclone Climatology in a Global-Warming Climate as Simulated in a 20 km-Mesh Global Atmospheric Model: Frequency and Wind Intensity Analyses , 2006 .

[32]  A. Gaye,et al.  A cyclogenesis index for tropical Atlantic off the African coasts , 2006 .

[33]  A. Sterl,et al.  The ERA‐40 re‐analysis , 2005 .

[34]  Thomas M. Smith,et al.  Improved Extended Reconstruction of SST (1854–1997) , 2004 .

[35]  N. Holbrook,et al.  A Poisson Regression Model of Tropical Cyclogenesis for the Australian–Southwest Pacific Ocean Region , 2004 .

[36]  Matthew E. Peters,et al.  Relationships between Water Vapor Path and Precipitation over the Tropical Oceans , 2004 .

[37]  K. Cheung Large-Scale Environmental Parameters Associated with Tropical Cyclone Formations in the Western North Pacific , 2004 .

[38]  L. Bosart,et al.  Baroclinically Induced Tropical Cyclogenesis , 2003 .

[39]  D. Neelin,et al.  Sensitivity of Tropical Tropospheric Temperature to Sea Surface Temperature Forcing , 2003 .

[40]  K. Emanuel,et al.  Low frequency variability of tropical cyclone potential intensity 1. Interannual to interdecadal variability , 2002 .

[41]  K. Emanuel,et al.  Low frequency variability of tropical cyclone potential intensity 2. Climatology for 1982–1995 , 2002 .

[42]  C. Bretherton,et al.  The ENSO Signal in Tropical Tropospheric Temperature , 2002 .

[43]  John C. H. Chiang,et al.  Tropical tropospheric temperature variations caused by ENSO and their influence on the remote tropical climate , 2002 .

[44]  John A. Knaff,et al.  A Tropical Cyclone Genesis Parameter for the Tropical Atlantic , 2001 .

[45]  W. Collins,et al.  The NCEP–NCAR 50-Year Reanalysis: Monthly Means CD-ROM and Documentation , 2001 .

[46]  K. Emanuel,et al.  Dissipative heating and hurricane intensity , 1998 .

[47]  Roy W. Spencer,et al.  SSM/I Rain Retrievals within a Unified All-Weather Ocean Algorithm , 1998 .

[48]  F. Chauvin,et al.  A Gcm Study of the Impact of Greenhouse Gas Increase on the Frequency of Occurrence of Tropical Cyclones , 1998 .

[49]  K. Emanuel Sensitivity of Tropical Cyclones to Surface Exchange Coefficients and a Revised Steady-State Model incorporating Eye Dynamics , 1995 .

[50]  W. Rossow,et al.  Influence of Ocean Surface Conditions on Atmospheric Vertical Thermodynamic Structure and Deep Convection , 1994 .

[51]  Chidong Zhang Large-Scale Variability of Atmospheric Deep Convection in Relation to Sea Surface Temperature in the Tropics , 1993 .

[52]  C. Schmertmann,et al.  Improving Extended-Range Seasonal Predictions of Intense Atlantic Hurricane Activity , 1993 .

[53]  A. Solow,et al.  The Relationship between the Southern Oscillation and Tropical Cyclone Frequency in the Australian Region , 1990 .

[54]  W. Rossow,et al.  Behavior of Deep Convective Clouds in the Tropical Pacific Deduced from ISCCP Radiances , 1990 .

[55]  K. Emanuel The Finite-Amplitude Nature of Tropical Cyclogenesis , 1989 .

[56]  T. Barnett,et al.  Sea Surface Temperature, Surface Wind Divergence, and Convection over Tropical Oceans , 1987, Science.

[57]  S. Gadgil,et al.  Ocean–atmosphere coupling over monsoon regions , 1984, Nature.

[58]  Wm Gray,et al.  Hurricanes: Their formation, structure and likely role in the tropical circulation , 1979 .

[59]  H. Akaike,et al.  Information Theory and an Extension of the Maximum Likelihood Principle , 1973 .

[60]  W. M. Gray,et al.  GLOBAL VIEW OF THE ORIGIN OF TROPICAL DISTURBANCES AND STORMS , 1968 .

[61]  A. Woeikof Tropical cyclones. , 1884, Science.