A design and an application of a regional coupled atmosphere‐ocean model for tropical cyclone prediction

[1] The prediction of tropical cyclone (TC) track has improved greatly in recent decades due in part to the implementation and improvement of numerical weather prediction (NWP) models. However, the prediction of TC intensity using NWP models remains difficult. Several hypotheses have been proposed to explain the factors contributing to the TC intensity prediction errors and one of the leading candidates is the implication of an evolving sea-surface temperature (SST) boundary condition beneath the TC. In this study, a regional scale coupled atmosphere-ocean model is developed using the Advanced Research Weather Research and Forecasting (ARW) model and the HYbrid Coordinate Ocean Model (HYCOM). A coupling algorithm and a methodology to define appropriate ocean initial conditions are provided. Experiments are conducted, during the lifecycle of TC Ike (2008), using both the coupled-model and static (e.g., temporally fixed) SST to illustrate the impacts of the coupled-model for the TC track, intensity, and structure, as well as upon the larger (synoptic) scale. The results from this study suggest that the impact of the evolving SST (e.g., from a coupled atmosphere-ocean model) begin to impact the intensity, size, and thermodynamic structure for TC Ike (2008) at forecast lead-times beyond 48-hours. Further, the forecast trajectories (i.e., tracks) do not illustrate large differences between the non-coupled and coupled-models. Finally, the impact of the SST boundary condition upon TC Ike (2008) appears to be a function of the strength of the atmospheric forcing – in particular the size and intensity of the TC wind field.

[1]  Timothy A. Reinhold,et al.  Tropical Cyclone Destructive Potential by Integrated Kinetic Energy , 2007 .

[2]  Joseph J. Cione,et al.  Sea Surface Temperature Variability in Hurricanes: Implications with Respect to Intensity Change , 2003 .

[3]  R. Rotunno,et al.  An air-sea interaction theory for tropical cyclones [presentation] , 1985 .

[4]  C. Velden,et al.  The Basic Relationship between Tropical Cyclone Intensity and the Depth of the Environmental Steering Layer in the Australian Region , 1991 .

[5]  A. Blumberg,et al.  A Description of a Three‐Dimensional Coastal Ocean Circulation Model , 2013 .

[6]  Ying-Hwa Kuo,et al.  A tropical cyclone bogus data assimilation scheme in the MM5 3D-Var system and numerical experiments with typhoon rusa (2002) near landfall , 2006 .

[7]  E. Uhlhorn,et al.  Improving Ocean Model Initialization for Coupled Tropical Cyclone Forecast Models Using GODAE Nowcasts , 2008 .

[8]  Jun A. Zhang,et al.  Turbulence Structure of the Hurricane Boundary Layer between the Outer Rainbands , 2009 .

[9]  A. Pike Geopotential Heights and Thicknesses as Predictors of Atlantic Tropical Cyclone Motion and Intensity , 1985 .

[10]  D. A. Brooks The Wake of Hurricane Allen in the Western Gulf of Mexico , 1983 .

[11]  Richard M. Hodur,et al.  The Interaction between Hurricane Opal (1995) and a Warm Core Ring in the Gulf of Mexico , 2000 .

[12]  S. Lord,et al.  Ocean Data Assimilation and Initialization Procedure for the Coupled GFDL/URI Hurricane Prediction System , 2005 .

[13]  J. Chan,et al.  Tropical Cyclone Intensity Change from a Simple Ocean–Atmosphere Coupled Model , 2001 .

[14]  C. J. Neumann,et al.  The Relationship between Tropical Cyclone Motion and Environmental Geostrophic Flows , 1986 .

[15]  C. Guard,et al.  Tropical Cyclone Report , 1989 .

[16]  Katsuyuki V. Ooyama,et al.  A Thermodynamic Foundation for Modeling the Moist Atmosphere , 1990 .

[17]  Jun A. Zhang Estimation of Dissipative Heating Using Low-Level In Situ Aircraft Observations in the Hurricane Boundary Layer , 2010 .

[18]  Jordan G. Powers,et al.  A Description of the Advanced Research WRF Version 2 , 2005 .

[19]  R. Yablonsky,et al.  Impact of a Warm Ocean Eddy’s Circulation on Hurricane-Induced Sea Surface Cooling with Implications for Hurricane Intensity , 2012 .

[20]  R. E. Hart,et al.  A Cyclone Phase Space Derived from Thermal Wind and Thermal Asymmetry , 2003 .

[21]  Gustavo Goni,et al.  Effects of a Warm Oceanic Feature on Hurricane Opal , 2000 .

[22]  Louis J. Wicker,et al.  Time-Splitting Methods for Elastic Models Using Forward Time Schemes , 2002 .

[23]  Yoshio Kurihara,et al.  Improvements in the GFDL Hurricane Prediction System , 1995 .

[24]  J. Bao,et al.  Numerical Simulations of Air-Sea Interaction under High Wind Conditions Using a Coupled Model: A Study of Hurricane Development , 2000 .

[25]  I. Ginis,et al.  Real-Case Simulations of Hurricane-Ocean Interaction Using A High-Resolution Coupled Model: Effects on Hurricane Intensity , 2000 .

[26]  Eric P. Chassignet,et al.  North Atlantic Simulations with the Hybrid Coordinate Ocean Model (HYCOM): Impact of the Vertical Coordinate Choice, Reference Pressure, and Thermobaricity , 2003 .

[27]  Eric P. Chassignet,et al.  US GODAE: Global Ocean Prediction with the Hybrid Coordinate Ocean Model (HYCOM) , 2004 .

[28]  S. A. Hs,et al.  Tropical Cyclone Destructive Potential by Integrated Kinetic Energy , 2008 .

[29]  R. Yablonsky,et al.  Improving the Ocean Initialization of Coupled Hurricane–Ocean Models Using Feature-Based Data Assimilation , 2008 .

[30]  M. Powell,et al.  Reduced drag coefficient for high wind speeds in tropical cyclones , 2003, Nature.

[31]  Isaac Ginis,et al.  Effect of Surface Waves on Air–Sea Momentum Exchange. Part II: Behavior of Drag Coefficient under Tropical Cyclones , 2004 .

[32]  Remy Baraille,et al.  The HYCOM (HYbrid Coordinate Ocean Model) data assimilative system , 2007 .

[33]  Daniel P. Stern,et al.  Evaluation of Planetary Boundary Layer Parameterizations in Tropical Cyclones by Comparison of In Situ Observations and High-Resolution Simulations of Hurricane Isabel (2003). Part II: Inner-Core Boundary Layer and Eyewall Structure , 2009 .

[34]  Johnny C. L. Chan,et al.  Size of Tropical Cyclones as Inferred from ERS-1 and ERS-2 Data , 1999 .

[35]  Peter A. Rochford,et al.  Efficient and Accurate Bulk Parameterizations of Air-Sea Fluxes for Use in General Circulation Models , 2000 .

[36]  G. Halliwell,et al.  Evaluation of vertical coordinate and vertical mixing algorithms in the HYbrid-Coordinate Ocean Model (HYCOM) , 2004 .

[37]  Kerry Emanuel,et al.  An Air-Sea Interaction Theory for Tropical Cyclones. Part I: Steady-State Maintenance , 1986 .

[38]  Prediction of tropical cyclone track forecast error for Hurricanes Katrina, Rita, and Wilma , 2006 .

[39]  J. Bidlot,et al.  User manual and system documentation of WAVEWATCH III R version 4.18 , 2014 .

[40]  John A. Knaff,et al.  NOTES AND CORRESPONDENCE Improvement of Advanced Microwave Sounding Unit Tropical Cyclone Intensity and Size Estimation Algorithms , 2006 .

[41]  X. Zou,et al.  Initialization and Simulation of a Landfalling Hurricane Using a Variational Bogus Data Assimilation Scheme , 2000 .

[42]  J. Price,et al.  Upper Ocean Response to a Hurricane , 1981 .

[43]  Jun A. Zhang,et al.  Evaluation of Planetary Boundary Layer Parameterizations in Tropical Cyclones by Comparison of In Situ Observations and High-Resolution Simulations of Hurricane Isabel (2003). Part I: Initialization, Maximum Winds, and the Outer-Core Boundary Layer , 2009 .

[44]  Shuyi S. Chen,et al.  The CBLAST-Hurricane program and the next-generation fully coupled atmosphere–wave–ocean models for hurricane research and prediction , 2007 .

[45]  Y. Kurihara,et al.  An Initialization Scheme of Hurricane Models by Vortex Specification , 1993 .

[46]  Rainer Bleck,et al.  An oceanic general circulation model framed in hybrid isopycnic-Cartesian coordinates , 2002 .

[47]  X. Zou,et al.  Studies on the Initialization and Simulation of a Mature Hurricane Using a Variational Bogus Data Assimilation Scheme , 2000 .

[48]  Madhuri S. Mulekar,et al.  A 15-Year Climatology of North Atlantic Tropical Cyclones. Part I: Size Parameters , 2004 .