skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Cluster Analysis of Downscaled and Explicitly Simulated North Atlantic Tropical Cyclone Tracks

Journal Article · · Journal of Climate
 [1];  [2];  [3];  [4];  [5];  [6];  [2];  [7];  [8];  [9];  [10];  [11];  [12];  [13];  [14];  [15];  [16]
  1. Univ. of Wisconsin, Madison, WI (United States). Space Science and Engineering Center
  2. Columbia Univ., Palisades, NY (United States). Lamont-Doherty Earth Observatory
  3. National Oceanic and Atmospheric Administration (NOAA), Asheville, NC (United States). National Climatic Data Center (NCDC)
  4. Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States)
  5. Univ. of Melbourne (Australia). School of Earth
  6. Columbia Univ., New York, NY (United States). Center for Climate Systems; NASA Goddard Space Flight Center (GSFC), Greenbelt, MD (United States). Global Modeling and Assimilation Office, and Goddard Earth Sciences Technology and Research/I.M. Systems Group
  7. Florida State Univ., Tallahassee, FL (United States)
  8. NASA Goddard Space Flight Center (GSFC), Greenbelt, MD (United States). Global Modeling and Assimilation Office, and Goddard Earth Sciences Technology and Research/I.M. Systems Group
  9. Texas A & M Univ., College Station, TX (United States)
  10. Met Office Hadley Centre, Devon (United Kingdom)
  11. Istituto Nazionale di Geofisica e Vulcanologia, Bologna (Italy); Centro Euro-Mediterraneo sui Cambiamenti Climatici, Lecce (Italy)
  12. Columbia Univ., New York, NY (United States). Dept. of Applied Physics and Applied Mathematics
  13. Univ. of Reading, Reading (United Kingdom). National Centre for Atmospheric Science, Dept. of Meteorology
  14. National Oceanic and Atmospheric Administration (NOAA), College Park, MD (United States). National Weather Service (NWS), National Centers for Environmental Prediction (NCEP), Climate Prediction Center
  15. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States); Univ. of California, Berkeley, CA (United States)
  16. National Oceanic and Atmospheric Administration (NOAA), Princeton, NJ (United States). Geophysical Fluid Dynamics Lab. (GFDL)

A realistic representation of the North Atlantic tropical cyclone tracks is crucial as it allows, for example, explaining potential changes in U.S. landfalling systems. Here, the authors present a tentative study that examines the ability of recent climate models to represent North Atlantic tropical cyclone tracks. Tracks from two types of climate models are evaluated: explicit tracks are obtained from tropical cyclones simulated in regional or global climate models with moderate to high horizontal resolution (1°–0.25°), and downscaled tracks are obtained using a downscaling technique with large-scale environmental fields from a subset of these models. Here, for both configurations, tracks are objectively separated into four groups using a cluster technique, leading to a zonal and a meridional separation of the tracks. The meridional separation largely captures the separation between deep tropical and subtropical, hybrid or baroclinic cyclones, while the zonal separation segregates Gulf of Mexico and Cape Verde storms. The properties of the tracks’ seasonality, intensity, and power dissipation index in each cluster are documented for both configurations. The authors’ results show that, except for the seasonality, the downscaled tracks better capture the observed characteristics of the clusters. The authors also use three different idealized scenarios to examine the possible future changes of tropical cyclone tracks under 1) warming sea surface temperature, 2) increasing carbon dioxide, and 3) a combination of the two. The response to each scenario is highly variable depending on the simulation considered. Lastly, the authors examine the role of each cluster in these future changes and find no preponderant contribution of any single cluster over the others.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER); National Aeronautics and Space Administration (NASA); National Science Foundation (NSF); National Oceanic and Atmospheric Administration (NOAA)
Grant/Contract Number:
AC02-05CH11231; NA11OAR4310093; AGS1143959; NNX09AK34G
OSTI ID:
1407300
Journal Information:
Journal of Climate, Vol. 28, Issue 4; ISSN 0894-8755
Publisher:
American Meteorological SocietyCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 44 works
Citation information provided by
Web of Science

References (66)

Objective tracking of African Easterly Waves in Met Office models: Objective Tracking of African Easterly Waves journal February 2013
How may tropical cyclones change in a warmer climate? journal January 2007
Global and Regional Aspects of Tropical Cyclone Activity in the CMIP5 Models journal December 2013
A statistical assessment of tropical cyclone activity in atmospheric general circulation models journal August 2005
Clustering of eastern North Pacific tropical cyclone tracks: ENSO and MJO effects: EASTERN NORTH PACIFIC TROPICAL CYCLONE TRACKS journal June 2008
Impact of resolution and downscaling technique in simulating recent Atlantic tropical cylone activity journal June 2010
Tropical Cyclone Activity in the Fiji Region: Spatial Patterns and Relationship to Large-Scale Circulation journal July 2009
Response of hurricane-type vortices to global warming as simulated by ARPEGE-Climat at high resolution journal March 2006
The Impact of Anthropogenic Climate Change on North Atlantic Tropical Cyclone Tracks journal June 2013
The ability of general circulation models to simulate tropical cyclones and their precursors over the North Atlantic main development region journal January 2012
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
The increasing intensity of the strongest tropical cyclones journal September 2008
Increasing destructiveness of tropical cyclones over the past 30 years journal July 2005
Climate and Tropical Cyclone Activity: A New Model Downscaling Approach journal October 2006
Tropical cyclone activity downscaled from NOAA-CIRES Reanalysis, 1908–1958 journal January 2010
Downscaling CMIP5 climate models shows increased tropical cyclone activity over the 21st century journal July 2013
A Statistical Deterministic Approach to Hurricane Risk Assessment journal March 2006
Hurricanes and Global Warming: Results from Downscaling IPCC AR4 Simulations journal March 2008
Comparison of Explicitly Simulated and Downscaled Tropical Cyclone Activity in a High-Resolution Global Climate Model: COMPARISON OF EXPLICITLY SIMULATED AND DOWNSCALED TROPICAL CYCLONE ACTIVITY journal April 2010
Probabilistic clustering of extratropical cyclones using regression mixture models journal March 2007
Changes in Tropical Cyclone Activity due to Global Warming: Results from a High-Resolution Coupled General Circulation Model journal October 2008
The Response of Tropical Cyclone Statistics to an Increase in CO 2 with Fixed Sea Surface Temperatures journal October 2011
Tracking Scheme Dependence of Simulated Tropical Cyclone Response to Idealized Climate Simulations journal December 2014
The Tropical Subseasonal Variability Simulated in the NASA GISS General Circulation Model journal July 2012
Simulation of the Recent Multidecadal Increase of Atlantic Hurricane Activity Using an 18-km-Grid Regional Model journal October 2007
Tropical cyclones and climate change journal February 2010
Climate Modulation of North Atlantic Hurricane Tracks journal June 2010
Impact of Duration Thresholds on Atlantic Tropical Cyclone Counts journal May 2010
Atlantic Basin Seasonal Hurricane Simulations journal July 2008
Physically based assessment of hurricane surge threat under climate change journal February 2012
Tropical Cyclone Climatology in a 10-km Global Atmospheric GCM: Toward Weather-Resolving Climate Modeling journal June 2012
Climatology of Tropical Cyclogenesis in the North Atlantic (1948–2004) journal April 2008
Variability of Tropical Cyclone Track Density in the North Atlantic: Observations and High-Resolution Simulations journal July 2014
Future Change of North Atlantic Tropical Cyclone Tracks: Projection by a 20-km-Mesh Global Atmospheric Model journal May 2010
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
The Impact of the El Niño–Southern Oscillation and Atlantic Meridional Mode on Seasonal Atlantic Tropical Cyclone Activity journal July 2014
Cluster analysis of tropical cyclone tracks in the Southern Hemisphere journal October 2011
Role of Vertical Resolution in Numerical Models Towards the Intensification, Structure and Track of Tropical Cyclones journal November 2010
Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century journal January 2003
Impact of physical parameterizations on idealized tropical cyclones in the Community Atmosphere Model: IMPACT OF PHYSICS ON TROPICAL CYCLONES journal February 2011
Assessing the Uncertainty in Tropical Cyclone Simulations in NCAR's Community Atmosphere Model journal January 2011
Idealized tropical cyclone simulations of intermediate complexity: A test case for AGCMs journal February 2012
Large-Eddy Simulation of an Idealized Tropical Cyclone journal December 2009
The NCEP Climate Forecast System Version 2 journal March 2014
Configuration and assessment of the GISS ModelE2 contributions to the CMIP5 archive: GISS MODEL-E2 CMIP5 SIMULATIONS journal March 2014
Effects of Tropical Cyclones on Ocean Heat Transport in a High-Resolution Coupled General Circulation Model journal August 2011
Intense Precipitation Events Associated with Landfalling Tropical Cyclones in Response to a Warmer Climate and Increased CO 2 journal June 2014
Characteristics of tropical cyclones in high‐resolution models in the present climate journal December 2014
Investigating Global Tropical Cyclone Activity with a Hierarchy of AGCMs: The Role of Model Resolution journal January 2013
Observed versus GCM-Generated Local Tropical Cyclone Frequency: Comparisons Using a Spatial Lattice journal November 2013
Influence of the Global Warming on Tropical Cyclone Climatology: An Experiment with the JMA Global Model. journal January 2002
Sensitivity of Tropical Cyclone Rainfall to Idealized Global-Scale Forcings journal June 2014
Objectively Determined Resolution-Dependent Threshold Criteria for the Detection of Tropical Cyclones in Climate Models and Reanalyses journal May 2007
Resolution dependence of tropical cyclone formation in CMIP3 and finer resolution models journal February 2012
Hurricanes and Climate: The U.S. CLIVAR Working Group on Hurricanes journal June 2015
The Met Office Unified Model Global Atmosphere 3.0/3.1 and JULES Global Land 3.0/3.1 configurations journal January 2011
How Well Do Global Climate Models Simulate the Variability of Atlantic Tropical Cyclones Associated with ENSO? journal July 2014
The effect of horizontal resolution on simulation quality in the Community Atmospheric Model, CAM5.1 journal November 2014
Tropical Cyclone Climatology in a High-resolution AGCM −Impacts of SST Warming and CO2 Increase− journal January 2005
Influence of Greenhouse Warming on Tropical Cyclone Frequency journal January 2006
A multidecadal simulation of Atlantic tropical cyclones using a variable-resolution global atmospheric general circulation model journal August 2014
Dependence of Hurricane intensity and structures on vertical resolution and time-step size journal September 2003
An Analysis of the Effect of Global Warming on the Intensity of Atlantic Hurricanes Using a GCM with Statistical Refinement journal December 2010
TC-Permitting GCM Simulations of Hurricane Frequency Response to Sea Surface Temperature Anomalies Projected for the Late-Twenty-First Century journal April 2012
Simulations of Global Hurricane Climatology, Interannual Variability, and Response to Global Warming Using a 50-km Resolution GCM journal December 2009
Some Counterintuitive Dependencies of Tropical Cyclone Frequency on Parameters in a GCM journal July 2012

Cited By (14)

Tropical cyclones in the GISS ModelE2 journal July 2016
Projected changes in ENSO-driven regional tropical cyclone tracks journal January 2020
Cluster analysis of tropical cyclones affecting the Taiwan Strait journal March 2019
Evaluation of a unique approach to high-resolution climate modeling using the Model for Prediction Across Scales – Atmosphere (MPAS-A) version 5.1 journal January 2019
Western North Pacific Tropical Cyclone Model Tracks in Present and Future Climates text January 2017
Tropical cyclones in climate models: Tropical cyclones in climate models journal November 2015
Global warming changes tropical cyclone translation speed journal January 2020
Intense Hurricane Activity Over the Past 1500 Years at South Andros Island, The Bahamas journal November 2019
Rainfall from tropical cyclones: high-resolution simulations and seasonal forecasts journal September 2018
Projected changes in medicanes in the HadGEM3 N512 high-resolution global climate model journal December 2015
Projections of southern hemisphere tropical cyclone track density using CMIP5 models journal October 2018
Impact of Anthropogenic Climate Change on United States Major Hurricane Landfall Frequency journal May 2019
Tropical cyclones in climate models text January 2016
Tropical cyclones in the GISS ModelE2 text January 2016

Figures / Tables (17)