Estimating Tropical Cyclone Size in the Northwestern Pacific from Geostationary Satellite Infrared Images

Thirty-year (1980–2009) tropical cyclone (TC) images from geostationary satellite (GOES, Meteosat, GMS, MTSAT and FY2) infrared sensors covering the Northwestern Pacific were used to build a TC size dataset based on objective models. The models are based on a correlation between the size of TCs, defined as the mean azimuth radius of 34 kt surface winds (R34) and the brightness temperature radial profiles derived from satellite imagery. Using satellite images between 2001 and 2009, we obtained 16,548 matchup samples and found the correlation to be positive in the TC’s inner core region (in the annulus field 64 km from the TC center) and negative in its outer region (in the annulus field 100–250 km from the TC center). Then, we performed a stepwise regression to select the dominant variables and derived the associated coefficients for the objective models. Independent validation against best track archives shows the median estimation error to be between 27 and 65 km, which are not significantly different to other satellite series data. Finally, we applied the models to 721 TCs and made 13,726 measurements of TC size. The difference of mean TC size derived from our models, and also that from the US Joint Typhoon Warning Center (JTWC) best track archives is 19 km. The developed database is valuable in the research fields of TC structure, climatology, and the initialization of forecasting models.

[1]  Johnny C. L. Chan,et al.  Angular Momentum Transports and Synoptic Flow Patterns Associated with Tropical Cyclone Size Change , 2013 .

[2]  M. Fuentes,et al.  A Real-Time Hurricane Surface Wind Forecasting Model: Formulation and Verification , 2006 .

[3]  W. M. Gray,et al.  Typhoon Structure as Revealed by Aircraft Reconnaissance. Part I: Data Analysis and Climatology , 1988 .

[4]  John A. Knaff,et al.  An Objective Satellite-Based Tropical Cyclone Size Climatology , 2014 .

[5]  Xiaofeng Li,et al.  Typhoon eye extraction with an automatic SAR image segmentation method , 2014 .

[6]  John A. Knaff,et al.  Implications of the Observed Relationship between Tropical Cyclone Size and Intensity over the Western North Pacific , 2015 .

[7]  V. F. Dvorak Tropical cyclone intensity analysis using satellite data , 1984 .

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

[9]  V. F. Dvorak Tropical Cyclone Intensity Analysis and Forecasting from Satellite Imagery , 1975 .

[10]  W. M. Gray,et al.  Typhoon Structure as Revealed by Aircraft Reconnaissance. Part II: Structural Variability , 1988 .

[11]  Mark A. Bourassa,et al.  Globally Gridded Satellite Observations for Climate Studies , 2011 .

[12]  Jingsong Yang,et al.  Comparison of Typhoon Centers From SAR and IR Images and Those From Best Track Data Sets , 2016, IEEE Transactions on Geoscience and Remote Sensing.

[13]  Charles R. Sampson,et al.  After a Decade Are Atlantic Tropical Cyclone Gale Force Wind Radii Forecasts Now Skillful , 2015 .

[14]  W. M. Gray,et al.  The Hurricane’s Inner Core Region. I. Symmetric and Asymmetric Structure , 1973 .

[15]  Colin J. McAdie,et al.  Statistical Tropical Cyclone Wind Radii Prediction Using Climatology and Persistence , 2007 .

[16]  CHENG,et al.  Initial Maintenance of Tropical Cyclone Size in the Western North Pacific , 2010 .

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

[18]  Debra A. Molenar,et al.  An Automated, Objective, Multiple-Satellite-Platform Tropical Cyclone Surface Wind Analysis , 2011 .

[19]  Xiaofeng Li,et al.  Tropical Cyclone Morphology from Spaceborne Synthetic Aperture Radar , 2013 .

[20]  Jin Liang,et al.  Reliability Analysis of Climate Change of Tropical Cyclone Activity over the Western North Pacific , 2011 .

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

[22]  Hal S. Stern,et al.  Detecting the ITCZ in Instantaneous Satellite Data using Spatiotemporal Statistical Modeling: ITCZ Climatology in the East Pacific , 2011 .

[23]  K. Walsh,et al.  A Technique to Determine the Radius of Maximum Wind of a Tropical Cyclone , 2008 .

[24]  W. M. Gray,et al.  The Hurricane’s Inner Core Region. II. Thermal Stability and Dynamic Characteristics , 1973 .

[25]  Xiaofeng Li The first Sentinel-1 SAR image of a typhoon , 2015, Acta Oceanologica Sinica.

[26]  Xiaofeng Li,et al.  Estimation of tropical cyclone parameters and wind fields from SAR images , 2013, Science China Earth Sciences.

[27]  Thomas A. Cram,et al.  Estimating Hurricane Wind Structure in the Absence of Aircraft Reconnaissance , 2007 .

[28]  Lloyd J. Shapiro,et al.  The Response of Balanced Hurricanes to Local Sources of Heat and Momentum , 1982 .

[29]  Samson Brand,et al.  Very Large and Very Small Typhoons of the Western North Pacific Ocean , 1972 .

[30]  R. Elsberry,et al.  A global view of tropical cyclones , 1987 .

[31]  Licheng Jiao,et al.  A Salient Region Detection and Pattern Matching-Based Algorithm for Center Detection of a Partially Covered Tropical Cyclone in a SAR Image , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[32]  Xiaoqin Lu,et al.  Statistics for size and radial wind profile of tropical cyclones in the western North Pacific , 2011 .

[33]  John Trinder,et al.  Extracting hurricane eye morphology from spaceborne SAR images using morphological analysis , 2016 .

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

[35]  W. M. Gray,et al.  Variability of the Outer Wind Profiles of Western North Pacific Typhoons: Classifications and Techniques for Analysis and Forecasting , 2002 .

[36]  Johnny C. L. Chan,et al.  Size and Strength of Tropical Cyclones as Inferred from QuikSCAT Data , 2012 .

[37]  Cheng-shang Lee,et al.  Observational Analysis of Tropical Cyclogenesis in the Western North Pacific. Part I: Structural Evolution of Cloud Clusters , 1989 .

[38]  Christopher C. Hennon,et al.  An Objective Algorithm for Detecting and Tracking Tropical Cloud Clusters: Implications for Tropical Cyclogenesis Prediction , 2011 .

[39]  Kenneth R. Knapp,et al.  New global tropical cyclone data set from ISCCP B1 geostationary satellite observations , 2007 .

[40]  William Perrie,et al.  A Hurricane Morphology and Sea Surface Wind Vector Estimation Model Based on C-Band Cross-Polarization SAR Imagery , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[41]  G. Holland An Analytic Model of the Wind and Pressure Profiles in Hurricanes , 1980 .

[42]  Robert T. Merrill,et al.  A Comparison of Large and Small Tropical Cyclones , 1984 .

[43]  Charles R. Sampson,et al.  Using Routinely Available Information to Estimate Tropical Cyclone Wind Structure , 2016 .

[44]  Lester E. Carr,et al.  Models of Tropical Cyclone Wind Distribution and Beta-Effect Propagation for Application to Tropical Cyclone Track Forecasting , 1997 .

[45]  George Ohring,et al.  Application of stepwise multiple regression techniques to inversion of Nimbus 'IRIS' observations. , 1972 .

[46]  H. Storch,et al.  Usability of Best Track Data in Climate Statistics in the Western North Pacific , 2012 .

[47]  L. L. Lai,et al.  Location of Tropical Cyclone Center with Intelligent Image Processing Technique , 2005, ICMLC.

[48]  William Perrie,et al.  Rain effects on the hurricane observations over the ocean by C‐band Synthetic Aperture Radar , 2016 .

[49]  William L. Smith,et al.  A REGRESSION METHOD FOR OBTAINING REAL-TIME TEMPERATURE AND GEOPOTENTIAL HEIGHT PROFILES FROM SATELLITE SPECTROMETER MEASUREMENTS AND ITS APPLICATION TO NIMBUS 3 “SIRS” OBSERVATIONS , 1970 .

[50]  G. Barnes,et al.  Inner Core Strength of Atlantic Tropical Cyclones , 2002 .

[51]  J. Knaff CYCLONES KN 1 : Tropical Cyclone Surface Wind Structure and Wind-Pressure Relationships , 2010 .

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

[53]  Xiaofeng Li,et al.  Observation of hurricane-generated ocean swell refraction at the Gulf Stream north wall with the RADARSAT-1 synthetic aperture radar , 2002, IEEE Trans. Geosci. Remote. Sens..