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Climatological features of WRF-simulated tropical cyclones over the western North Pacific

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Abstract

Tropical cyclones (TCs) over the western North Pacific (WNP) are simulated for the 29 TC seasons of July–October from 1982 to 2010 using the regional Weather Research and Forecasting (WRF) model nested within global WRF model simulations. Averaged over the entire 29-year period, the nested global–regional WRF has reasonably simulated the climatology of key TC features such as the location/frequency of genesis and tracks. The dynamical and thermal structures of the simulated TCs are weaker than observations owing to the coarse spatial resolution of the regional WRF (50 km × 50 km). TC frequencies are somewhat underestimated over the East China Sea but are substantially overestimated over the South China Sea and the Philippine Sea with neighboring oceans between 10°N and 15°N. Categorization of the simulated TCs into six clusters based on the observed TC clusters and the associated large-scale circulation show that the nested simulation depicts the observed TC characteristics well except for two clusters associated with TCs traveling from the Philippine Sea to the East China Sea. Errors in the simulated TC genesis and tracks are mostly related to these two clusters. In the simulation, the monsoon confluent zone over the Philippine Sea is too strong, and the mid-latitude jet stream expands farther south than that in the observations. Overall results from this study suggest that the nested global–regional WRF can be useful for studying the TC climatology over the WNP.

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References

  • Au-Yeung AYM, Chan JCL (2011) Potential use of a regional climate model in seasonal tropical cyclone activity predictions in the western North Pacific. Clim Dyn 39:783–794

    Article  Google Scholar 

  • Bender MA, Ginis I (2000) Real-case simulations of hurricane–ocean interaction using a high-resolution coupled model: effects on hurricane intensity. Mon Weather Rev 128:917–946

    Article  Google Scholar 

  • Bender MA, Ginis I, Kurihara Y (1993) Numerical simulations of tropical cyclone–ocean interaction with a high-resolution coupled model. J Geophs Res 98:23245–23263

    Article  Google Scholar 

  • Bengtsson L, Hodges KI, Esch M, Keenlyside N, Kornblueh L, Luo J-J, Yamagata T (2007) How may tropical cyclones change in a warmer climate? Tellus A 59:539–561

    Article  Google Scholar 

  • Bensaid AM, Hall LO, Bezdek JC, Clarke LP, Silbiger ML, Arrington JA, Murtagh RF (1996) Validity-guided (re)clustering with applications to image segmentation. IEEE Trans Fuzzy Syst 4:112–123

    Article  Google Scholar 

  • Bezdek JC (1981) Pattern recognition with fuzzy objective function algorithms. Kluwer Academic, Dordrecht 256

  • Briegel LM, Frank WM (1997) Large-scale influences on tropical cyclogenesis in the western north Pacific. Mon Weather Rev 125:1397–1413

    Article  Google Scholar 

  • Camargo SJ, Sobel AH (2005) Western North Pacific tropical cyclone intensity and ENSO. J Clim 18:2996–3006

    Article  Google Scholar 

  • Camargo SJ, Li H, Sun L (2007a) Feasibility study for downscaling seasonal tropical cyclone activity using the NCEP regional spectral model. Int J Clim 27:311–325

    Article  Google Scholar 

  • Camargo SJ, Robertson AW, Gaffney SJ, Smyth P, Ghil M (2007b) Cluster analysis of typhoon tracks. Part I: General properties. J Clim 20:3635–3653

    Article  Google Scholar 

  • Camargo SJ, Robertson AW, Gaffney SJ, Smyth P, Ghil M (2007c) Cluster analysis of typhoon tracks. Part II: large-scale circulation and ENSO. J Clim 20:3654–3676

    Article  Google Scholar 

  • Cha D-H, Jin C-S, Lee D-K, Kuo Y-H (2011) Impact of intermittent spectral nudging on regional climate simulation using Weather Research and Forecasting model. J Geophs Rev 116. doi:10.1029/2010jd015069

  • Chan JCL (2000) Tropical cyclone activity over the western North Pacific associated with El Nino and La Nina events. J Clim 13:2960–2972

    Article  Google Scholar 

  • Chen F, Dudhia J (2001) Coupling an advanced land surface-hydrology model with the Penn State-NCAR MM5 modeling system. Part I: model implementation and sensitivity. Mon Weather Rev 129:569–585

    Article  Google Scholar 

  • Collins WD, Rasch PJ, Boville BA, Hack JJ, McCaa JR, Williamson DL, Kiehl JT, Briegleb B, Bitz C, Lin S-J, Zhang M, Dai Y (2004) Description of the NCAR Community Atmosphere Model (CAM 3.0), NCAR Tech. Note. NCAR Tech. Note 226

  • Davis C, Wang W, Chen SS, Chen Y, Corbosiero K, DeMaria M, Dudhia J, Holland G, Klemp J, Michalakes J, Reeves H, Rotunno R, Snyder C, Xiao Q (2008) Prediction of landfalling hurricanes with the advanced hurricane WRF model. Mon Weather Rev 136:1990–2005

    Article  Google Scholar 

  • DeMaria M (1996) The effect of vertical shear on tropical cyclone intensity change. J Atmos Sci 53:2076–2087

    Article  Google Scholar 

  • Done JM, Holland GJ, Webster PJ (2011) The role of wave energy accumulation in tropical cyclogenesis over the tropical North Atlantic. Clim Dyn 36:753–767

    Article  Google Scholar 

  • Dunn JC (1973) A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters. J Cybernet 3:32–57

    Article  Google Scholar 

  • Elsner JB, Liu KB (2003) Examining the ENSO-typhoon hypothesis. Clim Res 25:43–54

    Article  Google Scholar 

  • Fierro AO, Rogers RF, Marks FD, Nolan DS (2009) The impact of horizontal grid spacing on the microphysical and kinematic structures of strong tropical cyclones simulated with the WRF-ARW model. Mon Weather Rev 137:3717–3743

    Article  Google Scholar 

  • Frank WM (1977) Structure and energetics of tropical cyclone I. Storm structure. Mon Weather Rev 105:1119–1135

    Article  Google Scholar 

  • Gentry MS, Lackmann GM (2010) Sensitivity of simulated tropical cyclone structure and intensity to horizontal resolution. Mon Weather Rev 138:688–704

    Article  Google Scholar 

  • Gray WM (1977) Tropical cyclone genesis in the western North Pacific. Meteorol Atmos Phys 55:465–482

    Google Scholar 

  • Harr PA, Elsberry RL (1991) Tropical cyclone track characteristics as a function of large-scale circulation anomalies. Mon Weather Rev 119:1448–1468

    Article  Google Scholar 

  • Ho CH, Baik JJ, Kim JH, Gong DY, Sui CH (2004) Interdecadal changes in summertime typhoon tracks. J Clim 17:1767–1776

    Article  Google Scholar 

  • Ho C-H, Kim H-S, Jeong J-H, Son S-W (2009) Influence of stratospheric quasi-biennial oscillation on tropical cyclone tracks in the western North Pacific. Geophys Res Lett 36. doi:10.1029/2009gl037163

  • Hodanish S, Gray WM (1993) An observational analysis of tropical cyclone recurvature. Mon Weather Rev 121:2665–2689

    Article  Google Scholar 

  • Hong SY, Dudhia J, Chen SH (2004) A revised approach to ice microphysical processes for the bulk parameterization of clouds and precipitation. Mon Weather Rev 132:103–120

    Article  Google Scholar 

  • Hong SY, Noh Y, Dudhia J (2006) A new vertical diffusion package with an explicit treatment of entrainment processes. Mon Weather Rev 134:2318–2341

    Article  Google Scholar 

  • Jin C-S, Ho C-H, Kim J-H, Lee D-K, Cha D-H, Yeh S-W (2013) Critical role of northern off-equatorial sea surface temperature forcing associated with central pacific El Niño in more frequent tropical cyclone movements toward east Asia. J Clim 26:2534–2545

    Article  Google Scholar 

  • Kain JS, Fritsch JM (1990) A one-dimensional entraining detraining plume model and its application in convective parameterization. J Atmos Sci 47:2784–2802

    Article  Google Scholar 

  • Kanamitsu M, Ebisuzaki W, Woollen J, Yang S-K, Hnilo JJ, Fiorino M, Potter GL (2002) NCEP–DOE AMIP-II reanalysis (R-2). Bull Am Meteorol Soc 83:1631–1643

    Article  Google Scholar 

  • Kepert JD (2006a) Observed boundary layer wind structure and balance in the hurricane core. Part I: Hurricane Georges. J Atmos Sci 63:2169–2193

    Article  Google Scholar 

  • Kepert JD (2006b) Observed boundary layer wind structure and balance in the hurricane core. Part II: hurricane Mitch. J Atmos Sci 63:2194–2211

    Article  Google Scholar 

  • Kim JH, Ho CH, Sui CH (2005a) Circulation features associated with the record-breaking typhoon landfall on Japan in 2004. Geophys Res Lett 32. doi:10.1029/2005gl022494

  • Kim JH, Ho CH, Sui CH, Park SK (2005b) Dipole structure of interannual variations in summertime tropical cyclone activity over East Asia. J Clim 18:5344–5356

    Article  Google Scholar 

  • Kim J-H, Ho C-H, Kim H-S, Sui C-H, Park SK (2008) Systematic variation of summertime tropical cyclone activity in the western North Pacific in relation to the Madden–Julian Oscillation. J Clim 21:1171–1191

    Article  Google Scholar 

  • Kim H-S, Kim J-H, Ho C-H, Chu P-S (2011) Pattern classification of typhoon tracks using the fuzzy c-means clustering method. J Clim 24:488–508

    Article  Google Scholar 

  • Kim J, Waliser DE, Mattmann CA, Goodale CE, Hart AF, Zimdars PA, Crichton DJ, Jones C, Nikulin G, Hewitson B, Jack C, Lennard C, Favre A (2013) Evaluation of the CORDEX-Africa multi-RCM hindcast: systematic model errors. Clim Dyn. doi:10.1007/s00382-013-1751-7

    Google Scholar 

  • Manganello JV, Hodges KI, Kinter JL, Cash BA, Marx L, Jung T, Achuthavarier D, Adams JM, Altshuler EL, Huang B, Jin EK, Stan C, Towers P, Wedi N (2012) Tropical cyclone climatology in a 10-km hlobal atmospheric GCM: toward weather-resolving climate modeling. J Clim 25:3867–3893

    Article  Google Scholar 

  • Mearns LO, Arritt R, Biner S, Bukovsky MS, McGinnis S, Sain S, Caya D, Correia J, Flory D, Gutowski W, Takle ES, Jones R, Leung R, Moufouma-Okia W, McDaniel L, Nunes AMB, Qian Y, Roads J, Sloan L, Snyder M (2012) The north American regional climate change assessment program overview of phase I results. Bull Am Meteorol Soc 93:1337–1362

    Article  Google Scholar 

  • Nakamura J, Lall U, Kushnir Y, Camargo SJ (2009) Classifying north Atlantic tropical cyclone tracks by mass moments. J Clim 22:5481–5494

    Article  Google Scholar 

  • Oouchi K, Yoshimura J, Yoshimura H, Mizuta R, Kusunoki S, Noda A (2006) Tropical cyclone climatology in a global-warming climate as simulated in a 20 km-mesh global atmospheric model: frequency and wind intensity analyses. J Meteorol Soc Jpn 84:259–276

    Article  Google Scholar 

  • Park DSR, Ho CH, Kim JH (2014) Growing threat of intense tropical cyclones to East Asia over the period 1977–2010. Environ Res Lett 9:Artn 014008. doi:10.1088/1748-9326/9/1/014008

  • Potty J, Oo SM, Raju PVS, Mohanty UC (2012) Performance of nested WRF model in typhoon simulations over West Pacific and South China Sea. Nat Hazards 63:1451–1470

    Article  Google Scholar 

  • Ray P, Zhang CD, Moncrieff MW, Dudhia J, Caron JM, Leung LR, Bruyere C (2011) Role of the atmospheric mean state on the initiation of the Madden–Julian Oscillation in a tropical channel model. Clim Dyn 36:161–184

    Article  Google Scholar 

  • Reynolds RW, Rayner NA, Smith TM, Stokes DC, Wang WQ (2002) An improved in situ and satellite SST analysis for climate. J Clim 15:1609–1625

    Article  Google Scholar 

  • Shin HH, Hong SY, Dudhia J, Kim YJ (2010) Orography-induced gravity wave drag parameterization in the global WRF: implementation and sensitivity to shortwave radiation schemes. Adv Meteorol Artn 959014. doi:10.1155/2010/959014

  • Skamarock WC, Kelmp JB, Gill DO, Barker DM, Duda MG, Huang XY, Wang W, Powers JG (2008) A description of the advanced research wrf version 3. NCAR Tech. Note NCAR/TN-475+STR:133

  • Skok G, Tribbia J, Rakovec J (2010) Object-based analysis and verification of WRF model precipitation in the low- and midlatitude Pacific Ocean. Mon Weather Rev 138:4561–4575

    Article  Google Scholar 

  • Stowasser M, Wang Y, Hamilton K (2007) Tropical cyclone changes in the western North Pacific in a global warming scenario. J Clim 20:2378–2396

    Article  Google Scholar 

  • Suzuki-Parker A (2011) An assessment of uncertainties and limitations in simulating tropical cyclone climatology and future changes. Ph.D. thesis Georgia Institute of Technology 78

  • Tulich SN, Kiladis GN, Suzuki-Parker A (2011) Convectively coupled Kelvin and easterly waves in a regional climate simulation of the tropics. Clim Dyn 36:185–203

    Article  Google Scholar 

  • Waliser D, Kim J, Xue Y, Chao Y, Eldering A, Fovell R, Hall A, Li Q, Liou KN, McWilliams J, Kapnick S, Vasic R, Sale F, Yu Y (2011) Simulating cold season snowpack: impacts of snow albedo and multi-layer snow physics. Clim Change 109:95–117

    Article  Google Scholar 

  • Walsh K, Lavender S, Murakami H, Scoccimarro E, Caron L-P, Ghantous M (2010) The tropical cyclone climate model intercomparison project. Hurricanes Clim Change 1–24

  • Wang B, Chan JCL (2002) How strong ENSO events affect tropical storm activity over the western North Pacific. J Clim 15:1643–1658

    Article  Google Scholar 

  • Wang Y, Wu CC (2004) Current understanding of tropical cyclone structure and intensity changes—a review. Meteorol Atmos Phys 87:257–278

    Article  Google Scholar 

  • Xie XLL, Beni G (1991) A validity measure for fuzzy clustering. Trans Pattern Anal Mach Intell 13:841–847

    Article  Google Scholar 

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Acknowledgments

This work was funded by the Korea Meteorological Administration Research and Development Program under Grant CATER 2012–2040.

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Authors and Affiliations

  1. Climate Physics Laboratory, School of Earth and Environmental Sciences, Seoul National University, Seoul, 151-747, South Korea

    Dasol Kim, Chun-Sil Jin & Chang-Hoi Ho

  2. Department of Atmospheric and Oceanic Sciences, UCLA, Los Angeles, CA, USA

    Jinwon Kim

  3. Korea Polar Research Institute, Incheon, South Korea

    Joo-Hong Kim

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  1. Dasol Kim
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Correspondence to Chang-Hoi Ho.

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Kim, D., Jin, CS., Ho, CH. et al. Climatological features of WRF-simulated tropical cyclones over the western North Pacific. Clim Dyn 44, 3223–3235 (2015). https://doi.org/10.1007/s00382-014-2410-3

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