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Seasonal prediction of tropical cyclone genesis frequency over the western North Pacific using teleconnection patterns

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Abstract

This study has developed a multiple linear regression model for the seasonal prediction of the summer tropical cyclone genesis frequency (TCGF) in the western North Pacific using the three teleconnection patterns. These patterns are representative of the Siberian High Oscillation (SHO) in the East Asian continent, the North Pacific Oscillation in the North Pacific, and Antarctic Oscillation (AAO) near the Australia during the boreal spring (April–May). This statistical model is verified through the two analyses: (a) statistical method of cross validation and (b) differences between the high TCGF years and low TCGF years that is hindcasted by the statistical model. The high TCGF years are characterized by the following anomalous features: Three anomalous teleconnection patterns such as anticyclonic circulation (positive SHO phase) in the East Asian continent, pressure pattern like “north-high and south-low” in the North Pacific, and cyclonic circulation (negative AAO phase) near the Australia were strengthened during the period from boreal spring to boreal summer. Thus, anomalous trade winds in the tropical western Pacific (TWP) were weakened by anomalous cyclonic circulations that located in the subtropical western Pacific (SWP) in both hemispheres. In consequence, this spatial distribution of anomalous pressure pattern suppressed convection in the TWP but strengthened convection in the SWP.

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References

  • Barnett TP, Dumenil L, Schlese U, Roekler E, Latif M (1989) The effect of Eurasian snow cover on regional and global climate variations. J Atmos Sci 46:661–686

    Article  Google Scholar 

  • Cavalieri DJ, Parkinson CL (1987) On the relationship between atmospheric circulation and fluctuations in the sea ice extents of the Bering and Okhotsk Seas. Geophys Res 92:7141–7162

    Article  Google Scholar 

  • Chan JCL, Shi JE, Lam CM (1998) Seasonal forecasting of tropical cyclone activity over the western North Pacific and the South China Sea. Weather Forecast 13:997–1004

    Article  Google Scholar 

  • Chan JCL, Shi JE, Liu KS (2001) Improvements in the seasonal forecasting of tropical cyclone activity over the western North Pacific. Weather Forecast 16:491–498

    Article  Google Scholar 

  • Chen LT, Wu R (2000) Interannual and decadal variations of snow cover over Qinghai–Xizang Plateau and their relationships to summer monsoon rainfall in China. Adv Atmos Sci 17:18–30

    Article  Google Scholar 

  • Chen TC, Weng SP, Yamazaki N, Kiehne S (1998) Interannual variation in the tropical cyclone formation over the western North Pacific. Mon Weather Rev 126:1080–1089

    Article  Google Scholar 

  • Chen TC, Wang SY, Yen MC (2006) Interannual variation of the tropical cyclone activity over the western North Pacific. J Climate 19:5709–5720

    Article  Google Scholar 

  • Chia HH, Ropelewski CF (2002) The interannual variability in the genesis location of tropical cyclones in the Northwest Pacific. J Climate 15:2934–2944

    Article  Google Scholar 

  • Chu PS, Zhao X (2007) A Bayesian regression approach for predicting seasonal tropical cyclone activity over the central North Pacific. J Climate 20:4002–4013

    Article  Google Scholar 

  • Chu PS, Zhao X, Lee CT, Lu MM (2007) Climate prediction of tropical cyclone activity in the vicinity of Taiwan using the multivariate least absolute deviation regression approach. Terr Atmos Ocean Sci 18:805–825

    Article  Google Scholar 

  • Clark JD, Chu PS (2002) Interannual variation of tropical cyclone activity in the central North Pacific. J Meteorol Soc Jpn 80:403–418

    Article  Google Scholar 

  • DeMaria M, Knaff JA, Connell BH (2001) A tropical cyclone genesis parameter for the tropical Atlantic. Weather Forecast 16:219–233

    Article  Google Scholar 

  • Elsner JB, Schmertmann CP (1993) Improving extended range seasonal predictions of intense Atlantic hurricane activity. Weather Forecast 8:345–351

    Article  Google Scholar 

  • Fan K (2007) North Pacific sea ice cover, a predictor for the western North Pacific typhoon frequency? Sci China Ser D: Earth Sci 50:1251–1257

    Article  Google Scholar 

  • Fang Z, Wallace JM (1994) Arctic sea ice variability on a timescale of weeks and its relation to atmospheric forcing. J Climate 7:1897–1914

    Article  Google Scholar 

  • Gong DY, Wang S (1999) Definition of Antarctic oscillation index. Geophys Res Lett 26:459–462

    Article  Google Scholar 

  • Gray WM (1975) Tropical cyclone genesis. Dept. of Atmospheric Science Paper 234, Colorado State University, Fort Collins, CO, 121 pp

  • Gray WM (1984a) Atlantic seasonal hurricane frequency. Part I: El Niño and 30 mb quasi-biennial oscillation influences. Mon Weather Rev 112:1649–1668

    Article  Google Scholar 

  • Gray WM (1984b) Atlantic seasonal hurricane frequency. Part II: Forecasting its variability. Mon Weather Rev 112:1669–1683

    Article  Google Scholar 

  • Gray WM, Landsea CW, Mielke PW Jr, Berry KJ (1992) Predicting Atlantic seasonal hurricane activity 6–11 months in advance. Weather Forecast 7:440–455

    Article  Google Scholar 

  • Gray WM, Landsea CW, Mielke PW Jr, Berry KJ (1993) Predicting Atlantic basin seasonal tropical cyclone activity by 1 August. Weather Forecast 8:73–86

    Article  Google Scholar 

  • Gray WM, Landsea CW, Mielke PW Jr, Berry KJ (1994) Predicting Atlantic basin seasonal tropical cyclone activity by 1 June. Weather Forecast 9:103–115

    Article  Google Scholar 

  • Ho CH, Kim JH, Kim HS, Sui CH, Gong DY (2005) Possible influence of the Antarctic Oscillation on tropical cyclone activity in the western North Pacific. J Geophys Res 110(D19104). doi:10.1029/2005JD005766

  • Jeong YK, Renwick JA (2008) Locations of the Siberian high centers of action and associated propagation of wave-like patterns in the Northern Hemisphere winter. Asia-Pacific J Atmos Sci 44:149–171

    Google Scholar 

  • Kalnay E et al (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteorol Soc 77:437–471

    Article  Google Scholar 

  • Kistler R et al (2001) The NCEP/NCAR 50-year reanalysis. Bull Am Meteorol Soc 82:247–267

    Article  Google Scholar 

  • Kripalani RH, Kim BJ, Oh JH, Moon SE (2002) Relationship between Soviet snow and Korean rainfall. Int J Climatol 22:1313–1325

    Article  Google Scholar 

  • McDonnell KA, Holbrook NJ (2004) A Poisson regression model of tropical cyclogenesis for the Australian–southwest Pacific Ocean region. Weather Forecast 19:440–455

    Article  Google Scholar 

  • Nicholls N (1992) Recent performance of a method for forecasting Australian seasonal tropical cyclone activity. Aust Meteorol Mag 40:105–110

    Google Scholar 

  • Parkinson CL (1990) The impacts of the Siberian high and Aleutian low on the sea-ice cover of the Sea of Okhotsk. Ann Glaciol 14:226–229

    Google Scholar 

  • Robinson DA, Frei A (2000) Seasonal variability of northern hemisphere snow extent using visible satellite data. Prof Geogr 51:307–314

    Article  Google Scholar 

  • Robinson DA, Dewey KF, Heim RR Jr (1993) Global snow cover monitoring: an update. Bull Am Meteorol Soc 74:1689–1696

    Article  Google Scholar 

  • Rogers JC (1981) The North Pacific oscillation. Int J Climatol 1:39–57

    Article  Google Scholar 

  • Royer JF, Chauvin F, Timbal B, Araspin P, Grimal D (1998) A GCM study of the impact of greenhouse gas increase on the frequency of occurrence of tropical cyclones. Clim Change 38:307–343

    Article  Google Scholar 

  • Ryan BF, Watterson IG, Evans JL (1992) Tropical cyclone frequencies inferred from Gray’s yearly genesis parameter: validation of GCM tropical climates. Geophys Res Lett 19:1831–1834

    Article  Google Scholar 

  • Solow A, Nicholls N (1990) The relationship between the Southern Oscillation and tropical cyclone frequency in the Australian region. J Climate 3:1097–1101

    Article  Google Scholar 

  • Tachibana Y, Honda M, Takeuchi K (1996) The abrupt decrease of the sea ice over the southern part of the Sea of Okhotsk in 1989 and its relation to the recent weakening of the Aleutian low. J Meteorol Soc Jpn 74:579–584

    Google Scholar 

  • Velden CS, Leslie LM (1991) The basic relationship between tropical cyclone intensity and the depth of the environmental steering layer in the Australian region. Weather Forecast 6:244–253

    Article  Google Scholar 

  • Walker GT, Bliss EW (1932) World Weather V. Meml R Meteorol Soc 4:53–84

    Google Scholar 

  • Wallace JM, Gutzler DS (1981) Teleconnections in the geopotential height during the Northern Hemisphere winter. Mon Weather Rev 126:791–805

    Google Scholar 

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

    Article  Google Scholar 

  • Wang HJ, Fan K (2007) Relationship between the Antarctic oscillation and the western North Pacific typhoon frequency. Chin Sci Bull 52:561–565

    Article  Google Scholar 

  • Wang HJ, Sun JQ, Fan K (2007) Relationships between the North Pacific Oscillation and the typhoon/hurricane frequencies. Sci China Ser D: Earth Sci 50:1409–1416

    Article  Google Scholar 

  • Ward GFA (1995) Prediction of tropical cyclone formation in terms of sea-surface temperature, vorticity and vertical wind shear. Aust Meteorol Mag 44:61–70

    Google Scholar 

  • Watterson IG (1996) Nondimensional measures of climate model performance. Int J Climatol 16:379–391

    Article  Google Scholar 

  • Watterson IG, Evans JL, Ryan BF (1995) Seasonal and interannual variability of tropical cyclogenesis: diagnostics from large-scale fields. J Climate 8:3052–3066

    Article  Google Scholar 

  • Wilks DS (1995) Statistical methods in the atmospheric sciences. Academic, San Diego 194 pp

    Google Scholar 

  • Wu TW, Qian ZA (2003) The relation between the Tibetan winter snow and the Asian summer monsoon and rainfall: an observational investigation. J Climate 16:2038–2051

    Article  Google Scholar 

  • Xie L, Yan T, Pietrafesa LJ, Karl T, Xu X (2005) Relationship between western North Pacific typhoon activity and Tibetan Plateau winter and spring snow cover. Geophys Res Lett 32:L16703. doi:10.1029/2005GL023237

    Article  Google Scholar 

  • Yang S, Xu L (1994) Linkage between Eurasian winter snow cover and regional Chinese summer rainfall. Int J Climatol 14:739–750

    Article  Google Scholar 

  • Yumoto M, Matsuura T (2001) Interdecadal variability of tropical cyclone activity in the western North Pacific. J Meteorol Soc Jpn 79:23–35

    Article  Google Scholar 

  • Zhang S, Tao SA (2001) Diagnostic and modeling study of the effect of Tibetan Plateau snow cover on the Asian summer monsoon. Chin J Atmos Sci 25:372–390

    Google Scholar 

  • Zhang Y, Li T, Wang B (2004) Decadal change of the spring snow depth over the Tibetan Plateau: the associated circulation and influence on the East Asian summer monsoon. J Climate 17:2780–2793

    Article  Google Scholar 

Download references

Acknowledgments

This work was supported by the Korea Research Foundation Grant funded by the Korean Government (KRF-2008-313-C00941).

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Correspondence to Ki-Seon Choi.

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Choi, KS., Moon, JY., Kim, DW. et al. Seasonal prediction of tropical cyclone genesis frequency over the western North Pacific using teleconnection patterns. Theor Appl Climatol 100, 191–206 (2010). https://doi.org/10.1007/s00704-009-0182-1

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  • DOI: https://doi.org/10.1007/s00704-009-0182-1

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