Skip to main content
Log in

Representation of Tropical Cyclones by the Modern-Era Retrospective Analysis for Research and Applications Version 2

  • Original Article
  • Published:
Asia-Pacific Journal of Atmospheric Sciences Aims and scope Submit manuscript

Abstract

This study examines the veracity of the tropical cyclone (TC) statistics estimated from the Modern-Era Retrospective Analysis for Research and Applications, version 2 (MERRA-2) global atmospheric reanalysis, focusing on the climatological-mean genesis regions, tracks and their lifetime maximum intensity, as well as the interannual and intraseasonal variations in TC activity. The results are validated against the International Best Track Archive for Climate Stewardship (IBTrACS) data for 1980–2016. MERRA-2 represents the spatial distribution of the TC genesis location and the tracks realistically over all main development regions (MDRs), but the simulated TCs are initiated at lower latitudes closer to the equator compared with the observations. Over the western North Pacific and the North Atlantic, MERRA-2 underestimates recurving TCs steered by background westerlies in the mid-latitudes and thereby exaggerates northwestward moving TCs, resulting in an overestimate of the landfall probability in East Asia and North America. Excessive development of TCs over the Bay of Bengal also tends to exaggerate the landfall probability in India. In spite of the discrepancies in the annual TC number, the seasonal variation of TC genesis is realistic in MERRA-2. MERRA-2 also captures the TC intensity relationship between the minimum pressure and the maximum surface wind speed at the mature stage, although the maximum intensity is weaker than in the observations. While MERRA-2 tends to reproduce the interannual variations of the observed TC number and the power dissipation index (PDI), the level of accuracy varies by each ocean basin. MERRA-2 describes the changes in the TC genesis region and tracks realistically according to the different phases of El Nino and the Southern Oscillation (ENSO) and the Madden-Julian Oscillation (MJO), although it is less realistic over the North Indian Ocean.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9

Similar content being viewed by others

References

  • Aiyyer, A., Molinari, J.: MJO and tropical cyclogenesis in the Gulf of Mexico and eastern Pacific: case study and idealized numerical modeling. J. Atmos. Sci. 65, 2691–2704 (2008)

    Google Scholar 

  • Ardilouze, C., Batté, L., Déqué, M.: Subseasonal-to-seasonal (S2S) forecasts with CNRM-CM: a case study on the July 2015 West-European heat wave. Adv. Sci. Res. 14, 115–121 (2017)

    Google Scholar 

  • Bacmeister, J.T., Suarez, M.J., Robertson, F.R.: Rain Reevaporation, boundary layer–convection interactions, and Pacific rainfall patterns in an AGCM. J. Atmos. Sci. 63, 3383–3403 (2006)

    Google Scholar 

  • Bessafi, M., Wheeler, M.C.: Modulation of South Indian Ocean tropical cyclones by the Madden-Julian oscillation and convectively coupled equatorial waves. Mon. Weather Rev. 134, 638–656 (2006)

    Google Scholar 

  • Bhardwaj, P., Singh, O., Pattanaik, D.R., Klotzbach, P.J.: Modulation of bay of bengal tropical cyclone activity by the madden-julian oscillation. Atmos. Res. 229, 23–38 (2019)

    Google Scholar 

  • Bloom, S., Takacs, L., DaSilva, A., Ledvina, D.: Data assimilation using incremental analysis updates. Mon. Wea. Rev. 124, 1256–1271 (1996)

    Google Scholar 

  • Bosilovich, M.G., Chen, J., Robertson, F.R., Adler, R.F.: Evaluation of global precipitation in Reanalyses. J. Appl. Meteor.Climatol. 47, 2279–2299 (2008)

    Google Scholar 

  • Bosilovich, M.G., Robertson, F.R., Chen, J.: Global energy and water budgets in MERRA. J. Clim. 24, 5721–5739 (2011)

    Google Scholar 

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

    Google Scholar 

  • Camargo, S.J., Zebiak, S.E.: Improving the detection and tracking of tropical cyclones in atmospheric general circulation models. Wea. Forecasting. 17, 1152–1162 (2002)

    Google Scholar 

  • Chan, J.C.: Tropical cyclone activity over the Western North Pacific associated with El Niño and La Niña events. J. Clim. 13, 2960–2972 (2000)

    Google Scholar 

  • Chou, M.D., Suarez, M.J.: A solar radiation parameterization for atmospheric studies. NASA Technical Report Series on Global Modeling and Data Assimilation. 104606, 15–40 (1999)

    Google Scholar 

  • Chou, M.D., Suarez, M.J., Liang, X.Z., Yan, M.M.-H.: A thermal infrared radiation parameterization for atmospheric studies. NASA Technical Report Series on Global Modeling and Data Assimilation. 104606, 19–56 (2001)

    Google Scholar 

  • Colette, A., Leith, N., Daniel, V., Bellone, E., Nolan, D.S.: Using Mesoscale simulations to train statistical models of tropical cyclone intensity over land. Mon. Wea. Rev. 138, 2058–2073 (2010)

    Google Scholar 

  • Du, Y., Yang, L., Xie, S.: Tropical Indian Ocean influence on Northwest Pacific tropical cyclones in summer following strong El Niño. J. Clim. 24, 315–322 (2011)

    Google Scholar 

  • Emanuel, K.: Increasing destructiveness of tropical cyclones over the past 30 years. Nature. 436, 686–688 (2005)

    Google Scholar 

  • Ford, T.W., Dirmeyer, P.W., Benson, D.O.: Evaluation of heat wave forecasts seamlessly across subseasonal timescale. Npj Clim. Atmos. 1, 20 (2018)

    Google Scholar 

  • Garcia, R.R., Boville, B.A.: Downward control of the mean meridional circulation and temperature distribution of the polar winter stratosphere. J. Atmos. Sci. 51, 2238–2245 (1994)

    Google Scholar 

  • Gelaro, R., McCarty, W., Suárez, M.J., Todling, R., Molod, A., Takacs, L., Randles, C.A., Darmenov, A., Bosilovich, M.G., Reichle, R., Wargan, K., Coy, L., Cullather, R., Draper, C., Akella, S., Buchard, V., Conaty, A., da Silva, A.M., Gu, W., Kim, G., Koster, R., Lucchesi, R., Merkova, D., Nielsen, J.E., Partyka, G., Pawson, S., Putman, W., Rienecker, M., Schubert, S.D., Sienkiewicz, M., Zhao, B.: The modern-era retrospective analysis for research and applications, version 2 (MERRA-2). J. Clim. 30, 5419–5454 (2017)

    Google Scholar 

  • Girishkumar, M.S., Suprit, K., Vishnu, S., Thanga Prakash, V.P., Ravichandran, M.: The role of ENSO and MJO on rapid intensification of tropical cyclones in the bay of Bengal during October-December. Theor. Appl. Climatol. 120, 797–810 (2015)

    Google Scholar 

  • Hall, J.D., Matthews, A.J., Karoly, D.J.: The modulation of tropical cyclone activity in the Australian region by the Madden-Julian oscillation. Mon. Weather Rev. 129, 2970–2982 (2001)

    Google Scholar 

  • Ho, C.H., Kim, J.H., Jeong, J.H., Kim, H.S., Chen, D.: Variation of tropical cyclone activity in the South Indian Ocean: El Niño southern oscillation and Madden Julian oscillation effects. J. Geophys. Res. 111, D22101 (2006)

    Google Scholar 

  • Hodges, K., Cobb, A., Vidale, P.L.: How well are tropical cyclones represented in reanalysis datasets? J. Clim. 30, 5243–5264 (2017)

    Google Scholar 

  • Kim, H., Webster, P.J., Curry, J.A.: Impact of shifting patterns of Pacific Ocean warming on North Atlantic tropical cyclones. Science. 325, 77–80 (2009)

    Google Scholar 

  • Kim, H., Webster, P.J., Curry, J.A.: Modulation of North Pacific tropical cyclone activity by three phases of ENSO. J. Clim. 24, 1839–1849 (2011)

    Google Scholar 

  • Kim, D., Lee, M.-I., Kim, D., Schubert, S.D., Waliser, D.E., Tian, B.: Representation of tropical subseasonal variability of precipitation in global reanalyses. Clim. Dyn. 43, 517–534 (2014a)

    Google Scholar 

  • Kim, D., Lee, M.-I., Kim, H., Schubert, S.D., Yoo, J.H.: The modulation of tropical storm activity in the Western North Pacific by the Madden–Julian oscillation in GEOS-5 AGCM experiments. Atmos. Sci. Lett. 15, 335–341 (2014b)

    Google Scholar 

  • Kim, J., D. Yoon, D. Cha, Y. Choi, J. Kim, and S. Son, 2019: Impacts of the East Asian Winter Monsoon and Local Sea Surface Temperature on Heavy Snowfall over the Yeongdong Region. J. Climate

  • Klotzbach, P.J.: On the Madden-Julian oscillation-Atlantic hurricane relationship. J. Clim. 23, 282–293 (2010)

    Google Scholar 

  • Knapp, K.R., Kruk, M.C., Levinson, D.H., Diamond, H.J., Neumann, C.J.: The international best track archive for climate stewardship (IBTrACS): unifying tropical cyclone best track data. Bull. Amer. Meteor. Soc. 91, 363–376 (2010)

    Google Scholar 

  • Kossin, J.P., Knapp, K.R., Vimont, D.J., Murnane, R.J., Harper, B.A.: A globally consistent reanalysis of hurricane variability and trends. Geophys. Res. Lett. 34, L04815 (2007). https://doi.org/10.1029/2006GL028836

    Article  Google Scholar 

  • Kossin, J.P., Olander, T.L., Knapp, K.R.: Trend analysis with a new global record of tropical cyclone intensity. J. Clim. 26, 9960–9976 (2013)

    Google Scholar 

  • Koster, R.D., Suárez, M.J., Ducharne, A., Stieglitz, M., Kumar, P.: A catchment-based approach to modeling land surface processes in a GCM, part 1, model structure. J. Geophys. Res. 105, 24809–24822 (2000)

    Google Scholar 

  • Kruk, M.C., Knapp, K.R., Levinson, D.H.: A technique for combining global tropical cyclone best track data. J. Atmos. Ocean. Technol. 27, 680–692 (2010)

    Google Scholar 

  • Lee, M.-I., Schubert, S.D., Kim, D.: Representation of tropical storms in the northwestern pacific by the modern-era retrospective analysis for research and applications. Asia-Pacific J Atmos Sci. 47, 245–253 (2011)

    Google Scholar 

  • Li, R.C.Y., Zhou, W., Chan, J.C.L.: Asymmetric modulation of Western North Pacific cyclogenesis by the Madden-Julian oscillation under ENSO conditions. J. Clim. 24, 5374–5385 (2012)

    Google Scholar 

  • Lock, A.P., Brown, A.R., Bush, M.R., Martin, G.M., Smith, R.N.B.: A new boundary layer mixing scheme. Part I: Scheme description and single-column model tests. Mon. Wea. Rev. 138, 3187–3199 (2000)

    Google Scholar 

  • Louis, J., Tiedtke, M., Geleyn, J.: A Short History of the PBL Parameterization at ECMWF, pp. 59–80. Proc. ECMWF Workshop on Planetary Boundary Layer Parameterization, United Kingdom, ECMWF (1982)

    Google Scholar 

  • Madden, R.A., Julian, P.R.: Detection of a 40–50 day oscillation in the zonal wind in the tropical Pacific. J. Atmos. Sci. 28, 702–708 (1971)

    Google Scholar 

  • Madden, R.A., Julian, P.R.: Description of global-scale circulation cells in the tropics with a 40–50 day period. J. Atmos. Sci. 29, 1109–1123 (1972)

    Google Scholar 

  • Maloney, E.D., Hartmann, D.L.: Modulation of hurricane activity in the Gulf of Mexico by the Madden-Julian oscillation. Science. 287, 2002–2004 (2000). https://doi.org/10.1126/science.287.5460.2002

    Article  Google Scholar 

  • McFarlane, N.A.: The effect of orographically excited gravity wave drag on the general circulation of the lower stratosphere and troposphere. J. Atmos. Sci. 44, 1775–1800 (1987)

    Google Scholar 

  • Molinari, J., Vollaro, D.: Planetary- and synoptic-scale influences on eastern Pacific tropical cyclogenesis. Mon. Weather Rev. 128, 3296–3307 (2000)

    Google Scholar 

  • Molod, A., Takacs, L., Suárez, M., Bacmeister, J.: Development of the GEOS-5 atmospheric general circulation model: evolution from MERRA to MERRA2. Geosci. Model Dev. 8, 1339–1356 (2015). https://doi.org/10.5194/gmd-8-1339-2015

    Article  Google Scholar 

  • Moorthi, S., Suarez, M.J.: Relaxed Arakawa-Schubert, a parameterization of moist convection for general-circulation models. Mon. Wea. Rev. 120, 978–1002 (1992)

    Google Scholar 

  • Putman, W., Lin, S.-J.: Finite-volume transport on various cubed-sphere grids. J. Comput. Phys. 227, 55–78 (2007). https://doi.org/10.1016/j.jcp.2007.07.022

    Article  Google Scholar 

  • Ramsay, H.A., Camargo, S.J., Kim, D.: Cluster analysis of tropical cyclone tracks in the southern hemisphere. Clim. Dyn. 39, 897–917 (2012)

    Google Scholar 

  • Rienecker, M.M., Suarez, M.J., Gelaro, R., Todling, R., Bacmeister, J., Liu, E., Bosilovich, M.G., Schubert, S.D., Takacs, L., Kim, G., Bloom, S., Chen, J., Collins, D., Conaty, A., da Silva, A., Gu, W., Joiner, J., Koster, R.D., Lucchesi, R., Molod, A., Owens, T., Pawson, S., Pegion, P., Redder, C.R., Reichle, R., Robertson, F.R., Ruddick, A.G., Sienkiewicz, M., Woollen, J.: MERRA: NASA’s modern-era retrospective analysis for research and applications. J. Clim. 24, 3624–3648 (2011)

    Google Scholar 

  • Schenkel, B.A., Hart, R.E.: An examination of tropical cyclone position, intensity, and intensity life cycle within atmospheric reanalysis datasets. J. Clim. 25, 3453–3475 (2012)

    Google Scholar 

  • Shaevitz, D.A., Camargo, S.J., Sobel, A.H., Jonas, J.A., Kim, D., Kumar, A., LaRow, T.E., Lim, Y.-K., Murakami, H., Reed, K.A., Roberts, M.J., Scoccimarro, E., Vidale, P.L., Wang, H., Wehner, M.F., Zhao, M., Henderson, N.: Characteristics of tropical cyclones in high-resolution models in the present climate. J. Adv. Model. Earth Syst. 6, 1154–1172 (2014)

    Google Scholar 

  • Tan, K., Huang, P., Liu, F., Murakami, H., Hsu, P.: Simulated ENSO's impact on tropical cyclone genesis over the western North Pacific in CMIP5 models and its changes under global warming. Int. J. Climatol. 39, 3668–3678 (2019)

    Google Scholar 

  • Trenberth, K.: Uncertainty in hurricanes and global warming. Nature. 308, 1753–1754 (2005)

    Google Scholar 

  • Ventrice, M.J., Thorncroft, C.D., Roundy, P.E.: The Madden-Julian oscillation's influence on African easterly waves and downstream tropical cyclogenesis. Mon. Weather Rev. 139, 2704–2722 (2011)

    Google Scholar 

  • Wheeler, M.C., Hendon, H.H.: An all-season real-time multivariate MJO index: development of an index for monitoring and prediction. Mon. Wea. Rev. 132, 1917–1932 (2004)

    Google Scholar 

  • Wu, W.-S., Purser, R.J., Parrish, D.F.: Three-dimensional variational analysis with spatially inhomogeneous covariances. Mon. Wea. Rev. 130, 2905–2916 (2002)

    Google Scholar 

  • Yoon, D., Cha, D.-H., Lee, G., Park, C., Lee, M.-I., Min, K.-H.: Impacts of synoptic and local factors on heat wave events over southeastern region of Korea in 2015. J Geophys Res Atmos. 123, 12,081–12,096 (2018)

    Google Scholar 

  • Zhao, H., Yoshida, R., Raga, G.B.: Impact of the Madden-Julian oscillation on Western North Pacific tropical cyclogenesis associated with large-scale patterns. J. Appl. Meteorol. Climatol. 54, 1413–1429 (2015)

    Google Scholar 

  • Zou, X., Xiao, Q.: Studies on the initialization and simulation of a mature hurricane using a Variational bogus data assimilation scheme. J. Atmos. Sci. 57, 836–860 (2000)

    Google Scholar 

Download references

Acknowledgements

This work was funded by the Korea Meteorological Administration Research and Development Program under Grant KMI2018-03110.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Myong-In Lee.

Additional information

Responsible Editor: Soon-Il An.

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Kim, H., Lee, MI., Kim, S. et al. Representation of Tropical Cyclones by the Modern-Era Retrospective Analysis for Research and Applications Version 2. Asia-Pacific J Atmos Sci 57, 35–49 (2021). https://doi.org/10.1007/s13143-019-00169-y

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s13143-019-00169-y

Keywords

Navigation