ICCE 2016 Cover Image


storm surge
ensemble forecast
Typhoon Haiyan

How to Cite

Nakamura, R., & Shibayama, T. (2017). ENSEMBLE FORECAST OF EXTREME STORM SURGE: A CASE STUDY OF 2013 TYPHOON HAIYAN. Coastal Engineering Proceedings, 1(35), currents.10. https://doi.org/10.9753/icce.v35.currents.10


The object of this study is to evaluate an ensemble forecast of extreme storm surge by using a case of Typhoon Haiyan (2013) and its associated storm surge. A simple numerical model composed of ARW-WRF, FVCOM and SWAN is employed as a forecast system for storm surge. This ensemble system can successfully forecast storm surge 3-4 days before it happened. However, the typhoons in almost all ensemble members were underpredicted probably because of its difficulty in forecasting a track and central pressure of highly intense typhoon. This leads to the underestimation of a prediction of storm surges around Leyte Gulf. Compensating the underestimation of forecasted extreme storm surge, it can be important to not only examine the ensemble mean among members but also consider the phase-shifted manipulation and the worst ensemble member in the case where the extreme storm surge is forecasted. In addition, the ensemble forecast system can have a potential to determine the time at which the peak of extreme surge appears with a high precision.


Atkinson, G.D. and Holliday, C.R. 1977. Tropical cyclone minimum sea level pressure/ maximum sustained wind relationship for the western North Pacific, Mon. Wea. Rev., 105(4), 421-427.

Becker, J.J., Sandwell, D.T., Smith, W.H.F., Braud, J., Binder, B., Depner, J., Fabre, D., Factor, J., Ingalls, S., Kim, S-H., Ladner, R., Marks, K., Nelson, S., Pharaoh, A., Trimmer, R., Von Rosenberg, J., Wallace, G. and Weatherall, P. 2009. Global Bathymetry and Elevation Data at 30 Arc Seconds Resolution: SRTM30_PLUS, Marine Geodesy, 32:4, 355-371.

Beljaars, A.C.M. 1995. The parameterization of surface fluxes in large-scale models under free convection. Quart. J. Roy. Meteor. Soc., 121, 255-270.

Berniera, N.B. and Thompsonb, K.R. 2015. Deterministic and ensemble storm surge prediction for Atlantic Canada with lead times of hours to ten days, Ocean Model., 86, 114-127.

Black, P.G. 1992. Evolution of maximum wind estimates in typhoons. ICSU/WMO International Symposium on Tropical Cyclone Disasters, October 12-16, 1992, Beijing.

Bricker, J., Takagi, H., Mas, E., Kure, S., Adriano, B., Yi, C., and Roeber V. 2014. Spatial variation of damage due to storm surge and waves during Typhoon Haiyan in the Philippines, in Coastal Engineering Conference of the Japan Society of Civil Engineers, 70(2), I_231-I_235.

Booij, N., Ris, R.C. and Holthuijsen, L.H. 1999. A third-generation wave model for coastal regions, Part I, Model description and validation. J. Geophys. Res. 104, 7649-7666.

Chen, C., Beardsley, R. C., Cowles, G., Qi, J., Lai, Z., Gao, G., Stuebe, D., Xu, Q., Xue, P., Ge, J., Ji, R., Hu, S, Tian, R., Huang, H., Wu, L. and Lin, H. 2011. An Unstructured Grid, Finite-Volume Coastal Ocean Model, FVCOM User Manual, SMAST/UMASSD-11-1101, http://fvcom.smast.umassd.edu/wp-content/uploads/2013/11/MITSG_12-25.pdf, accessed 09 January 2017.

Chen, C., Limeburner, R., the members of the UMASS-D FVCOM Group, Gao, G., Xu, Q., Qi, J., Xue, P., Lai, Z., Lin, H. members of the WHOI Field Measurement Group, Beardsley R., Owens B. and Carlson, B. 2012. FVCOM model estimate of the location of Air France 447, Ocean Dynamics, 62.6, 943-952.

Chen, C. Liu, H. and Beardsley, R. C. 2003. An unstructured, finite-volume, three-dimensional, primitive equation ocean model: application to coastal ocean and estuaries, Journal of Atmosphere and Oceanic Technology, 20, 159-186.

Esteban, M., Valenzuela, V. P., Matsumaru, R., Mikami, T., Shibayama, T., Takagi, H., Thao, N. D. and De Leon, M. 2016. Storm Surge Awareness in the Philippines Prior to Typhoon Haiyan: A Comparative Analysis with Tsunami Awareness in Recent Times, Coastal Engineering Journal, 58, 1640009.

Esteban, M., Valenzuela, V. P. Yun, N. Y., Mikami, T., Shibayama, T., Matsumaru, R., Takagi, H., Thao, N. D., De Leon, M., Oyama, T. and Nakamura, R. 2015. Typhoon Haiyan 2013 Evacuation Preparations and Awareness, International Journal of Sustainable Future for Human Security, 3(1), 37-45.

Flowerdew, J., Horsburgh, K., Wilson, C. and Mylne, K. 2010. Development and evaluation of an ensemble forecasting system for coastal storm surges. Q. J. R. Meteorol. Soc. 136, pp.1444-1456.

Flowerdew, J., Mylne, K., Jones, C. and Titley, H. 2013. Extending the forecast range of the UK storm surge ensemble, Q. J. R. Meteorol. Soc. 139, pp.184-197.

Glahn, B., Taylor, A., Kurkowski, N. and Shaffer, W.A. 2009. The Role of the SLOSH Model in National Weather Service Storm Surge Forecasting. National Weather Digest, 33, 1, 3-14.

Hong, S.-Y., Dudhia, J., Chen, S.-H. 2004. A revised approach to ice microphysical processes for the bulk parameterization of clouds and precipitation. Mon. Wea. Rev. 132, 103-120.

Hong, S.-Y. and Lim, J.-O. J. 2006. The WRF single-moment 6-class microphysics scheme (WSM6), J Korean Meteor Soc. 42, 129-151.

Honta, C. and Mitsuyasu, K. 1980. Laboratory study on wind effect to ocean surface, Journal of Coastal Engineering (JSCE), 27, 90-93 (in Japanese).

Iacono, M.J., Delamere, J.S., Mlawer, E.J., Shephard, M.W., Clough, S.A. and Collins, W.D. 2008. Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models. J. Geophys. Res. 113, D13103.

IPCC. 2013. Summary for Policymakers. In: Climate Change 2013 "The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change (Stocker, T.F., D. Qin, G.-K. Plattner, M. Tignor, S.K. Allen, J. Boschung, A. Nauels, Y. Xia, V. Bex and P.M. Midgley (eds.))†. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.

Jelesnianski, C.P., Chen, J. and Shaffer, W.A. 1992. SLOSH: Sea, lake, and overland surges from hurricanes. NOAA Technical Report NWS 48, National Oceanic and Atmospheric Administration, U. S. Department of Commerce, 71 pp. (Scanning courtesy of NOAA's NOS's Coastal Service's Center).

JMA. 2016. RSMC Best Track Data (RSMC Tokyo-Typhoon Center), http://www.jma.go.jp/jma/jma-eng/jma-center/rsmc-hp-pub-eg/besttrack.html, accessed 15 Sep 2014.

Kain, J.S. 2004. The Kain-Fritsch convective parameterization: An update. J. Appl. Meteor. 43, 170-181.

Kennedy, A.B., Mori, N., Zhang, Y., Yasuda, T., Chen, S.-E., Tajima, Y., Pecor, W., Toride, K. 2016. Observations and Modeling of Coastal Boulder Transport and Loading During Super Typhoon Haiyan, 58, 1640004.

Leelawat, N., Mateo, C. M. R., Gaspay, S. M., Suppasri, A. and Imamura, F. 2014. Filipinos Views on the Disaster Information for the 2013 Super Typhoon Haiyan in the Philippines, International Journal of Sustainability Future for Human Security, 2(2), 61-73.

Liberto, T.D., Colle, B.A., Georgas, N., Blumberg, A.F. and Taylor, A.A. 2011. Verification of a Multimodel Storm Surge Ensemble around New York City and Long Island for the Cool Season, Weather Forecast. 26, 922-939.

Lin, N., Lane, P., Emanuel, K.A., Sullivan, P.M. and Donnelly, J.P. 2014a. Heightened hurricane surge risk in northwest Florida revealed from climatological-hydrodynamic modeling and paleorecord reconstruction, Journal of Geophysical Research: Atmosphere, 119(14), 8606-8623.

Lin, I.-I., Pun, I.-F. and Lien C.-C. 2014b. "Category-6† supertyphoon Haiyan in global warming hiatus: Contribution from subsurface ocean warming, Geophys. Res. Lett., 41, 8547-8553.

Mas, E., Bricker, J., Kure, S., Adriano, B., Yi, C., Suppasri, A. and Koshimura S. 2015. Survey and satellite damage interpretation of the 2013 Super Typhoon Haiyan in the Philippines, Natural Hazards and Earth System Sciences, 15, 805-816.

Mel, R., Viero, D.P., Carniello, L., Defina, A. and Alpaos, L.D. 2014. Simplified methods for real-time prediction of storm surge uncertainty: The city of Venice case study, Advances in Water Resources 71, 177-185.

Mikami, T., Shibayama, T., Takagi, H., Matsumaru, R., Esteban, M., Thao, N.D., De Leon, M., Valenzuela, V.P., Oyama, T., Nakamura, R., Kumagai, K. and Li, S. (2016): Storm Surge Heights and Damage Caused by the 2013 Typhoon Haiyan along the Leyte Gulf Coast, Coastal Engineering Journal, 58, 1640005.

Mori, N., Kato, M., Kim, S., Mase, H., Shibutani, Y., Takemi, T., Tsuboki, K. and Yasuda, T. (2014): Local amplification of storm surge by Super Typhoon Haiyan in Leyte Gulf, Geophysical Research Letter., 41(14), 5106-5113.

Nakamura, R. 2017. Analysis and Future Prediction of Typhoons and Storm Surges by Field Surveys and Numerical Atmosphere - Ocean Model, Ph.D. thesis (supervised by Tomoya Shibayama) for Waseda Univeristy (in Japanese, in preparation for online repository of Waseda University).

Nakamura, R., Shibayama, T., Esteban, M., and Iwamoto, T. 2016. Future Typhoon and Storm Surges under Different Global Warming Scenarios: Case Study of Typhoon Haiyan (2013), Natural Hazards, 82(3), 1645-1681.

Nakamura, R., Shibayama, T., Esteban, M. and Iwamoto, T. 2016. Future Typhoon and Storm Surges under Different Global Warming Scenarios: Case Study of Typhoon Haiyan (2013), Natural Hazards, 82(3), 1645-1681.

Nakanishi, M. and Niino, H. 2006. An improved Mellor-Yamada level 3 model: its stability and application to a regional prediction of advecting fog. Bound. Layer. Meteor. 119, 397-407.

Nakanishi, M. and Niino, H. 2009. Development of an improved turbulence closure model for the atmospheric boundary layer. J. Meteor. Soc. Japan, 87, 895-912.

NDRRMC. 2014. Updates re the Effects of "YOLANDA† (HAIYAN) (Date: 17 April 2014), http://www.ndrrmc.gov.ph/attachments/article/1329/Update_on_Effects_Typhoon_YOLANDA_(Haiyan)_17APR2014.pdf, accessed 28 Feb 2017.

NOAA. 2001. National Oceanic and Atmospheric Administration Changes to the NCEP Meso Eta Analysis and Forecast System: Increase in resolution, new cloud microphysics, modified precipitation assimilation, modified 3DVAR analysis. [Available online at http://www.emc.ncep.noaa.gov/mmb/mmbpll/eta12tpb/].

NOAA. 2014. Global Forecast System, https://nomads.ncdc.noaa.gov/data/gfs4/, accessed 30 Oct 2014.

Roeber, V. and Bricker, J.D. 2015. Destructive tsunami-like wave generated by surf beat over a coral reef during Typhoon Haiyan, Nature Communications 6, 7854.

Schiermeier, Q. 2013. Did climate change cause Typhoon Haiyan? Nature, News: Explainer, http://www.nature.com/news/did-climate-change-cause-typhoon-Haiyan1.14139, accessed 20 Oct 2014.

Shibayama, T., Matsumaru, R., Takagi, H., De Leon, M., Esteban, M., Mikami, T., Oyama, T. and Nakamura, R. 2014. Field survey and analysis of storm surge caused by the 2013 typhoon yolanda. Journal of Japan Society of Civil Engineering Ser B3, 70(2), 1206-1211. (in Japanese with English abstract)

Shibayama, T., Tajima, Y., Kakinuma, T., Nobuoka, H., Yasuda, T., Ahsan, R., Rahman, M. and Islam, M. S. 2009. Field Survey of Storm Surge Disaster due to Cyclone Sidr in Bangladesh, Proceedings of Coastal Dynamics 2009, No.129.

Shimozono, T., Tajima, Y., Kennedy, A.B., Nobuoka, H., Sasaki, J. and Sato, S. 2015. Combined infragravity wave and sea†swell runup over fringing reefs by super typhoon Haiyan, Journal of Geophysical Research: Oceans, 120, 4463-4486.

Soria, J.L.A., Switzer, A.D., Villanoy, C.L., Fritz, H.M., Bilgera, P.H.T, Cabrera, O.C., Siringan, F.P., Maria, Y.Y.-S., Ramos, R.D. and Fernandez, I.Q. 2016. Repeat storm surge disasters of Typhoon Haiyan and its 1897 predecessor in the Philippines. Bulletin of American Meteorological Society 97(1), 31-48.

Sukoriansky, S., Galperin, B. and Perov, V. 2005. Application of a new spectral model of stratified turbulence to the atmospheric boundary layer over sea ice, Bound. Layer Meteor. 117, 231-257.

Tajima, Y., Yasuda, T., Pacheco, B. M., Cruz, E. C., Kawasaki, K., Nobuoka, H., Miyamoto, M., Asano, Y., Arikawa, T., Ortigas, N. M., Aquino, R., Mata, W., Valdez, J. and Briones, F. (2014): Initial report of JSCE-PICE joint survey on the storm surge disaster caused by Typhoon Haiyan, Coastal Engineering Journal, 56, 1450006.

Takagi, H., Esteban, M., Shibayama, T., Mikami, T., Matsumaru, R., Leon, M. D., Thao, N. D., Oyama, T. and Nakamura, R. (2015a): Track analysis, simulation, and field survey of the 2013 Typhoon Haiyan storm surge, Journal of Flood Risk Management, [doi: 10.1111/jfr3.12136].

Takagi, H., Li, S., de Leon, M., Esteban, M., Mikami, T., Matsumaru, R., Shibayama, T. and Nakamura, R. 2015b. Storm Surge and Evacuation in Urban Areas during the Peak of a Storm, Coastal Engineering, 108, 1-9.

Takayabu, I., Hibino, K., Sasaki, H., Shiogama, H., Mori, N., Shibutani, Y. and Takemi, T. 2015 Climate change effects on the worst-case storm surge: a case study of Typhoon Haiyan, Environmental Research Letter, 10, 064011.

Tasnim, K.M., Shibayama, T., Esteban, M., Takagi, H., Ohira, K. and Nakamura, R. 2014. Field observation and numerical simulation of past and future storm surges in the Bay of Bengal: case study of cyclone Nargis, Natural Hazards, 75(2), 1619-1647.

The NCAR Command Language (Version 6.3.0) [Software]. 2016. Boulder, Colorado: UCAR/NCAR/CISL/TDD. http://dx.doi.org/10.5065/D6WD3XH5.

Toyoda, M., Yoshino, J. and Kobayashi, T. 2016. Ensemble Future Projections of Storm Surge in the Leyte Gulf, Philippines, by Pseudo-Global Warming Experiment, Journal of Japan Society of Civil Engineers, Ser. B2 (Coastal Engineering), 72(2), I_1483-I_1488 (in Japanese with English abstract, doi http://doi.org/10.2208/kaigan.72.I_1483).

USGS, 2006, Shuttle Radar Topography Mission (SRTM) "Finished† 3-arc second SRTM Format Documentation, Available online at: http://edc.usgs.gov/products/elevation/srtmbil.html, accessed 15/08/2015.

Yasuda, T., Nakajo, S., Kim, S., Mase, H., Mori, N. and Horsburgh, K. 2014. Evaluation of future storm surge risk in East Asia based on state-of-the-art climate change projection, Coastal Engineering, 83, 65-71.

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