Ensemble forecast of Tropical Cyclones
Updated :2022/06/23

Abstract

The 5~7-day ensemble forecasts for Tropical Cyclones (TC) of western North Pacific are provided using an ensemble predication system based on WRF model. The system contains 80 members with initial conditions from the WRF/EnKF ensemble perturbed members (link to “Dataset: WRF/EnKF ensemble analyses for western North Pacific”).

 

For years 2016-2018, the model domains covered triple meshes with a grid spacing of 18-km (grid size 660 x 520) for the outermost domain and grid spacings of 6-km (grid size 180 x180) and 2-km (grid size 360 x360) for two vortex-following domains. There are 57 vertical levels with model top at 10 hPa. The implementation of WRF has the following components: the WRF 6-class microphysics scheme, the Yonsei University (YSU) planetary boundary layer (PBL) scheme, the Noah land surface model, the Rapid Radiative Transfer Model for global models long-wave and shortwave scheme are used. The Tiedtke cumulus scheme is only used for the 18-km domain. The forecast time length is up to 5 days.

 

Since year 2019, the model domains has been changed to two meshes with a grid spacing of 12-km (grid size 720 x 560) for the outermost domain and a grid spacing of 2.4-km (grid size 400 x 400) for the vortex-following domain. The forecast time length is extended to 7 days. Unlike previous versions, the Multi-scale Kain-Fritsch (MSKF) cumulus scheme is adopted in both domains.

 

The ensemble forecasts and verification of track and intensity for some TCs are listed below.


NEPARTAK (2016)        

Initial time: 2016-07-03_12(UTC)

Track and Intensity Ensemble Forecasts

1655994131599.png

1655994137899.png

1655994142823.png

Verification: Mean Error and Spread

1655994173536.png

NAMTHEUN (2016)       

Initial time: 2016-08-31_12(UTC)

Track and Intensity Ensemble Forecasts

1655994179996.png

1655994184927.png

1655994194001.png

Verification: Mean Error and Spread

1655994202823.png


MERANTI (2016)

Initial time: 2016-09-10_00(UTC)

Track and Intensity Ensemble Forecasts

1655994208536.png

1655994213767.png

1655994220372.png

Verification: Mean Error and Spread

1655994226039.png


CHABA (2016)

Initial time: 2016-09-28_06(UTC)

Track and Intensity Ensemble Forecasts

\1655994230956.png

1655994236148.png

1655994243585.png

Verification: Mean Error and Spread

1655994250006.png


SONGDA (2016)

Initial time: 2016-10-08_12(UTC)

Track and Intensity Ensemble Forecasts

1655994255754.png

1655994261324.png

1655994267074.png

Verification: Mean Error and Spread

1655994273290.png


SARIKA (2016)

Initial time: 2016-10-12_12(UTC)

Track and Intensity Ensemble Forecasts

1655994279020.png

1655994284719.png

1655994290472.png

Verification: Mean Error and Spread

1655994296287.png


HAIMA (2016)

Initial time: 2016-10-14_18(UTC)

Track and Intensity Ensemble Forecasts

1655994302490.png

1655994308870.png

1655994315903.png

Verification: Mean Error and Spread

1655994322074.png


IN-FA (2021)

Initial time: 2021-07-18_00(UTC)

Track and Intensity Ensemble Forecasts

1655994330104.png

1655994337044.png

1655994343455.png

Verification: Mean Error and Spread

1655995058016.png

MUIFA (2022) 

Initial time: 2021-09-09_00(UTC)

Track and Intensity Ensemble Forecasts

1672071980361.png

1672071986997.png

1672071995077.png

Verification: Mean Error and Spread

1672072000713.png


NANMADOL (2022)

Initial time: 2021-09-13_00(UTC)

Track and Intensity Ensemble Forecasts


1672072332245.png

1672072337760.png

1672072342802.png

Verification: Mean Error and Spread

1672072368573.png