Characteristics of Tropical Cyclone Genesis Forecasts and Underdispersion in High-Resolution Ensemble Forecasting with a Stochastic Kinetic Energy Backscatter Scheme

ABSTRACT: This study evaluates ensemble forecasts with a stochastic kinetic energy backscatter scheme (SKEBS) to predict tropical cyclone (TC) genesis and also to characterize the related ensemble underdispersion. Several sets of ensemble forecasts are generated using an advanced research version of...

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Main Authors: Levi Thatcher, Zhaoxia Pu
Format: Article
Language:English
Published: KeAi Communications Co., Ltd. 2014-12-01
Series:Tropical Cyclone Research and Review
Online Access:http://www.sciencedirect.com/science/article/pii/S2225603218301127
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spelling doaj-b280c5901ea54a8e9d2a18c92a8b24012021-04-02T14:32:38ZengKeAi Communications Co., Ltd.Tropical Cyclone Research and Review2225-60322014-12-0134203217Characteristics of Tropical Cyclone Genesis Forecasts and Underdispersion in High-Resolution Ensemble Forecasting with a Stochastic Kinetic Energy Backscatter SchemeLevi Thatcher0Zhaoxia Pu1Department of Atmospheric Sciences, University of Utah, Salt Lake City, Utah, USACorresponding author address: Dr. Zhaoxia Pu, Department of Atmospheric Sciences, University of Utah, 135 S 1460 E, Rm. 819, Salt Lake City, UT 84112.; Department of Atmospheric Sciences, University of Utah, Salt Lake City, Utah, USAABSTRACT: This study evaluates ensemble forecasts with a stochastic kinetic energy backscatter scheme (SKEBS) to predict tropical cyclone (TC) genesis and also to characterize the related ensemble underdispersion. Several sets of ensemble forecasts are generated using an advanced research version of the Weather Research and Forecasting model at 5 km horizontal resolution to predict the genesis of Hurricane Ernesto (2006) and Typhoon Nuri (2008). Ensemble forecasts with SKEBS are compared against a control ensemble forecast with the WRF model using downscaled initial conditions derived from the NCEP Global Ensemble Forecasting System.It is found that ensemble forecasts with SKEBS are able to generate probabilistic forecasts for TC genesis and also capable of indicating the forecast uncertainties. Compared with the deterministic forecast that fails to predict the genesis of Typhoon Nuri, the ensemble forecast with SKEBS is able to produce the genesis forecast. However, the underdispersion of ensemble forecasts with SKEBS is also present in all cases in terms of the simulation period and over the whole model domain, TC environment, and inner core regions, although it is reduced near the TC inner core region. In addition, the initial perturbation–based ensemble forecasts shows slightly less underdispersion compared with the SKEBS ensembles. Keywords: tropical cyclone genesis, stochastic kinetic energy backscatter, ensemble forecasting, WRFhttp://www.sciencedirect.com/science/article/pii/S2225603218301127
collection DOAJ
language English
format Article
sources DOAJ
author Levi Thatcher
Zhaoxia Pu
spellingShingle Levi Thatcher
Zhaoxia Pu
Characteristics of Tropical Cyclone Genesis Forecasts and Underdispersion in High-Resolution Ensemble Forecasting with a Stochastic Kinetic Energy Backscatter Scheme
Tropical Cyclone Research and Review
author_facet Levi Thatcher
Zhaoxia Pu
author_sort Levi Thatcher
title Characteristics of Tropical Cyclone Genesis Forecasts and Underdispersion in High-Resolution Ensemble Forecasting with a Stochastic Kinetic Energy Backscatter Scheme
title_short Characteristics of Tropical Cyclone Genesis Forecasts and Underdispersion in High-Resolution Ensemble Forecasting with a Stochastic Kinetic Energy Backscatter Scheme
title_full Characteristics of Tropical Cyclone Genesis Forecasts and Underdispersion in High-Resolution Ensemble Forecasting with a Stochastic Kinetic Energy Backscatter Scheme
title_fullStr Characteristics of Tropical Cyclone Genesis Forecasts and Underdispersion in High-Resolution Ensemble Forecasting with a Stochastic Kinetic Energy Backscatter Scheme
title_full_unstemmed Characteristics of Tropical Cyclone Genesis Forecasts and Underdispersion in High-Resolution Ensemble Forecasting with a Stochastic Kinetic Energy Backscatter Scheme
title_sort characteristics of tropical cyclone genesis forecasts and underdispersion in high-resolution ensemble forecasting with a stochastic kinetic energy backscatter scheme
publisher KeAi Communications Co., Ltd.
series Tropical Cyclone Research and Review
issn 2225-6032
publishDate 2014-12-01
description ABSTRACT: This study evaluates ensemble forecasts with a stochastic kinetic energy backscatter scheme (SKEBS) to predict tropical cyclone (TC) genesis and also to characterize the related ensemble underdispersion. Several sets of ensemble forecasts are generated using an advanced research version of the Weather Research and Forecasting model at 5 km horizontal resolution to predict the genesis of Hurricane Ernesto (2006) and Typhoon Nuri (2008). Ensemble forecasts with SKEBS are compared against a control ensemble forecast with the WRF model using downscaled initial conditions derived from the NCEP Global Ensemble Forecasting System.It is found that ensemble forecasts with SKEBS are able to generate probabilistic forecasts for TC genesis and also capable of indicating the forecast uncertainties. Compared with the deterministic forecast that fails to predict the genesis of Typhoon Nuri, the ensemble forecast with SKEBS is able to produce the genesis forecast. However, the underdispersion of ensemble forecasts with SKEBS is also present in all cases in terms of the simulation period and over the whole model domain, TC environment, and inner core regions, although it is reduced near the TC inner core region. In addition, the initial perturbation–based ensemble forecasts shows slightly less underdispersion compared with the SKEBS ensembles. Keywords: tropical cyclone genesis, stochastic kinetic energy backscatter, ensemble forecasting, WRF
url http://www.sciencedirect.com/science/article/pii/S2225603218301127
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