IMPACT OF RADAR DATA ASSIMILATION ON THE ACCURACY OF HEAVY RAIN EVENTS PREDICTION IN BANGKA ISLAND

Improvement of model initial condition by radar data assimilation is considered reliable to improve prediction accuracy. This study aims to determine the impact of radar data assimilation on WRF models in predicting heavy rainfall on Bangka Island. Case study were carried out on 5 (five) cases of he...

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Main Author: Setiawan, Nur
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/47203
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:47203
spelling id-itb.:472032020-03-16T15:23:49ZIMPACT OF RADAR DATA ASSIMILATION ON THE ACCURACY OF HEAVY RAIN EVENTS PREDICTION IN BANGKA ISLAND Setiawan, Nur Indonesia Theses data assimilation, WRF, WRFDA, radar INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/47203 Improvement of model initial condition by radar data assimilation is considered reliable to improve prediction accuracy. This study aims to determine the impact of radar data assimilation on WRF models in predicting heavy rainfall on Bangka Island. Case study were carried out on 5 (five) cases of heavy rain on flood events during 2015-2018. The Weather Research Forecasting (WRF) numerical model is run without assimilation and with assimilation of radar data. Radar data assimilation model is run in two ways: a single radar assimilation method with a radar point in Pangkalpinang and multiple radar assimilations with two radar points in Pangkalpinang and Palembang. The reflectivity value and rainfall distribution of model output are then verified qualitatively and quantitatively correspond to observation. The result shows that using assimilation on both single and multiple radar reflectivity data increase rainfall prediction skills in three cases (60%) with wide cloud coverage.. It also shows lack of improvement in rainfall events with little cloud coverage. Both model skills improvement is shown in Kelapa with hourly data on February 7th, 2016 with increasing value of ACC, TS, PoD and FAR. Nevertheless, general interpretation based on five case studies conducted by the model prediction result with radar data assimilation shows the method is reliable to improve the model output result. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Improvement of model initial condition by radar data assimilation is considered reliable to improve prediction accuracy. This study aims to determine the impact of radar data assimilation on WRF models in predicting heavy rainfall on Bangka Island. Case study were carried out on 5 (five) cases of heavy rain on flood events during 2015-2018. The Weather Research Forecasting (WRF) numerical model is run without assimilation and with assimilation of radar data. Radar data assimilation model is run in two ways: a single radar assimilation method with a radar point in Pangkalpinang and multiple radar assimilations with two radar points in Pangkalpinang and Palembang. The reflectivity value and rainfall distribution of model output are then verified qualitatively and quantitatively correspond to observation. The result shows that using assimilation on both single and multiple radar reflectivity data increase rainfall prediction skills in three cases (60%) with wide cloud coverage.. It also shows lack of improvement in rainfall events with little cloud coverage. Both model skills improvement is shown in Kelapa with hourly data on February 7th, 2016 with increasing value of ACC, TS, PoD and FAR. Nevertheless, general interpretation based on five case studies conducted by the model prediction result with radar data assimilation shows the method is reliable to improve the model output result.
format Theses
author Setiawan, Nur
spellingShingle Setiawan, Nur
IMPACT OF RADAR DATA ASSIMILATION ON THE ACCURACY OF HEAVY RAIN EVENTS PREDICTION IN BANGKA ISLAND
author_facet Setiawan, Nur
author_sort Setiawan, Nur
title IMPACT OF RADAR DATA ASSIMILATION ON THE ACCURACY OF HEAVY RAIN EVENTS PREDICTION IN BANGKA ISLAND
title_short IMPACT OF RADAR DATA ASSIMILATION ON THE ACCURACY OF HEAVY RAIN EVENTS PREDICTION IN BANGKA ISLAND
title_full IMPACT OF RADAR DATA ASSIMILATION ON THE ACCURACY OF HEAVY RAIN EVENTS PREDICTION IN BANGKA ISLAND
title_fullStr IMPACT OF RADAR DATA ASSIMILATION ON THE ACCURACY OF HEAVY RAIN EVENTS PREDICTION IN BANGKA ISLAND
title_full_unstemmed IMPACT OF RADAR DATA ASSIMILATION ON THE ACCURACY OF HEAVY RAIN EVENTS PREDICTION IN BANGKA ISLAND
title_sort impact of radar data assimilation on the accuracy of heavy rain events prediction in bangka island
url https://digilib.itb.ac.id/gdl/view/47203
_version_ 1821999812542726144