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Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport

SMB II Palembang Meteorological Station is one of the weather observation points owned by BMKG in charge of carrying out weather observations, analysis, and weather forecasts at Sultan Mahmud Badaruddin II Airport Palembang. Weather information has an important role in the world of aviation, so a...

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Main Authors: Isti Ma'atun, Nasichah, Tri Basuki, Kurniawan
Format: Article
Language:English
Published: INTI International University 2022
Subjects:
T Technology (General)
TD Environmental technology. Sanitary engineering
Online Access:http://eprints.intimal.edu.my/1693/1/jods2022_18.pdf
http://eprints.intimal.edu.my/1693/
http://ipublishing.intimal.edu.my
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spelling my-inti-eprints.16932024-05-07T09:56:35Z http://eprints.intimal.edu.my/1693/ Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport Isti Ma'atun, Nasichah Tri Basuki, Kurniawan T Technology (General) TD Environmental technology. Sanitary engineering SMB II Palembang Meteorological Station is one of the weather observation points owned by BMKG in charge of carrying out weather observations, analysis, and weather forecasts at Sultan Mahmud Badaruddin II Airport Palembang. Weather information has an important role in the world of aviation, so accurate airport weather forecasts are needed. Random Forest, Naive Bayes Classifier, and Support Vector Machine methods are classification methods used to forecast rain in this study. The data used is weather parameter data from December 2012 to December 2021. Rain forecast using the SVM method produces an accuracy rate of 72%, the NBC method 66%, and the Random Forest method produces an accuracy rate of 74%. Heavy rains and very heavy rains can’t be predicted accurately using the SVM, NBC, and Random Forest methods. Based on the feature selection method, the attribute that has the most influence on rain forecasts is the average humidity. INTI International University 2022 Article NonPeerReviewed text en cc_by_4 http://eprints.intimal.edu.my/1693/1/jods2022_18.pdf Isti Ma'atun, Nasichah and Tri Basuki, Kurniawan (2022) Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport. Journal of Data Science, 2022 (18). pp. 1-18. ISSN 2805-5160 (Submitted) http://ipublishing.intimal.edu.my
institution INTI International University
building INTI Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider INTI International University
content_source INTI Institutional Repository
url_provider http://eprints.intimal.edu.my
language English
topic T Technology (General)
TD Environmental technology. Sanitary engineering
spellingShingle T Technology (General)
TD Environmental technology. Sanitary engineering
Isti Ma'atun, Nasichah
Tri Basuki, Kurniawan
Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport
description SMB II Palembang Meteorological Station is one of the weather observation points owned by BMKG in charge of carrying out weather observations, analysis, and weather forecasts at Sultan Mahmud Badaruddin II Airport Palembang. Weather information has an important role in the world of aviation, so accurate airport weather forecasts are needed. Random Forest, Naive Bayes Classifier, and Support Vector Machine methods are classification methods used to forecast rain in this study. The data used is weather parameter data from December 2012 to December 2021. Rain forecast using the SVM method produces an accuracy rate of 72%, the NBC method 66%, and the Random Forest method produces an accuracy rate of 74%. Heavy rains and very heavy rains can’t be predicted accurately using the SVM, NBC, and Random Forest methods. Based on the feature selection method, the attribute that has the most influence on rain forecasts is the average humidity.
format Article
author Isti Ma'atun, Nasichah
Tri Basuki, Kurniawan
author_facet Isti Ma'atun, Nasichah
Tri Basuki, Kurniawan
author_sort Isti Ma'atun, Nasichah
title Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport
title_short Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport
title_full Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport
title_fullStr Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport
title_full_unstemmed Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport
title_sort palembang aerodrome weather forecast for palembang sultan mahmud badaruddin ii airport
publisher INTI International University
publishDate 2022
url http://eprints.intimal.edu.my/1693/1/jods2022_18.pdf
http://eprints.intimal.edu.my/1693/
http://ipublishing.intimal.edu.my
_version_ 1800731500695519232
score 13.211869

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