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...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
INTI International University
2022
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| Subjects: | |
| Online Access: | http://eprints.intimal.edu.my/1693/ http://eprints.intimal.edu.my/1693/1/jods2022_18.pdf |
| _version_ | 1848766808308318208 |
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| author | Isti Ma'atun, Nasichah Tri Basuki, Kurniawan |
| author_facet | Isti Ma'atun, Nasichah Tri Basuki, Kurniawan |
| author_sort | Isti Ma'atun, Nasichah |
| building | INTI Institutional Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-14T11:57:02Z |
| format | Article |
| id | intimal-1693 |
| institution | INTI International University |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T11:57:02Z |
| publishDate | 2022 |
| publisher | INTI International University |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | intimal-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 |
| 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 |
| title | 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_short | Palembang Aerodrome Weather Forecast for Palembang Sultan Mahmud Badaruddin II Airport |
| title_sort | palembang aerodrome weather forecast for palembang sultan mahmud badaruddin ii airport |
| topic | T Technology (General) TD Environmental technology. Sanitary engineering |
| url | http://eprints.intimal.edu.my/1693/ http://eprints.intimal.edu.my/1693/ http://eprints.intimal.edu.my/1693/1/jods2022_18.pdf |