Short-term multi-step wind speed prediction using statistical methods and artificial neural networks
The results of the observations made by TUBITAKT60 national observation house meteorological station in April, 2016 werecompiled on this website using the PHP programming language. Obtained windspeed data were analysed using statistical and artificial neural networkmethods and predicted wind speed p...
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| Format: | Article |
| Language: | English |
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Sakarya University
2018-02-01
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| Series: | Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi |
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| Online Access: | https://dergipark.org.tr/tr/download/article-file/332568 |
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| _version_ | 1846111524852072448 |
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| author | İsmail Kırbaş |
| author_facet | İsmail Kırbaş |
| author_sort | İsmail Kırbaş |
| collection | DOAJ |
| description | The results of the observations made by TUBITAKT60 national observation house meteorological station in April, 2016 werecompiled on this website using the PHP programming language. Obtained windspeed data were analysed using statistical and artificial neural networkmethods and predicted wind speed predictions over the time series brought tothe field. There is a significant difference in error rates between the ARIMAmodels and the artificial neural networks examined as a result of comparisonswith the calculated calculations and actual data. While the wind speedestimation studies in the literature generally focus only on single stepprediction success, detailed evaluation of commonly used estimation methods atthe prospective 12 step level has been carried out. |
| format | Article |
| id | doaj-art-1b9a601e0fb8450aa90c84f0d09c62a4 |
| institution | Kabale University |
| issn | 2147-835X |
| language | English |
| publishDate | 2018-02-01 |
| publisher | Sakarya University |
| record_format | Article |
| series | Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi |
| spelling | doaj-art-1b9a601e0fb8450aa90c84f0d09c62a42024-12-23T07:57:11ZengSakarya UniversitySakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi2147-835X2018-02-01221243810.16984/saufenbilder.30522428Short-term multi-step wind speed prediction using statistical methods and artificial neural networksİsmail Kırbaş0https://orcid.org/0000-0002-1206-8294MEHMET AKİF ERSOY ÜNİVERSİTESİ, MÜHENDİSLİK-MİMARLIK FAKÜLTESİ, BİLGİSAYAR MÜHENDİSLİĞİ BÖLÜMÜThe results of the observations made by TUBITAKT60 national observation house meteorological station in April, 2016 werecompiled on this website using the PHP programming language. Obtained windspeed data were analysed using statistical and artificial neural networkmethods and predicted wind speed predictions over the time series brought tothe field. There is a significant difference in error rates between the ARIMAmodels and the artificial neural networks examined as a result of comparisonswith the calculated calculations and actual data. While the wind speedestimation studies in the literature generally focus only on single stepprediction success, detailed evaluation of commonly used estimation methods atthe prospective 12 step level has been carried out.https://dergipark.org.tr/tr/download/article-file/332568rüzgâr hız tahminiarimanaryapay sinir ağızaman serilerikısa dönemli tahmin metotlarıwind speed predictionarimanarartificial neural networktime seriesshort term prediction methods |
| spellingShingle | İsmail Kırbaş Short-term multi-step wind speed prediction using statistical methods and artificial neural networks Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi rüzgâr hız tahmini arima nar yapay sinir ağı zaman serileri kısa dönemli tahmin metotları wind speed prediction arima nar artificial neural network time series short term prediction methods |
| title | Short-term multi-step wind speed prediction using statistical methods and artificial neural networks |
| title_full | Short-term multi-step wind speed prediction using statistical methods and artificial neural networks |
| title_fullStr | Short-term multi-step wind speed prediction using statistical methods and artificial neural networks |
| title_full_unstemmed | Short-term multi-step wind speed prediction using statistical methods and artificial neural networks |
| title_short | Short-term multi-step wind speed prediction using statistical methods and artificial neural networks |
| title_sort | short term multi step wind speed prediction using statistical methods and artificial neural networks |
| topic | rüzgâr hız tahmini arima nar yapay sinir ağı zaman serileri kısa dönemli tahmin metotları wind speed prediction arima nar artificial neural network time series short term prediction methods |
| url | https://dergipark.org.tr/tr/download/article-file/332568 |
| work_keys_str_mv | AT ismailkırbas shorttermmultistepwindspeedpredictionusingstatisticalmethodsandartificialneuralnetworks |