A wavelet neural network approach to predict daily river discharge using meteorological data
This paper reports some part of modelling and data analysis work carried out within the frame of a comprehensive project on the web-based development of watershed information system. This work basically aims to present the daily discharge predictions from the actual discharge along with the meteorol...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
SAGE Publishing
2019-06-01
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| Series: | Measurement + Control |
| Online Access: | https://doi.org/10.1177/0020294019827972 |
| _version_ | 1818510030490566656 |
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| author | Ömer Gürsoy Seref Naci Engin |
| author_facet | Ömer Gürsoy Seref Naci Engin |
| author_sort | Ömer Gürsoy |
| collection | DOAJ |
| description | This paper reports some part of modelling and data analysis work carried out within the frame of a comprehensive project on the web-based development of watershed information system. This work basically aims to present the daily discharge predictions from the actual discharge along with the meteorological data using a wavelet neural network approach, which combines two methods: discrete wavelet transform and artificial neural networks. The wavelet–artificial neural network model developed provides a good fit with the measured data, in particular with zero discharge in the summer months and also with the peaks and sudden changes in discharge on the test data collected throughout the year. The results indicate that the wavelet–artificial neural network model based predictions are distinctly superior to that of conventional artificial neural network model that corresponds up to an 80% reduction in the mean-squared error between the artificial neural network model and measured data. |
| first_indexed | 2024-12-10T22:53:38Z |
| format | Article |
| id | doaj.art-7f68520d293f4bfb8985dad159583db7 |
| institution | Directory Open Access Journal |
| issn | 0020-2940 |
| language | English |
| last_indexed | 2024-12-10T22:53:38Z |
| publishDate | 2019-06-01 |
| publisher | SAGE Publishing |
| record_format | Article |
| series | Measurement + Control |
| spelling | doaj.art-7f68520d293f4bfb8985dad159583db72022-12-22T01:30:20ZengSAGE PublishingMeasurement + Control0020-29402019-06-015210.1177/0020294019827972A wavelet neural network approach to predict daily river discharge using meteorological dataÖmer GürsoySeref Naci EnginThis paper reports some part of modelling and data analysis work carried out within the frame of a comprehensive project on the web-based development of watershed information system. This work basically aims to present the daily discharge predictions from the actual discharge along with the meteorological data using a wavelet neural network approach, which combines two methods: discrete wavelet transform and artificial neural networks. The wavelet–artificial neural network model developed provides a good fit with the measured data, in particular with zero discharge in the summer months and also with the peaks and sudden changes in discharge on the test data collected throughout the year. The results indicate that the wavelet–artificial neural network model based predictions are distinctly superior to that of conventional artificial neural network model that corresponds up to an 80% reduction in the mean-squared error between the artificial neural network model and measured data.https://doi.org/10.1177/0020294019827972 |
| spellingShingle | Ömer Gürsoy Seref Naci Engin A wavelet neural network approach to predict daily river discharge using meteorological data Measurement + Control |
| title | A wavelet neural network approach to predict daily river discharge using meteorological data |
| title_full | A wavelet neural network approach to predict daily river discharge using meteorological data |
| title_fullStr | A wavelet neural network approach to predict daily river discharge using meteorological data |
| title_full_unstemmed | A wavelet neural network approach to predict daily river discharge using meteorological data |
| title_short | A wavelet neural network approach to predict daily river discharge using meteorological data |
| title_sort | wavelet neural network approach to predict daily river discharge using meteorological data |
| url | https://doi.org/10.1177/0020294019827972 |
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