Deep learning neural network for time series water level forecasting
Deep neural networks; Flood control; Forecasting; Learning systems; Long short-term memory; Mean square error; Offshore oil well production; Time series; Water levels; Coefficient of determination; Daily time series; Forecasting models; Learning neural networks; Learning techniques; Root mean square...
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Springer Science and Business Media Deutschland GmbH
2023
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| _version_ | 1833412037295734784 |
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| author | Zaini N. Malek M.A. Norhisham S. Mardi N.H. |
| author2 | 56905328500 |
| author_facet | 56905328500 Zaini N. Malek M.A. Norhisham S. Mardi N.H. |
| author_sort | Zaini N. |
| building | UNITEN Library |
| collection | Institutional Repository |
| content_provider | Universiti Tenaga Nasional |
| content_source | UNITEN Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | Deep neural networks; Flood control; Forecasting; Learning systems; Long short-term memory; Mean square error; Offshore oil well production; Time series; Water levels; Coefficient of determination; Daily time series; Forecasting models; Learning neural networks; Learning techniques; Root mean square errors; Training and testing; Water level forecasting; Deep learning |
| format | Conference Paper |
| id | my.uniten.dspace-26584 |
| institution | Universiti Tenaga Nasional |
| publishDate | 2023 |
| publisher | Springer Science and Business Media Deutschland GmbH |
| record_format | dspace |
| spelling | my.uniten.dspace-265842023-05-29T17:12:19Z Deep learning neural network for time series water level forecasting Zaini N. Malek M.A. Norhisham S. Mardi N.H. 56905328500 55636320055 54581400300 57190171141 Deep neural networks; Flood control; Forecasting; Learning systems; Long short-term memory; Mean square error; Offshore oil well production; Time series; Water levels; Coefficient of determination; Daily time series; Forecasting models; Learning neural networks; Learning techniques; Root mean square errors; Training and testing; Water level forecasting; Deep learning Reliable forecasting of water level is essential for flood prevention, future planning and warning. This study proposed to forecast daily time series water level for Malaysia�s rivers based on deep learning technique namely long short-term memory (LSTM). The deep learning neural network is based on artificial neural network (ANN) and part of broader machine learning. In this study, forecasting models are developed for 1-h ahead of time at multiple lag time which are 1-h, 2-h and 3-h lag time denoted as LSTMt-1, LSTMt-2 and LSTMt-3, respectively. Forecasted water level is significant for determination of effected area, future planning and warning. Root mean square error (RMSE) and coefficient of determination (R2 ) are utilized to evaluate the performance of proposed forecasting models. An analysis of error in term of RMSE and R2 show that the proposed LSTMt-3 model outperformed other models for water level forecasting during training and testing phase. � The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2021. Final 2023-05-29T09:12:18Z 2023-05-29T09:12:18Z 2021 Conference Paper 10.1007/978-981-33-6311-3_3 2-s2.0-85100739606 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85100739606&doi=10.1007%2f978-981-33-6311-3_3&partnerID=40&md5=ff2f3f59d26129037af4175a0e2be86b https://irepository.uniten.edu.my/handle/123456789/26584 132 22 29 Springer Science and Business Media Deutschland GmbH Scopus |
| spellingShingle | Zaini N. Malek M.A. Norhisham S. Mardi N.H. Deep learning neural network for time series water level forecasting |
| title | Deep learning neural network for time series water level forecasting |
| title_full | Deep learning neural network for time series water level forecasting |
| title_fullStr | Deep learning neural network for time series water level forecasting |
| title_full_unstemmed | Deep learning neural network for time series water level forecasting |
| title_short | Deep learning neural network for time series water level forecasting |
| title_sort | deep learning neural network for time series water level forecasting |
| url_provider | http://dspace.uniten.edu.my/ |