Modeling of local scour depth downstream hydraulic structures in trapezoidal channel using GEP and ANNs
Local scour downstream stilling basins is so complex that it makes it difficult to establish a general empirical model to provide accurate estimation for scour depth. Lack estimation of local scour can endanger to stability of hydraulic structure and can cause risk of failure. This paper presents Ge...
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Format: | Article |
Language: | English |
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Elsevier
2013-12-01
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Series: | Ain Shams Engineering Journal |
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Online Access: | http://www.sciencedirect.com/science/article/pii/S2090447913000452 |
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author | Yasser Abdallah Mohamed Moussa |
author_facet | Yasser Abdallah Mohamed Moussa |
author_sort | Yasser Abdallah Mohamed Moussa |
collection | DOAJ |
description | Local scour downstream stilling basins is so complex that it makes it difficult to establish a general empirical model to provide accurate estimation for scour depth. Lack estimation of local scour can endanger to stability of hydraulic structure and can cause risk of failure. This paper presents Gene expression program (GEP) and artificial neural network (ANNs), to simulate local scour depth downstream hydraulic structures. The experimental data is collected from the literature for the scour depth downstream the stilling basin through a trapezoidal channel. Using GEP approach gives satisfactory results compared with artificial neural network (ANN) and multiple linear regression (MLR) modeling in predicting the scour depth downstream of hydraulic structures. |
first_indexed | 2024-12-22T23:38:17Z |
format | Article |
id | doaj.art-2d4bbbaedcd74d4ba0c29b781916487e |
institution | Directory Open Access Journal |
issn | 2090-4479 |
language | English |
last_indexed | 2024-12-22T23:38:17Z |
publishDate | 2013-12-01 |
publisher | Elsevier |
record_format | Article |
series | Ain Shams Engineering Journal |
spelling | doaj.art-2d4bbbaedcd74d4ba0c29b781916487e2022-12-21T18:08:31ZengElsevierAin Shams Engineering Journal2090-44792013-12-014471772210.1016/j.asej.2013.04.005Modeling of local scour depth downstream hydraulic structures in trapezoidal channel using GEP and ANNsYasser Abdallah Mohamed MoussaLocal scour downstream stilling basins is so complex that it makes it difficult to establish a general empirical model to provide accurate estimation for scour depth. Lack estimation of local scour can endanger to stability of hydraulic structure and can cause risk of failure. This paper presents Gene expression program (GEP) and artificial neural network (ANNs), to simulate local scour depth downstream hydraulic structures. The experimental data is collected from the literature for the scour depth downstream the stilling basin through a trapezoidal channel. Using GEP approach gives satisfactory results compared with artificial neural network (ANN) and multiple linear regression (MLR) modeling in predicting the scour depth downstream of hydraulic structures.http://www.sciencedirect.com/science/article/pii/S2090447913000452Local scourGEPANNCurrent deflectorTrapezoidal channel |
spellingShingle | Yasser Abdallah Mohamed Moussa Modeling of local scour depth downstream hydraulic structures in trapezoidal channel using GEP and ANNs Ain Shams Engineering Journal Local scour GEP ANN Current deflector Trapezoidal channel |
title | Modeling of local scour depth downstream hydraulic structures in trapezoidal channel using GEP and ANNs |
title_full | Modeling of local scour depth downstream hydraulic structures in trapezoidal channel using GEP and ANNs |
title_fullStr | Modeling of local scour depth downstream hydraulic structures in trapezoidal channel using GEP and ANNs |
title_full_unstemmed | Modeling of local scour depth downstream hydraulic structures in trapezoidal channel using GEP and ANNs |
title_short | Modeling of local scour depth downstream hydraulic structures in trapezoidal channel using GEP and ANNs |
title_sort | modeling of local scour depth downstream hydraulic structures in trapezoidal channel using gep and anns |
topic | Local scour GEP ANN Current deflector Trapezoidal channel |
url | http://www.sciencedirect.com/science/article/pii/S2090447913000452 |
work_keys_str_mv | AT yasserabdallahmohamedmoussa modelingoflocalscourdepthdownstreamhydraulicstructuresintrapezoidalchannelusinggepandanns |