A genetic programming approach to suspended sediment modelling
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- @Article{Aytek:2008:JH,
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author = "Ali Aytek and Ozgur Kisi",
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title = "A genetic programming approach to suspended sediment
modelling",
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journal = "Journal of Hydrology",
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year = "2008",
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volume = "351",
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number = "3-4",
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pages = "288--298",
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month = "15 " # apr,
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keywords = "genetic algorithms, genetic programming, Suspended
sediment load, Rating curves, Soft computing",
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DOI = "doi:10.1016/j.jhydrol.2007.12.005",
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abstract = "This study proposes genetic programming (GP) as a new
approach for the explicit formulation of daily
suspended sediment-discharge relationship. Empirical
relations such as sediment rating curves are often
applied to determine the average relationship between
discharge and suspended sediment load. This type of
models generally underestimates or overestimates the
amount of sediment. During recent decades, some black
box models based on artificial neural networks have
been developed to overcome this problem. But these type
of models are implicit that can not be simply used by
other investigators. Therefore it is still necessary to
develop an explicit model for the discharge-sediment
relationship. It is aimed in this study, to develop an
explicit model based on genetic programming. Explicit
models obtained using the GP are compared with rating
curves and multi-linear regression techniques in
suspended sediment load estimation. The daily
streamflow and suspended sediment data from two
stations on Tongue River in Montana are used as case
studies. The results indicate that the proposed GP
formulation performs quite well compared to sediment
rating curves and multi-linear regression models and is
quite practical for use.",
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notes = "Gaziantep University, Civil Engineering Department,
Hydraulics Division, 27310 Gaziantep, Turkey
Erciyes University, Civil Engineering Department,
Hydraulics Division, 38039 Kayseri, Turkey",
- }
Genetic Programming entries for
Ali Aytek
Ozgur Kisi
Citations