Multigene Genetic-Programming-Based Models for Initial Dilution of Laterally Confined Vertical Buoyant Jets
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- @Article{yan:2019:JMSE,
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author = "Xiaohui Yan and Abdolmajid Mohammadian",
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title = "Multigene {Genetic-Programming-Based} Models for
Initial Dilution of Laterally Confined Vertical Buoyant
Jets",
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journal = "Journal of Marine Science and Engineering",
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year = "2019",
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volume = "7",
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number = "8",
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keywords = "genetic algorithms, genetic programming",
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ISSN = "2077-1312",
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URL = "https://www.mdpi.com/2077-1312/7/8/246",
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DOI = "doi:10.3390/jmse7080246",
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abstract = "A new approach based on the multigene
genetic-programming (MGGP) technique is proposed to
predict initial dilution of vertical buoyant jets
subjected to lateral confinement. The models are
trained and tested using experimental data, and the
good matches demonstrate the generalisation and
predictive capabilities of the evolved MGGP-based
models. The best Pareto-optimal MGGP-based model is
also compared with the model evolved using a
single-gene genetic-programming (SGGP) algorithm and an
existing regression-based empirical equation. The
comparisons reveal the superiority of the MGGP-based
model. This study confirms that the MGGP technique is
promising in evolving an explicit, accurate, and
compact model, and the developed models can be employed
to estimate effectively and efficiently the dilution
properties of a laterally confined vertical buoyant
jet.",
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notes = "also known as \cite{jmse7080246}",
- }
Genetic Programming entries for
Xiaohui Yan
Abdolmajid Mohammadian
Citations