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Predicting Bulk Average Velocity with Rigid Vegetation in Open Channels Using Tree-Based Machine Learning: A Novel Approach Using Explainable Artificial Intelligence

Predicting the bulk-average velocity (U(B)) in open channels with rigid vegetation is complicated due to the non-linear nature of the parameters. Despite their higher accuracy, existing regression models fail to highlight the feature importance or causality of the respective predictions. Therefore,...

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Detalles Bibliográficos
Autores principales: Meddage, D. P. P., Ekanayake, I. U., Herath, Sumudu, Gobirahavan, R., Muttil, Nitin, Rathnayake, Upaka
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9229711/
https://www.ncbi.nlm.nih.gov/pubmed/35746184
http://dx.doi.org/10.3390/s22124398