Combining in-situ measurements and video imagery to capture wave drivers on the Bilbao coast: implications on ML for coastal morphodynamic assessment
2025
Viñes Recasens, Manuel | Epelde, Irati | Mösso Aranda, César | Franco, Javier | Sospedra Iglesias, Joaquim | Abalia, Aritz | Liria, Pedro | Grifoll Colls, Manel | González Perez, Manuel | Ojanguren, Alberto | Hernaez, Mario | Sánchez-Arcilla Conejo, Agustín | Universitat Politècnica de Catalunya. Laboratori d'Enginyeria Marítima - Universitat Politécnica de Catalunya | Universitat Politècnica de Catalunya. Departament d'Enginyeria Civil i Ambiental | Universitat Politècnica de Catalunya. LIM/UPC - Laboratori d'Enginyeria Marítima | Universitat Politècnica de Catalunya. BIT - Barcelona Innovative Transportation
This study aims to explore wave drivers and their control on coastal morphodynamics, focusing on four beaches in the Bay of Biscay. By employing cutting -edge methodologies, the research integrates wave propagation models (SWAN), ML models (Gradient Boosting Regressor), in -situ measures, and video monitoring (KOSTASystem) to forecast and examine beach responses. The results tackle uncertainties in wave predictions and offer valuable insights for beach sustainability and restoration.
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