Using Genetic Programming for Ensemble Predictions of Wave Setup

Created by W.Langdon from gp-bibliography.bib Revision:1.7656

@InProceedings{Dalinghaus:2023:CS,

• author = "Charline Dalinghaus and Giovanni Coco and Pablo Higuera",
• title = "Using Genetic Programming for Ensemble Predictions of Wave Setup",
• booktitle = "Coastal Sediments",
• year = "2023",
• editor = "Elizabeth Royer and Julie D Rosati and Ping Wang",
• pages = "1933--1939",
• publisher = "World Sientific",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "9789811275142",
• DOI = "doi:10.1142/9789811275135_0177",
• blog_url = "https://coastalhub.science/f/genetic-programming-as-a-tool-to-predict-coastal-processes",
• abstract = "We applied an evolutionary-based genetic programming model to improve the accuracy of maximum wave setup predictions. To develop the algorithm, we used a previously published well-known dataset representing a variety of beach and wave conditions. As a result, we present ten new empirical predictors of wave setup and propose using an ensemble model of the top five and ten new empirical equations. All new predictors outperform the ones in the literature, with the model ensembles presenting an even better fit than the individual parametrizations to the testing data. Genetic programming models and the use of ensemble predictions are capable of providing some physical insights and increase the predictive capability.",

}

Genetic Programming entries for Charline Dalinghaus Giovanni Coco Pablo Higuera

Citations