A predictive equation for wave setup using genetic programming

نویسندگان

چکیده

Abstract. We applied machine learning to improve the accuracy of present predictors wave setup. Namely, we used an evolutionary-based genetic programming model and a previously published dataset, which includes various beach conditions. Here, two new setup predictors: simple predictor, is function height, wavelength, foreshore slope, fitter, but more complex also sediment diameter. The results show that outperform existing formulas. conclude models are capable improving predictive capability (when compared predictors) providing physically sound description

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ژورنال

عنوان ژورنال: Natural Hazards and Earth System Sciences

سال: 2023

ISSN: ['1561-8633', '1684-9981']

DOI: https://doi.org/10.5194/nhess-23-2157-2023