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