Machine Learning Models for Ecofriendly Optimum Design of Reinforced Concrete Columns

نویسندگان

چکیده

CO2 emission is one of the biggest environmental problems and contributes to global warming. The climatic changes due damage nature triggering a climate crisis globally. To prevent possible crisis, this research proposes an engineering design solution reduce emissions. This optimization-machine learning pipeline set models trained for prediction variables ecofriendly concrete column. In research, harmony search algorithm was used as optimization algorithm, different regression were predictive models. Multioutput applied predict such section width, height, reinforcement area. results indicated that random forest performed better than all other machine algorithms have also achieved high accuracy.

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ژورنال

عنوان ژورنال: Applied sciences

سال: 2023

ISSN: ['2076-3417']

DOI: https://doi.org/10.3390/app13074117