“…In this work all detected sinusoids are not classified, according its geologic origin. In order to solve issue, classification methods based on machine learning are recommended; these machines can be trained with geologic inputs from experts, borehole logs data, and fractal attributes of borehole imaging, as methods proposed by Leal, et al, 2022, Leal, et al, 2018, and Leal, et al, 2016…”