The GA-cal software for the automatic calibration of soil constitutive laws: a tutorial and a user manual

November 24, 2022 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Francisco J. Mendez, Miguel A. Mendez, Antonio Pasculli arXiv ID 2211.13652 Category cs.NE: Neural & Evolutionary Cross-listed math.OC Citations 2 Venue arXiv.org Repository https://github.com/FraJoMen/GA-cal} Last Checked 2 months ago
Abstract
The calibration of an advanced constitutive law for soil is a challenging task. This work describes GA-cal, a Fortran software for automatically calibrating constitutive laws using Genetic Algorithms (GA) optimization. The proposed approach sets the calibration problem as a regression, and the GA optimization is used to adjust the model parameters so that a numerical model matches experimental data. This document provides a user guide and a simple tutorial. We showcase GA-cal on the calibration of the Sand Hypoplastic law proposed by von Wolffersdorff, with the oedometer and triaxial drained test data. The implemented subroutines can be easily extended to solve other regression or optimization problems, including different tests and constitutive models. The source code and the presented tutorial are freely available at \url{https://github.com/FraJoMen/GA-cal}.
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