PreprintArticleVersion 1Preserved in Portico This version is not peer-reviewed
Comparison of MLR, MNLR, and ANN Models for Estimation of Young’s Modulus (E50) and Poisson’s Ratio (υ) of Rock Materials by Using Non-destructive Measurement Methods
Version 1
: Received: 24 June 2024 / Approved: 25 June 2024 / Online: 25 June 2024 (09:31:04 CEST)
How to cite:
Deniz, O. T.; Deniz, V. Comparison of MLR, MNLR, and ANN Models for Estimation of Young’s Modulus (E50) and Poisson’s Ratio (υ) of Rock Materials by Using Non-destructive Measurement Methods. Preprints2024, 2024061743. https://doi.org/10.20944/preprints202406.1743.v1
Deniz, O. T.; Deniz, V. Comparison of MLR, MNLR, and ANN Models for Estimation of Young’s Modulus (E50) and Poisson’s Ratio (υ) of Rock Materials by Using Non-destructive Measurement Methods. Preprints 2024, 2024061743. https://doi.org/10.20944/preprints202406.1743.v1
Deniz, O. T.; Deniz, V. Comparison of MLR, MNLR, and ANN Models for Estimation of Young’s Modulus (E50) and Poisson’s Ratio (υ) of Rock Materials by Using Non-destructive Measurement Methods. Preprints2024, 2024061743. https://doi.org/10.20944/preprints202406.1743.v1
APA Style
Deniz, O. T., & Deniz, V. (2024). Comparison of MLR, MNLR, and ANN Models for Estimation of Young’s Modulus (E50) and Poisson’s Ratio (υ) of Rock Materials by Using Non-destructive Measurement Methods. Preprints. https://doi.org/10.20944/preprints202406.1743.v1
Chicago/Turabian Style
Deniz, O. T. and Vedat Deniz. 2024 "Comparison of MLR, MNLR, and ANN Models for Estimation of Young’s Modulus (E50) and Poisson’s Ratio (υ) of Rock Materials by Using Non-destructive Measurement Methods" Preprints. https://doi.org/10.20944/preprints202406.1743.v1
Abstract
In this study, the determination of static E50 and υ parameters of rock materials was investigated using P-S wave velocities and Shore hardness (SH), non-destructive measurement methods. We used multiple linear regression (MLR), multiple non-linear regression (MNLR) and artificial neural network (ANN) models to estimate and determine these parameters. When the models defined by MLR, MNLR, and ANN were compared to the R2 values, ANN models that estimate E50 and υ parameters of rock materials using non-destructive methods (Vp, Vs, Vp/Vs, d, and SH) could be determined with higher accuracy than MLR and MNLR models. The study’s originality is based on the fact that ores such as galena, chromite, and barite have been studied for the first time on rock mechanics, and in this respect, it offers an innovative perspective. In addition, the use of all non-destructive measurement methods, Vp, Vs, and Shore hardness tests, also increases the originality of the study.
Keywords
Young’s modulus; Poisson’s ratio; destructive/non-destructive measurement methods; regression; ANN modeling
Subject
Engineering, Mining and Mineral Processing
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
