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Constitutive models describing the influence of the geometry of partially-spanning joints on jointed rock mass strength: Regression and fuzzy logic analysis of experimental data
Authors:PLP Wasantha  PG Ranjith  DR Viete
Affiliation:1. Department of Civil Engineering, Building 60, Monash University, Melbourne, Victoria 3800, Australia;2. Department of Civil Engineering, Building 72, Monash University, Melbourne, Victoria 3800, Australia;1. Department of Geotechnics, University of Belgrade Faculty of Mining and Geology, ?u?ina 7, 11000 Belgrade, Serbia;2. Department of Geology, University of Belgrade Faculty of Mining and Geology, ?u?ina 7, 11000 Belgrade, Serbia;3. Department of Mining Engineering, University of Belgrade Technical Faculty in Bor, Bor, Serbia;4. Department of Applied Mathematics, University of Belgrade Faculty of Mining and Geology, ?u?ina 7, 11000 Belgrade, Serbia;1. Faculty of Science, Toho University, Funabashi, Chiba 274-8510, Japan;2. Geological Survey of Japan, AIST, Tsukuba, Ibaraki 305-8567, Japan;1. State Key Laboratory of Geomechanics and Geotechnical Engineering, Institute of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan, 430071, China;2. University of Chinese Academy of Sciences, Beijing, 100049, China
Abstract:Using existing experimental data from Uniaxial Compressive Strength (UCS) testing, constitutive models were produced to describe the influence of joint geometry (joint location, trace length and orientation) on the UCS of rock containing partially-spanning joints. Separate approaches were used to develop two models: a multivariable regression model, and a fuzzy inference system model. Comparison of model predictions to the experimental data demonstrates that both models are capable of accurately describing the UCS of jointed rock with partially-spanning joints using information relating to joint geometry. However, according to the statistical evaluation methods used for performance evaluation, the multivariable regression model was significantly more accurate. Analysis of predictions made by the fuzzy inference system model showed that it was capable of resolving certain peculiarities in the influence of partially-spanning joint orientation on the compressive strength of rock that, from rock mechanics and fracture mechanics theory, should be expected. The multivariable regression model, whilst more accurate, did not recognise these peculiarities. Due to the additional insight that can be gleaned from the fuzzy inference system modelling, we recommend the use of the fuzzy inference system constitutive model in combination with the multivariable regression model.
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