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The elastic modulus predicted by SVM was compared with the experimental data and those from other prediction models.
The Young's modulus predicted by MD simulation is in good agreement with the micromechanics methods.
Fig. 3 The maximum and minimum levels of modulus predicted by the present methodology at average E m = 2 GPa and E f = 200 GPa.
The elastic modulus predicted by ANFIS and nonlinear regression models are compared with the experimental data and those from other empirical models.
The validation is performed by comparing the Bulk modulus and Shear modulus predicted by the FEA against those obtained from the traditional equations based on the Halpin Tsai estimation.
Experimental results revealed two important features: (a) the reduced modulus predicted by the new Er–H relationship is the same as that obtained by the conventional method; (b) the elastic modulus and hardness values determined by the simple set of procedures are comparable to those obtained by using the conventional method.
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It is shown that the effective elastic modulus predicted from the microstructure by the two methods is very similar (266 vs. 270 GPa) provided the porosity coefficients are measured close to each other.
The ratio of the creep rate and the stress relaxation rate is given by the local slope of the tensile curve and not by the elastic modulus as predicted by linear viscoelastic theory.
Obtained characteristic exponents of 0.2% yield stress, ultimate tensile strength and strain at peak stress were related to the value of the critical exponent of the modulus of elasticity predicted by percolation theory.
Therefore, in the present paper, the equivalent transverse shear modulus and strength are predicted by application of the cantilever beam theory and thin plate shear buckling theory in conjunction with simplifying assumption as to the displacement in the cores.
However, for less dense networks the modulus can be lower than predicted by Cox's theory [26].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com