Abstract

The mechanical behaviour of rubber-like materials can be investigated through numerous techniques that differ from each other in costs, execution times and parameters described. Bulge test method proved helpful for hyperelastic membranes under plane and equibiaxial stress state. In the present study, bulge tests in force control were carried out on SBR 20% CB-filled specimens. 3D reconstructions of the dome were achieved through two different stereoscopic techniques, the epipolar geometry and the Digital Image Correlation. Through a Feed-Forward Neural Network (FFNN), these reconstructions were compared with the measurements by a laser triangulation sensor taken as reference. 3D-DIC reconstruction was found to be more accurate. Indeed, bias errors of the 3D-DIC and epipolar techniques with respect to the relative reference values, under creep condition, were 0.53 mm and 0.87 mm, respectively.<br /><br />

Highlights

  • The mechanical characterization of elastomers needs the knowledge of numerous hyperelastic constants describing their highly non-linear mechanical behaviour [1]-[6]

  • Bulge tests in force control were carried out on SBR 20% CB-filled specimens. 3D reconstructions of the dome were achieved through two different stereoscopic techniques, the epipolar geometry and the Digital Image Correlation

  • Through a Feed-Forward Neural Network (FFNN), these reconstructions were compared with the measurements by a laser triangulation sensor taken as reference. 3D-Digital Image Correlation (DIC) reconstruction was found to be more accurate

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Summary

INTRODUCTION

The mechanical characterization of elastomers needs the knowledge of numerous hyperelastic constants describing their highly non-linear mechanical behaviour [1]-[6]. In the first of the two cited works [14], authors highlighted the 3D reconstructive technique of a hyperelastic specimen subjected to bulge-test, based on the epipolar geometry. 5 specimens were bulge-tested in creep condition and, differently from previous works, a comparison between the stereoscopic reconstruction of the specimen dome based on epipolar geometry and 3D-DIC was carried out. This comparison was preferred to be performed through a FFNN independently trained on the base of results from both the reconstructive techniques. The values of the dome apex height provided by the two FFNN models were, compared with the value revealed by using a laser triangulation measurement technique as reference

THEORETICAL BACKGROUND
EXPERIMENTAL SETUP
STEREOSCOPIC RECONSTRUCTIONS AND EXPERIMENTAL TESTS
NEURAL NETWORK ARCHITECTURE
Findings
ANALYSIS OF THE RESULTS AND CONCLUSIONS
Full Text
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