← BeidPrep: checked against tests

Fibre-reinforced plastics: BeidPrep against published tensile tests

Summary

I calibrated BeidPrep's fibre material model on published tensile tests of glass-fibre PA6 and ran its exported OpenRadioss material card on a bar at each test angle. Calibrated from the 0°, 45° and 90° tests, BeidPrep's stiffness is within -7.8 % to +7.2 % of the test, its strength is never above the test (0 % to -25 %), and its bar breaks earlier than the test (by up to 48 % of the failure strain). Two results are on the unsafe side: calibrated from the 0° test alone, the heat-stabilised grades come out up to 29 % too stiff and up to 5 % too strong at 45° and 90°; and on a second data set, whose curves are true stress, the peak stress is 7 % to 33 % above the test, because BeidPrep reads every input curve as engineering stress.

The tests

Kurkin et al. 2024 (the curves on this page). E. Kurkin and co-authors tested four injection-moulded polyamide-6 grades with short glass fibres:

They cut tensile bars from 4 mm plates at 0°, 45° and 90° to the flow direction and published the stress-strain curves of each bundle of specimens (Applied Sciences 14 (2024) 11464, Fig. 9; open access, CC BY). I digitised the curves from the figure. The digitising error is ±0.3 to ±0.5 MPa in stress and ±0.016 % in strain or less. Where the paper shows several specimens, I compare with the middle one and show the others as a band.

Holmström et al. 2020 (numbers only). P. H. Holmström, O. S. Hopperstad and A. H. Clausen tested PA6 with 15 % and with 30 % short glass fibre at seven angles to the flow, 0° to 90° in 15° steps. They measured strain by digital image correlation and report true stress against logarithmic strain (Composites Part C 2 (2020) 100019, with a published data set). The data set's licence does not allow commercial reuse of the curves, so this page gives only my comparison figures, not the test curves.

How I compared

Results

PA6-GF15 heat-stabilised, three-angle
PA6 + 15 % glass, heat-stabilised, calibrated from 0°, 45° and 90°: stiffness within 4 %, strength 11-12 % low at 45° and 90°.
PA6-GF30, three-angle
PA6 + 30 % glass, calibrated from 0°, 45° and 90°: close up to yield, 11 % low in strength at 90°, early break at 45°.
PA6-GF30 heat-stabilised, three-angle
PA6 + 30 % glass, heat-stabilised, calibrated from 0°, 45° and 90°: strength within 4 % at every angle.
PA6-GF50, three-angle
PA6 + 50 % glass, calibrated from 0°, 45° and 90°: 8 % soft at 0°, 24-25 % low in strength at 45° and 90°.
PA6-GF15 heat-stabilised, one-angle
PA6 + 15 % glass, heat-stabilised, from the 0° test alone: 45° and 90° predicted 11-12 % too stiff, up to 5 % too strong (unsafe side).
PA6-GF30 heat-stabilised, one-angle
PA6 + 30 % glass, heat-stabilised, from the 0° test alone: 45° and 90° predicted 21-29 % too stiff, up to 4 % too strong (unsafe side).

Kurkin et al. 2024, three-angle calibration

GradeAngleStiffness, MPa (test / BeidPrep / diff)Strength, MPa (test / BeidPrep / diff)Strain at failure, % (test / BeidPrep / diff)
PA6-GF15, heat-stab.0°4766 / 4744 / -0.5 %86.7 / 86.7 / +0.0 %4.29 / 4.26 / -0.8 %
PA6-GF15, heat-stab.45°3913 / 4064 / +3.9 %70.9 / 63.3 / -10.8 %4.80 / 3.23 / -32.6 %
PA6-GF15, heat-stab.90°3705 / 3732 / +0.7 %64.4 / 56.9 / -11.6 %4.64 / 4.59 / -1.1 %
PA6-GF300°9902 / 9345 / -5.6 %142.0 / 137.3 / -3.3 %3.04 / 2.90 / -4.6 %
PA6-GF3045°5877 / 6302 / +7.2 %95.0 / 93.3 / -1.8 %5.30 / 3.37 / -36.4 %
PA6-GF3090°5675 / 5599 / -1.3 %87.1 / 77.4 / -11.1 %3.54 / 2.97 / -16.2 %
PA6-GF30, heat-stab.0°7273 / 6865 / -5.6 %110.4 / 106.6 / -3.5 %3.10 / 2.89 / -6.6 %
PA6-GF30, heat-stab.45°4520 / 4745 / +5.0 %76.4 / 74.2 / -2.8 %3.89 / 2.65 / -31.9 %
PA6-GF30, heat-stab.90°4299 / 4362 / +1.4 %70.2 / 67.5 / -3.9 %3.35 / 2.82 / -15.8 %
PA6-GF500°16086 / 14835 / -7.8 %145.8 / 133.8 / -8.2 %1.39 / 1.34 / -3.5 %
PA6-GF5045°8995 / 9335 / +3.8 %117.0 / 89.4 / -23.6 %3.90 / 2.01 / -48.3 %
PA6-GF5090°8764 / 8690 / -0.9 %96.2 / 71.9 / -25.3 %2.50 / 1.74 / -30.2 %

Kurkin et al. 2024, one-angle calibration, heat-stabilised grades

GradeAngleStiffness, MPa (test / BeidPrep / diff)Strength, MPa (test / BeidPrep / diff)Strain at failure, % (test / BeidPrep / diff)Stress at 1 % strain, diff
PA6-GF15, heat-stab.0° (used)4766 / 4739 / -0.6 %86.7 / 86.7 / +0.0 %4.29 / 4.24 / -1.1 %+0.0 %
PA6-GF15, heat-stab.45° (predicted)3913 / 4344 / +11.0 %70.9 / 70.8 / -0.3 %4.80 / 4.37 / -9.0 %+10.6 %
PA6-GF15, heat-stab.90° (predicted)3705 / 4154 / +12.1 %64.4 / 67.6 / +5.0 %4.64 / 4.35 / -6.3 %+17.6 %
PA6-GF30, heat-stab.0° (used)7273 / 7100 / -2.4 %110.4 / 110.4 / -0.0 %3.10 / 3.07 / -0.8 %+0.0 %
PA6-GF30, heat-stab.45° (predicted)4520 / 5816 / +28.7 %76.4 / 79.7 / +4.3 %3.89 / 3.09 / -20.6 %+16.0 %
PA6-GF30, heat-stab.90° (predicted)4299 / 5214 / +21.3 %70.2 / 71.1 / +1.3 %3.35 / 3.10 / -7.3 %+14.9 %

Holmström et al. 2020, three-angle calibration (difference only)

Strength here is the highest true stress.

GradeAngleRoleStiffness diffStrength diffStrain at failure diff
PA6-GF150°calibration+0.6 %+20.8 %-8.7 %
PA6-GF1515°predicted-0.5 %+19.6 %-11.1 %
PA6-GF1530°predicted+0.8 %+18.2 %-29.7 %
PA6-GF1545°calibration+0.4 %+19.1 %-35.9 %
PA6-GF1560°predicted+5.2 %+23.2 %-29.5 %
PA6-GF1575°predicted+2.5 %+28.7 %-12.1 %
PA6-GF1590°calibration+0.6 %+32.5 %-9.9 %
PA6-GF300°calibration+0.1 %+7.5 %-9.7 %
PA6-GF3015°predicted-2.7 %+7.4 %-14.7 %
PA6-GF3030°predicted+2.3 %+7.4 %-17.1 %
PA6-GF3045°calibration-1.0 %+9.0 %-41.3 %
PA6-GF3060°predicted-1.5 %+7.8 %-35.7 %
PA6-GF3075°predicted-0.9 %+9.2 %-29.5 %
PA6-GF3090°calibration-0.2 %+8.6 %-26.6 %

Where BeidPrep is off, by how much, and why

Limits

References

  1. E. Kurkin et al., Short-Glass-Fiber Aspect Ratios in Polyamide-6 Composites: Homogenization and Deep Learning-Based Scanning Image-Microscope Segmentation Comparison, Applied Sciences 14 (2024) 11464. doi:10.3390/app142311464. CC BY.
  2. P. H. Holmström, O. S. Hopperstad, A. H. Clausen, Anisotropic tensile behaviour of short glass-fibre reinforced polyamide-6, Composites Part C 2 (2020) 100019. doi:10.1016/j.jcomc.2020.100019. Data set: doi:10.17632/v6jxkjtrt3.1.
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