The mean values of initial stiffness obtained from the three-point bending tests are presented in
Table 3, together with the corresponding standard deviations, the predictions of the classical Euler–Bernoulli model, and those of the BCC shear-corrected homogenized beam model evaluated using Eqs. (
13)–(
19). As expected, the initial stiffness increases monotonically with beam height
h for all unit-cell sizes considered. The standard deviation values are generally small relative to the mean, indicating good repeatability across the three tests performed for each configuration. The comparison between measured and predicted stiffness is summarized graphically in Fig.
Figure 7, in which departures from the dashed diagonal directly indicate prediction errors.
The results show that the classical Euler–Bernoulli model provides predictions of acceptable accuracy for several configurations considered, with errors below approximately 16% in five out of nine cases. However, significant discrepancies are observed in specific configurations. The largest errors occur for
mm with the shortest beam (
mm, error of 24.0%), for
mm with the tallest beam (
mm, error of 34.4%), and for
mm with the tallest beam (
mm, error of 108.3%). It is also worth noting that the classical model does not exhibit a consistent bias: in some configurations it underestimates the experimental stiffness, while in others it overestimates it, as is apparent from the distribution of points on both sides of the diagonal in Fig.
Figure 7. This suggests that the discrepancies are not solely attributable to a systematic limitation of the homogenization approach, but rather to the combined influence of shear flexibility, boundary effects, discrete lattice architecture, and the ratio between the beam height and the span length.
4.2.1. Experimental Compliance Decomposition
To avoid attributing all discrepancies to a single mechanism, the bending data were further analyzed in terms of compliance rather than stiffness. The experimental and Euler–Bernoulli compliances are defined as
and the apparent non-Euler–Bernoulli contribution is written as
A normalized measure of this additional compliance is therefore
This quantity is useful because shear deformation, contact compliance, and local deformation mechanisms can only add compliance to the Euler–Bernoulli bending contribution. Therefore, configurations with are more compliant than predicted by the classical homogenized beam model, whereas configurations with are experimentally stiffer than the Euler–Bernoulli prediction and cannot be explained by shear flexibility alone.
Table 4.
Experimental compliance decomposition relative to the Euler–Bernoulli prediction. The apparent efficiency factor is reported only for configurations with and should be interpreted as an apparent shear/contact/finite-size efficiency, not as an independently measured shear correction factor.
Table 4.
Experimental compliance decomposition relative to the Euler–Bernoulli prediction. The apparent efficiency factor is reported only for configurations with and should be interpreted as an apparent shear/contact/finite-size efficiency, not as an independently measured shear correction factor.
| L |
h |
|
|
|
| [mm] |
[mm] |
[-] |
[-] |
[-] |
| |
12.0 |
6.67 |
-0.239 |
– |
| 3.0 |
18.0 |
4.44 |
-0.033 |
– |
| |
24.0 |
3.33 |
0.019 |
2.17 |
| |
16.0 |
5.00 |
0.041 |
0.44 |
| 4.0 |
24.0 |
3.33 |
0.116 |
0.35 |
| |
32.0 |
2.50 |
0.344 |
0.21 |
| |
20.0 |
4.00 |
-0.254 |
– |
| 5.0 |
30.0 |
2.67 |
0.153 |
0.41 |
| |
40.0 |
2.00 |
1.083 |
0.10 |
For the configurations with
, an apparent efficiency factor can be obtained by equating the measured additional compliance to a Timoshenko-like shear term,
which gives
The resulting values vary substantially across the tested geometries, from values above unity when the additional compliance is nearly negligible to approximately for the deepest beam. This confirms that a single constant shear-efficiency factor cannot be interpreted as a universal property of the lattice material. Instead, should be understood as an apparent parameter that collects structural shear, local contact compliance, finite-cell effects, nodal-region deformation, and the discrete distribution of load paths across the section.
The BCC shear-corrected model substantially reduces the overprediction observed for the deepest beams. The most notable case is the configuration , , for which the Euler–Bernoulli model predicts an initial stiffness of , whereas the experimental value is . Including the BCC shear correction reduces the prediction to , decreasing the error from to . A similar improvement is observed for , , where the error decreases from to .
However, the shear correction does not improve all configurations. For the series, the Euler–Bernoulli model already provides accurate predictions for and . In these cases, the additional shear flexibility introduced by the BCC correction leads to an underestimation of the experimental stiffness. The compliance decomposition clarifies this behavior: several slender or intermediate configurations have or even , meaning that there is little apparent additional compliance to be corrected, or that the experiment is stiffer than the Euler–Bernoulli estimate. Such cases cannot be explained by structural shear alone. They likely reflect the combined influence of discrete cross-sectional architecture, finite-cell geometry, nodal-region morphology, and the fact that the gross-section inertia used in the homogenized beam model is only an idealized representation of the actual lattice section.
Overall, the comparison suggests that Euler–Bernoulli theory is adequate for the configurations in which the apparent additional compliance remains small, whereas the BCC shear-corrected model becomes more appropriate for the deepest beams with low
ratios. Therefore, the two models should not be interpreted as competing universal descriptions. The complementary character of the two formulations can be described through a single dimensionless parameter. From Eq. (
12), the ratio of the shear to the bending compliance is
which is precisely the term entering
in Eq. (
15). Shear flexibility ceases to be a minor perturbation once it contributes a comparable fraction of the total compliance; adopting
as a practical diagnostic threshold, the BCC shear-corrected model is preferable for
and the classical Euler–Bernoulli model otherwise. For the present lattice,
, so this threshold corresponds to
. This criterion identifies precisely the deep configurations for which the shear-corrected model gives the lower prediction error (
and
). The threshold should be regarded as indicative, since it was established from nine configurations at a single relative density and strut-to-cell ratio; its transferable form is the compliance ratio
rather than the bare span-to-depth ratio.
4.2.2. Role of Non-Slender Struts, Nodes, and Finite-Cell Effects
The compliance analysis also shows why the observed discrepancies should not be assigned exclusively to shear deformation. The present specimens have and , so the struts are not slender in the asymptotic sense assumed by many truss-based homogenized expressions, and the nodal regions represent a non-negligible fraction of the solid phase. Under bending, these nodal regions are not merely passive volume corrections: they affect the rotational stiffness of strut junctions, the transfer of shear across the section, and the way boundary cells interact with the loading and support rollers.
Moreover, the beam cross-section contains only four unit cells across the width and four to eight unit cells through the height. The use of the gross rectangular second moment of area in Eq. (
9) is therefore a homogenized approximation to a strongly discrete distribution of load-bearing struts. Depending on the relative position of the outer struts, boundary nodes, and roller contact regions, this approximation may either overestimate or underestimate the actual bending stiffness. This explains why the sign of
is not uniform across the dataset. Positive values of
indicate missing compliance relative to the Euler–Bernoulli model, whereas negative values indicate that the experimental structure is stiffer than the gross-section homogenized estimate. The latter cases cannot be corrected by adding a Timoshenko-like shear term, because such a term only increases compliance.
Consequently, the shear-corrected model is best interpreted as a low-order representation of the deep-beam regime rather than as a complete physical decomposition. The present experiments support the conclusion that deep dense BCC lattice beams require additional non-Euler–Bernoulli compliance, but the data alone do not uniquely separate structural shear from nodal deformation, contact compliance, and finite-cell effects.
The initial stiffness predictions obtained from the Euler–Bernoulli, strain-gradient Euler–Bernoulli, and shear-corrected homogenized beam models are compared against the experimental results in Fig.
Figure 8. For the strain-gradient model, the intrinsic length scale parameter
g was determined for each unit-cell edge length by minimizing the root mean square error with respect to the experimental data. The calibrated values obtained are
mm for
mm, and
mm for both
mm and
mm. The latter result implies that the strain-gradient correction vanishes for the two larger unit-cell sizes, and both models therefore yield identical predictions in those cases.
The intrinsic length parameter g was calibrated independently for each unit-cell edge length. For mm, the calibrated value mm produces only a minor modification of the classical Euler–Bernoulli prediction, because g remains much smaller than the beam heights considered. The maximum correction occurs for mm and is approximately 2.6%. For and 5 mm, the optimal value is , and the strain-gradient model therefore collapses to the classical Euler–Bernoulli prediction. This result is expected because the adopted strain-gradient correction is strictly stiffening, whereas the largest discrepancies occur in configurations for which the classical model already overestimates the experimental stiffness. This confirms that the strain-gradient correction does not provide a significant improvement for the present dataset.
Table 5 presents the root mean square error (RMSE) of the initial stiffness predictions obtained from the Euler–Bernoulli, strain-gradient Euler–Bernoulli, and shear-corrected homogenized beam models.
The RMSE values confirm that the strain-gradient correction does not significantly modify the Euler–Bernoulli predictions for the present dataset. In contrast, the BCC shear-corrected model substantially reduces the global RMSE, from to . This improvement is mainly associated with the deepest beams, for which the span-to-depth ratio is low and the compliance decomposition indicates a large positive . Nevertheless, the model worsens the predictions for , where the Euler–Bernoulli approximation was already accurate or slightly conservative. This behavior reinforces the regime-dependent interpretation: Euler–Bernoulli theory is more suitable when the apparent additional compliance is small, whereas the BCC shear-corrected formulation is more appropriate as a diagnostic approximation for deep lattice beams in which becomes significant.
The maximum loads recorded during the three-point bending tests are presented in
Table 6. As observed for the initial stiffness, the maximum load increases monotonically with beam height
h for all unit-cell sizes. The standard deviation values are in most cases below 15% of the mean, reflecting acceptable repeatability, with the exception of the configuration
mm,
mm, which exhibits a somewhat larger dispersion likely associated with the inherent variability of the failure process in brittle lattice structures.
For a fixed unit-cell size, the maximum load scales strongly with beam height, which is consistent with the increased cross-sectional resistance of taller specimens. Comparing across unit-cell sizes at equivalent beam heights, larger unit cells tend to sustain higher failure loads, which can be attributed to the greater strut radius used in those configurations to maintain a constant . As discussed previously, failure occurs in a brittle manner in all cases, with an abrupt load drop upon reaching , and no evidence of progressive post-peak response.
It is worth noting that, given the brittle failure observed in all configurations and the absence of a progressive post-peak response, the energy absorbed up to peak load is essentially governed by the initial stiffness and the displacement at failure. Consequently, integrating the force–displacement curves does not provide additional physical insight beyond the initial stiffness and maximum load values already reported in
Table 3 and
Table 6.