Document Type : Research Article
Authors
1 Faculty of Mechanical Engineering, Semnan University, Semnan, 3513119111, Iran
2 Faculty of Mechanical Engineering, Shahid Rajaee Teacher Training University, Tehran, 1678815811, Iran
Abstract
Keywords
An Investigation on Three-Point Bending of Foam-Filled Double Tubes and Parameter Optimization Using Response Surface Methodology
A. Kami a,*, J. Shahbazi Karami b
a Faculty of Mechanical Engineering, Semnan University, Semnan, 3513119111, Iran
b Faculty of Mechanical Engineering, Shahid Rajaee Teacher Training University, Tehran, 1678815811, Iran
KEYWORDS |
|
ABSTRACT |
Foam-filled tubes Composite foam Design of experiments Response surface methodology (RSM) Optimization |
The bending behavior of foam-filled double (FFD) tubes was studied in this study. The goal was to create an optimal structure that could absorb the most energy while weighing the least. On aluminum FFD tubes composed of inner and outer tubes (1100 aluminum alloy) and a composite foam core (with A356 cast alloy base and 0.6 g/cm3 density), three-point bending tests were conducted. Additionally, a finite element model of tube bending was developed and its outputs were validated using experimental data. Following that, the response surface methodology (RSM) was used to (numerically) investigate the influence of inner and outer tube diameters, inner and outer tube thickness, and foam density on bending energy and weight of FFD tubes. The impact of the investigated factors was investigated using analysis of variance (ANOVA). Finally, RSM was used to compute the best values of the parameters that result in the maximum energy absorption in bending and the lightest weight of the FFD tube. The optimization process resulted in a 141.4% increase in absorbed bending energy and a 4.63% reduction in the FFD composite tube's weight (in comparison to the initial design of the FFD tube). |
The application of foam-filled tubes in the automotive and aerospace industries has been received more attraction in the last few years [1]. This is because foam-filled tubes have higher energy absorption capability in comparison with empty tubes. In recent researches, different forms of foam-filled tubes have been inspected such as a foam-filled (single) tube, FFD tubes, tubes filled with functionally graded foams, partially filled tubes, and so on [2-4].
Different configurations of the foam-filled tubular structures have been tested in different loading conditions. In the case of bend loading, the effect of parameters such as foam type and density, tube shape, adhesion between the foam and tube, and so on have been examined. Santosa et al. [5, 6] conducted numerical and experimental studies on the bending behavior of empty and foam-filled square tubes and showed that filling the tube with foam, significantly increases the bending strength of the tubes. Kim et al. [7] filled cylindrical tubes with piecewise foams with various densities and conducted experimental and numerical tests of three-point bending. They concluded that the bending resistance of a tube with 3 pieces of foam is higher than tubes with 1 and 4 pieces of the filler foam. Hanssen et al. [8] numerically simulated axial compression and three-point bending of circular and square foam-filled tubes. They analyzed the effect of the foam density on the deformation behavior of the tubes. Guo et al. [9, 10] performed quasi-static three-point bending tests on empty, foam-filled single and double tubes and studied the effects of filler foam arrangements on the behavior of the tube. They found that the FFD tube has a much higher maximum displacement and more energy absorption capacity before failure in comparison with the empty and foam-filled single tubes. Shojaeifard et al. [11] numerically investigated the energy absorption behavior of empty and foam-filled tubes with circular, square, and elliptic cross-sections. It was found that the elliptic foam-filled aluminum tube has much greater specific energy absorption than that of the circular and square tubes. Duarte et al. [12] assessed the deformation of in-situ foam-filled tubes in quasi-static and dynamic bending loadings. They analyzed the effect of manufacturing parameters such as the structural changes in the thermally treated tubes, the surface roughness derived from oxidation, and the dimensions of the interface gap between the foam and tube on the bending performance of the in-situ foam-filled tubes. The results obtained by Duarte et al. [12] suggest that in-situ manufacturing of foam-filled tubes will provide a stable and controllable deformation along with a promising energy absorption capability. Vesenjak et al. [13] conducted quasi-static and dynamic three-point bending tests on the tubes filled with advanced pore morphology (APM) foam, hybrid APM foam, metallic hollow sphere structures (MHSS), and ex-situ and in-situ closed-cell aluminum alloy foams. Their results showed that the hybrid APM and the ex-situ foam-filled tubes have the highest peak in the bending load curve along with a rapid load drop and abrupt failure at the onset of the peak load. On the other hand, APM, MHSS and in-situ foam filled tubes showed a more ductile behavior in comparison with the other types of tubes.
The above literature survey reveals part of efforts made for achieving foam-filled structures with high energy absorption capacity and reliable bending behavior. Despite this, yet a vast scope of research exists for optimizing the foam-filled tubes for a variety of applications. Hence, this research is carried out (a) to study the effects of the inner and outer tubes’ diameter and thickness, and the foam density on the absorbed bending energy, (b) to derive a simple yet accurate equation for the prediction of the bending energy of the FFD tubes, and (c) to optimize the FFD tube’s structure.
The FFD tube has been made of AA1100 inner and outer tubes and A356 foam as the (filler) core. The inner and outer tubes’ diameters and thickness are 21.5 mm, 39.6 mm, 0.75 mm, and 1.65 mm, respectively. The foam is made in the form of a thick plate and is machined to a tubular shape. As shown in Fig. 1 (a), the components of the FFD tube are adhesively bonded to each other. In Fig. 1 (b), a sample of the FFD tube and its components are illustrated.
The foam is fabricated by the stir casting process and using A356 cast aluminum alloy as the base material, SiC particles with 98.0 wt.% purity and 10 µm mean mass particle size as the reinforcement phase and CaCO3 powder with 99.5 wt.% purity and 5 µm average size as the blowing agent [14]. Both reinforcement and blowing agent are preheated to improve their wettability and to remove the adsorbed gases. The final cast composite foam has 3 wt.% SiC and 5 wt.% CaCO3 and its porosity and density are equal to 86% and 0.6 g/cm3, respectively. A scanning electron microscope (SEM) image of the composite foam is depicted in Fig. 2.
(a) |
(b) |
Fig. 1. (a) structural components of the FFD tube and (b) a sample of the FFD tube and its components |
Fig. 2. SEM of the A356 composite foam with 86% porosity and 0.6 g/cm3 density [14]
The gluing surfaces of the outer and inner tubes were abraded using different sandpapers and then cleaned with acetone. The tubes and foam were glued using Akfix 610 polyurethane-based adhesive.
The compressive properties of the composite foam are determined by conducting compression tests according to DIN 50134:2008 standard [15]. The tests are performed on cuboid samples with 30 mm × 30 mm × 40 mm dimensions and with a speed of 0.5 mm/min. The mechanical properties of the foam are reported in Table 1. Furthermore, the mechanical properties of the inner and outer tubes are derived from tensile tests (according to ASTM E8M [16]), which are listed in Table 1. The strength coefficient, K, and strain-hardening exponent, n, are the parameters of Hollomon's equation ( ), which are derived by interpolating the true stress-true strain curve.
Three-point bending tests are conducted on the composite foam for further exploration of its mechanical properties, which resulted in bending strength of 3.8 MPa at an elongation of about 1%. Moreover, Three-point bending tests are conducted on the inner, outer, and FFD tubes. As shown in Fig. 3, the total length of the tubes and the supports distance are equal to 200 mm and 160 mm, respectively. Bending tests are performed with the punch travel speed of 6 mm/min using a Santam® hydraulic press with a maximum capacity of 40 tons.
The FE model of the three-point test is established in the commercial Abaqus software. The FE analysis was performed using the Abaqus/explicit quasi-static solver. In this model, the inner and outer tubes, and the foam core are defined as deformable, while the supports and the punch are set as rigid. The mechanical properties of the deformable components are specified according to Table 1. Hollomon's hardening law with Mises yield function was used to model the plastic deformation of the materials [17, 18]. By considering the symmetry of the bending test setup, just one-quarter of the deformable components are modeled (see Fig. 4). The C3D8R element with the size of 1 mm (with 2 elements through-thickness) is used to mesh the deformable components, which results in the total number of 46200 elements in the FE model.
The contact between the punch and tube and also between the supports and tube is defined by the Coulomb friction law with a friction coefficient of 0.15. Because there was no slide between the foam and the tubes, the foam is tied to the inner and outer tubes.
Table 1. Mechanical properties of the AA1100 tubes and the composite foam
Property |
AA1100 |
Composite foam [14] |
Young modulus (GPa) |
70 |
0.3 |
Poisson’s ratio |
0.30 |
0.01 |
Density (g/cm3) |
2.78 |
0.60 |
Yield strength (MPa) |
92.1 |
7.3 |
Strength coefficient, K (MPa) |
230 |
- |
Strain-hardening Exponent, n |
0.169 |
- |
Fig. 3. Schematic of three-point bending test on tubes with the total length of 200 mm
Fig. 4. Three-dimensional representation of the three-point bending test components in the FE model
To study the effect of parameters including the inner and outer tubes’ diameters, inner and outer tubes’ thickness and foam density on the bending energy and FFD tube weight, RSM design of experiments (DOE) are deployed. The Design-Expert® V9 software is used to design the experiments. Consequently, a reasonable number of experiments are designed and also it becomes possible to perform ANOVA and optimization of parameters with a fair effort [19].
In the designed experiments, the outer tube’s diameter value (Do) must be larger than the inner tube’s diameter (Di). To ensure the fulfillment of this constraint, Do is replaced by a new parameter (Do -Di) > 0, which guarantees that Do will always be larger than Di. The parameters Di, (Do -Di), the thicknesses (ti, to) and the foam density, are set to (10 – 30) mm, (10 – 50) mm, (0.5 – 2) mm and (0.4 – 0.7) g/cm3 ranges, respectively. The geometric parameters are illustrated in Fig. 5. The experiments are generated by the face-centered central composite design, which results in 43 experiments. These experiments are presented in Table 2. Because, carrying out 43 experimental bending tests is very expensive and time-consuming, the designed experiments are numerically simulated using the developed FE model.
To have a light FFD tube with high energy absorption capability, two design outputs including the tube weight and the bending energy are considered. The value of the bending energy for each design is obtained by calculating the area under the force-displacement curve. Furthermore, Eq. (1) is used to determine the FFD tubes weight:
(1) |
where, and are the density and length of the tubes, respectively.
Deformation of inner and outer tubes and FFD tube during the three-point bending test is illustrated in Figs. 6-8. Furthermore, the longitudinal section of the FFD tube is illustrated in Fig. 9.
Fig. 5. The schematic illustration of the geometric parameters of FFD tube
Table 2. Designed experiments for FE simulations of three-point bending tests of the FFD tube and their outputs
E (kJ) |
Fmax (N) |
M (g) |
to (mm) |
ti (mm) |
Do – Di (mm) |
Di (mm) |
Test No. |
|
136.13 |
4.78 |
128.54 |
0.70 |
0.50 |
0.50 |
10 |
30 |
1 |
277.97 |
10.69 |
216.56 |
0.55 |
1.25 |
1.25 |
30 |
10 |
2 |
459.35 |
19.26 |
398.93 |
0.55 |
1.25 |
1.25 |
30 |
30 |
3 |
531.51 |
23.20 |
421.33 |
0.40 |
2.00 |
2.00 |
50 |
10 |
4 |
234.07 |
43.74 |
754.52 |
0.7 |
0.50 |
2.00 |
50 |
30 |
5 |
77.16 |
2.43 |
80.98 |
0.40 |
2.00 |
0.50 |
10 |
10 |
6 |
250.85 |
8.42 |
202.06 |
0.70 |
2.00 |
0.50 |
10 |
30 |
7 |
62.09 |
2.02 |
61.38 |
0.40 |
0.50 |
2.00 |
10 |
10 |
8 |
289.52 |
11.26 |
264.01 |
0.40 |
1.25 |
1.25 |
30 |
20 |
9 |
185.81 |
6.23 |
171.33 |
0.40 |
0.50 |
2.00 |
10 |
30 |
10 |
483.92 |
18.88 |
356.88 |
0.55 |
2.00 |
1.25 |
30 |
20 |
11 |
338.73 |
15.00 |
430.78 |
0.40 |
0.50 |
0.50 |
50 |
30 |
12 |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
. |
481.71 |
20.66 |
401.67 |
0.40 |
2.00 |
0.50 |
50 |
10 |
32 |
256.39 |
10.65 |
272.70 |
0.40 |
0.50 |
0.50 |
50 |
10 |
33 |
256.39 |
10.65 |
432.02 |
0.70 |
0.50 |
0.50 |
50 |
10 |
34 |
245.15 |
8.22 |
200.60 |
0.70 |
0.50 |
2.00 |
10 |
30 |
35 |
634.83 |
28.83 |
676.67 |
0.40 |
2.00 |
2.00 |
50 |
30 |
36 |
124.13 |
3.91 |
107.98 |
0.70 |
2.00 |
2.00 |
10 |
10 |
37 |
383.07 |
15.27 |
307.75 |
0.55 |
1.25 |
1.25 |
30 |
20 |
38 |
28.74 |
0.91 |
41.73 |
0.40 |
0.50 |
0.50 |
10 |
10 |
39 |
427.06 |
19.46 |
502.83 |
0.40 |
0.50 |
2.00 |
50 |
30 |
40 |
343.12 |
13.84 |
283.84 |
0.55 |
1.25 |
0.50 |
30 |
20 |
41 |
67.89 |
2.18 |
73.68 |
0.70 |
0.50 |
2.00 |
10 |
10 |
42 |
276.92 |
11.31 |
257.04 |
0.55 |
0.50 |
1.25 |
30 |
20 |
43 |
Fig. 6. Deformation of the inner tube during three-point bending test
Fig. 7. Deformation of the outer tube during three-point bending test
Fig. 8. Deformation of the FFD tube during three-pint bending test (from start to fracture)
Fig. 9. The longitudinal section of the bent FFD tube
The bending force-displacement curves of the bending tests are depicted in Fig. 10. The results indicate that the inner tube has a very low flexural resistance, where its maximum bending force and energy are about 0.43 kN and 10.7 kJ, respectively. The outer tube has more rigidity and its maximum bending force and energy are about 3.72 kN and 103.6 kJ, respectively. On the other hand, the FFD tube’s maximum bending force and energy are 10.1 kN and 280.9 kJ, respectively, which are much higher than the values observed in the bending of the inner and outer tubes. This observation has resulted from the use of a foam layer between the inner and outer tubes.
(a) |
(b) |
(c) |
Fig. 10. Force-displacement curve of (a) inner tube, (b) outer tube, and (c) FFD tube in three-point bending with the tube length of 200 mm
The FE model of the three-point test is validated by comparing its results with the results of the experimental tests. Comparison of the FFD tube deformed shapes (experimental and FE simulation) at the punch travel of 35 mm is shown in Fig. 11. As this figure depicts, the FE simulation provides a good prediction of the experimental test, qualitatively. A more sustainable comparison is presented in Fig. 12, which shows the force-displacement curves of the FE simulation and the experimental test. The maximum deviation of the FE curve from the experimental curve is about 10%, which indicates the good accuracy of the FE model. It is worth mentioning that, the relative error in the prediction of the maximum bending force is about 0.57% (maximum bending force: experimental test = 10.12 kN, FE simulation = 10.07 kN). From Fig. 12, one may notice that the FE force-displacement curve is extended beyond the fracture point, which is because the FE model doesn’t take into account any damage or fracture in the deformable components.
Fig. 11. Comparison of FE simulation and experimental test results at the fracture point
Fig. 12. Comparison of FE force-displacement curve with the experimental test curve in three-point bending of FFD tube
After validation of the FE model, it was used for the calculation of the bending force and energy. Using FE simulations, the bending force-displacement diagram and the absorbed energy of each design (each row of Table 2) were obtained. Furthermore, the FFD tube weight for each design was calculated using Eq. (1). The values of the FFD tubes’ bending energy and weight (along with the maximum bending force) are summarized in Table 2.
The effectiveness of each studied parameter is determined by performing ANOVA on the data given in Table 2. The results of the ANOVA are listed in Table 3. According to this table, almost all parameters are important in the estimation of bending energy and weight of FFD tube (see p-values in Table 3). On the other hand, Do-Di has the highest effect on both bending energy and weight and and ti have the least effect on the bending energy and weight, respectively (see F-vales in Table 3).
Table 3. A summary of the ANOVA results regarding the effect of the studied parameters on the FFD tube bending energy and weight
Parameter |
Sum of squares |
Mean of squares |
F-value |
p-value |
Bending energy function |
0.048 |
2.419E-003 |
31.65 |
< 0.0001 |
Di |
6.352E-003 |
6.352E-003 |
83.10 |
< 0.0001 |
Do-Di |
0.024 |
0.024 |
307.48 |
< 0.0001 |
ti |
1.677E-003 |
1.677E-003 |
21.94 |
0.0001 |
to |
5.382E-003 |
5.382E-003 |
70.41 |
< 0.0001 |
8.833E-004 |
8.833E-004 |
11.56 |
0.0026 |
|
Residual |
1.682E-003 |
7.643E-005 |
|
|
Weight function |
26.46 |
1.32 |
1173.56 |
< 0.0001 |
Di |
3.98 |
3.98 |
3531.16 |
< 0.0001 |
Do-Di |
19.22 |
19.22 |
17052.62 |
< 0.0001 |
ti |
0.37 |
0.37 |
326.73 |
< 0.0001 |
to |
1.19 |
1.19 |
1057.01 |
< 0.0001 |
0.58 |
0.58 |
514.47 |
< 0.0001 |
|
Residual |
0.025 |
1.127E-003 |
|
|
Data presented in Table 2 make it possible to find a quadratic function for both tube’s bending energy (Eq. (2)) and weight (Eq.(3)).
(2) |
|
(3) |
Equations (2) and (3) are used as the fitness functions in the multi-objective optimization of three-point bending of the FFD tube (see section 4.4). Referring to Table 3, these two fitness functions have a low (mean/sum) of squares of errors, which certifies their ability in the good prediction of their related functions. This could be better observed from Fig. 14, which shows the predicted values (of the quadratic function of energy) against the real value (obtained from the FE simulations of the bending test). As this figure depicts, the predicted values are very close to the real values (or bisector line). In this case, the adjusted R-squared value is equal to 0.936. Almost the same results are obtained for the quadratic function of FFD tube weight.
The perturbation plots of the FFD tube’s bending energy and weight are shown in Fig. 13. These plots depict the change of the FFD tube’s bending energy and weight in the central point in the design space (-1, and +1 indicate the upper and lower limits of the design space). According to the perturbation plot in Fig. 13(a), the parameters with the highest and the lowest effect on the FFD tube’s bending energy are (Do - Di) and , respectively. For the weight of the FFD tube, (Do - Di) is the most affecting parameter, while ti has the least effect (Fig. 13(b)).
Response surface plots are useful tools to show the effect of studied parameters on the outputs. Two examples of them are shown in Fig. 15, which illustrate the effect of the inner and outer tubes’ thickness on the bending energy (Fig. 15(a)) and the inner tube’s diameter and foam density on the bending energy (Fig. 15(b)). According to Fig. 15(a), the highest bending energy will be achieved when the inner and outer tubes’ thicknesses have the highest value (2 mm for both thicknesses). Furthermore, Fig. 15(a) shows that no interaction exists between the inner and outer tubes’ thickness. Similarly, the highest bending energy is belonging to an FFD tube with the highest inner tube’s diameter (30 mm) and the highest foam density i.e. 0.7 g/cm3 (Fig. 15(b)). From Fig. 14(b), one may notice that the bending energy has a curved response surface. It means that the foam density and the inner tube’s diameter have an interacting effect on the bending energy. The interacting parameters have been included in Eqs. (2) and (3). The higher the coefficient of a (bivariate) term, the higher the interaction between its variable (parameters). Analogous surface plots could be drawn for other combinations of parameters and also for the weight function.
Multi-objective optimization to find an FFD tube design with the lowest weight and highest energy absorption capability is done using Design-Expert® V9 software. The quadratic functions of the FFD tube weight and bending energy are used as the fitness functions. Furthermore, the studied parameters (Di, Do – Di, ti, to and ) are constrained to change in the same range used in the DOE (see Table 2).
Fig. 13. Perturbation plot of the FFD tube’s (a) bending energy, and (b) weight; A, B, C, D, E, are , to, ti, Do-Di, and Di, respectively
Fig. 14. The predicted value of bending energy (by the energy quadratic function) concerning the real values of the bending energy (obtained from FE simulations, see Table 2)
Fig. 15. Response surface plots showing the effect of (a) inner and outer tubes’ thickness and (b) inner tube’s diameter and foam density, on the bending energy
The optimum values of the parameters and their corresponding outputs are presented in Table 4. The values of some parameters in this table could be rounded to a more applicable value (e.g. Di could be rounded to 30 mm). To certify the validity of the values of the optimized parameters, these values were used in a FE simulation of FFD tube bending. The force-displacement curve of this simulation and the deformed shape of the optimum FFD tube are shown in Fig. 16 and Fig. 17, respectively. Using Fig. 16, the absorbed bending energy is calculated as 678.24 kJ, which has a 4.37% difference with the bending energy obtained by optimization (, which uses the quadratic function of the bending energy). This low value of error indicates that the optimization procedure has acceptable accuracy. The optimum FFD tube has a 141.4% more energy absorption capacity than the initial configuration of the FFD tube (the configuration of FFD tube in the experimental tests of three-point bending). Moreover, the maximum bending force of the optimum FFD tube is about 27.5 kN, which is so higher than the bending force of the initial FFD tube (10.1 kN). This increase in the bending force is due to the new configuration of the FFD tube.
Furthermore, the optimum FDD tube weighs 474.25 g, which is 4.63% lower than the weight of the initial configuration of the FFD tube (453.27 g). Thus, it could be concluded that the optimization procedure led to finding a lighter tube with a more energy absorption capacity (to the initial FFD tube).
Table 4. The values of the studied parameters obtained through optimization and their corresponding outputs
Parameter |
Value |
Di (mm) |
29.98 |
Do – Di (mm) |
30.28 |
ti (mm) |
0.50 |
to (mm) |
1.99 |
(g/cm3) |
0.69 |
FFD tube weight (g) |
470.05 |
Absorbed bending energy (kJ) |
707.08 |
Fig. 16. Force-displacement curve of the optimized FFD tube in three-point bending
Fig. 17. Deformed shape and distribution of Mises stresses of the optimized FFD tube
In this research, the effects of Di, Do, ti, to and parameters on the three-point bending energy and weight of FFD composite tubes are investigated using RSM. The main results could be summarized as follows:
Nomenclature
s (MPa) |
Real stress |
Real plastic strain |
|
Density of aluminum tubes |
|
Density of the composite foam |
|
(mm) |
Inner tube’s diameter |
(mm) |
Outer tube’s diameter |
(mm) |
Inner tube’s thickness |
(mm) |
Outer tube’s thickness |
(g) |
FFD tube mass |
Tube length |
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