Author Contributions
Conceptualization, C.T., P.R.S. (Pouyan Roodgar Saffari) and N.R.; methodology, P.R.S. (Pouyan Roodgar Saffari), P.R.S. (Peyman Roudgar Saffari), M.N.N., S.K., S.S.; validation, S.S., C.T. and S.K.; formal analysis, P.R.S. (Pouyan Roodgar Saffari), N.R., P.R.S. (Peyman Roudgar Saffari) and M.N.N.; investigation, P.R.S. (Pouyan Roodgar Saffari), N.R. and C.T.; resources, S.S. and P.R.S. (Peyman Roudgar Saffari); data curation, N.R. and P.R.S. (Pouyan Roodgar Saffari); writing—original draft preparation, C.T. and S.K., P.R.S. (Pouyan Roodgar Saffari), N.R., S.S., M.N.N., P.R.S. (Peyman Roudgar Saffari); writing—review and editing, S.S., C.T., S.K., N.R., M.N.N., P.R.S. (Pouyan Roodgar Saffari) and P.R.S. (Peyman Roudgar Saffari); visualization, C.T., S.K., P.R.S. (Pouyan Roodgar Saffari), N.R., S.S., M.N.N. and P.R.S. (Peyman Roudgar Saffari); project administration, C.T., N.R. and P.R.S. (Pouyan Roodgar Saffari); All authors have read and agreed to the published version of the manuscript.
Figure 1.
(a) Tensile test machine and (b) Charpy impact test machine.
Figure 1.
(a) Tensile test machine and (b) Charpy impact test machine.
Figure 2.
Tensile and Impact test samples: (a) before testing and (b) after testing.
Figure 2.
Tensile and Impact test samples: (a) before testing and (b) after testing.
Figure 3.
Field-emission scanning electron microscopy (FE-SEM) micrographs of the sample containing 0.75 wt% graphene, 3 wt% nanoclay, and 10 wt% basalt (sample number 13) after tensile test, (a) with 3000× magnification, (b) with 2000× magnification.
Figure 3.
Field-emission scanning electron microscopy (FE-SEM) micrographs of the sample containing 0.75 wt% graphene, 3 wt% nanoclay, and 10 wt% basalt (sample number 13) after tensile test, (a) with 3000× magnification, (b) with 2000× magnification.
Figure 4.
FE-SEM micrographs of the sample containing 0 wt% graphene nanosheets, 0 wt% nanoclay, and 10 wt% basalt (sample number 1) after tensile test, (a) under tensile loading, (b) under impact loading.
Figure 4.
FE-SEM micrographs of the sample containing 0 wt% graphene nanosheets, 0 wt% nanoclay, and 10 wt% basalt (sample number 1) after tensile test, (a) under tensile loading, (b) under impact loading.
Figure 5.
FE-SEM micrographs of the sample containing 0.75 wt% graphene nanosheets, 3 wt% nanoclay, and 10 wt% basalt (sample number 13), (a) under tensile loading, (b) under impact loading.
Figure 5.
FE-SEM micrographs of the sample containing 0.75 wt% graphene nanosheets, 3 wt% nanoclay, and 10 wt% basalt (sample number 13), (a) under tensile loading, (b) under impact loading.
Figure 6.
FE-SEM micrographs of the samples containing a high percentage of graphene nanosheets and nanoclay, (a) sample number 6 (1.5 wt% graphene nanosheets, 3 wt% nanoclay, and 0 wt% basalt), (b) sample number 4 (1.5 wt% graphene nanosheets, 6 wt% nanoclay, and 10 wt% basalt) under tensile loading, (c) sample number 4 (1.5 wt% graphene nanosheets, 6 wt% nanoclay, and 10 wt% basalt), and (d) sample number 12 (0.75 wt% graphene nanosheets, 6 wt% nanoclay, and 20 wt% basalt).
Figure 6.
FE-SEM micrographs of the samples containing a high percentage of graphene nanosheets and nanoclay, (a) sample number 6 (1.5 wt% graphene nanosheets, 3 wt% nanoclay, and 0 wt% basalt), (b) sample number 4 (1.5 wt% graphene nanosheets, 6 wt% nanoclay, and 10 wt% basalt) under tensile loading, (c) sample number 4 (1.5 wt% graphene nanosheets, 6 wt% nanoclay, and 10 wt% basalt), and (d) sample number 12 (0.75 wt% graphene nanosheets, 6 wt% nanoclay, and 20 wt% basalt).
Figure 7.
FE-SEM micrographs of ductile and brittle fracture of samples under impact loading. (a) Sample number 11 (0.75 wt% graphene nanosheets, 0 wt% nanoclay, and 20 wt% basalt), and (b) sample number 3 (0 wt% graphene nanosheets, 6 wt% nanoclay, and 10 wt% basalt).
Figure 7.
FE-SEM micrographs of ductile and brittle fracture of samples under impact loading. (a) Sample number 11 (0.75 wt% graphene nanosheets, 0 wt% nanoclay, and 20 wt% basalt), and (b) sample number 3 (0 wt% graphene nanosheets, 6 wt% nanoclay, and 10 wt% basalt).
Figure 8.
The effect of graphene on the tensile strength.
Figure 8.
The effect of graphene on the tensile strength.
Figure 9.
The effect of nanoclay on the tensile strength.
Figure 9.
The effect of nanoclay on the tensile strength.
Figure 10.
The effect basalt on the tensile strength.
Figure 10.
The effect basalt on the tensile strength.
Figure 11.
Effect of graphene, nanoclay, and basalt on the tensile strength (a) Basalt = 10 wt%, (b) Nanoclay = 3 wt%, and (c) Graphene = 1 wt%.
Figure 11.
Effect of graphene, nanoclay, and basalt on the tensile strength (a) Basalt = 10 wt%, (b) Nanoclay = 3 wt%, and (c) Graphene = 1 wt%.
Figure 12.
The effect of graphene nanosheets on the modulus of elasticity.
Figure 12.
The effect of graphene nanosheets on the modulus of elasticity.
Figure 13.
The effect of nanoclay on the modulus of elasticity.
Figure 13.
The effect of nanoclay on the modulus of elasticity.
Figure 14.
The effect of basalt on the modulus of elasticity.
Figure 14.
The effect of basalt on the modulus of elasticity.
Figure 15.
Effect of graphene, nanoclay, and basalt on modulus of elasticity (a) Basalt = 10 wt%, (b) Nanoclay = 3 wt%, and (c) Graphene = 1 wt%.
Figure 15.
Effect of graphene, nanoclay, and basalt on modulus of elasticity (a) Basalt = 10 wt%, (b) Nanoclay = 3 wt%, and (c) Graphene = 1 wt%.
Figure 16.
The effect of graphene nanosheets on the impact strength.
Figure 16.
The effect of graphene nanosheets on the impact strength.
Figure 17.
The effect of nanoclay on the impact strength.
Figure 17.
The effect of nanoclay on the impact strength.
Figure 18.
The effect of Basalt on the impact strength.
Figure 18.
The effect of Basalt on the impact strength.
Figure 19.
Effect of graphene, nanoclay, and basalt on impact strength (a) Basalt = 10 wt%, (b) Nanoclay = 3 wt%, and (c) Graphene = 1 wt%.
Figure 19.
Effect of graphene, nanoclay, and basalt on impact strength (a) Basalt = 10 wt%, (b) Nanoclay = 3 wt%, and (c) Graphene = 1 wt%.
Figure 20.
Desirability plot for simultaneous optimization of process parameters.
Figure 20.
Desirability plot for simultaneous optimization of process parameters.
Table 1.
Variables and levels in Box–Behnken experimental design.
Table 1.
Variables and levels in Box–Behnken experimental design.
Variables (wt%) | Low (−1) | Middle (0) | High (1) | Reference |
---|
Graphene | 0 | 0.75 | 1.5 | [41,42] |
Nanoclay | 0 | 3 | 6 | [24,39] |
Basalt | 0 | 10 | 20 | [31,32] |
Table 2.
Experimental design for samples.
Table 2.
Experimental design for samples.
Sample Code | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 |
---|
Graphene (wt%) | 0 | 1. 5 | 0 | 1. 5 | 0 | 1. 5 | 0 | 1. 5 | 0.75 | 0.75 | 0.75 | 0.75 | 0.75 | 0.75 | 0.75 |
Nanoclay (wt%) | 0 | 0 | 6 | 6 | 3 | 3 | 3 | 3 | 0 | 6 | 0 | 6 | 3 | 3 | 3 |
Basalt (wt%) | 10 | 10 | 10 | 10 | 0 | 0 | 20 | 20 | 0 | 0 | 20 | 20 | 10 | 10 | 10 |
PP (wt%) | 90 | 88.5 | 84 | 82.5 | 97 | 95.5 | 77 | 75.5 | 99.25 | 93.25 | 79.25 | 73.25 | 86.25 | 86.25 | 86.25 |
Table 3.
Experimental result for modulus of elasticity, tensile, and impact strength.
Table 3.
Experimental result for modulus of elasticity, tensile, and impact strength.
Experiment Run | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 |
---|
Tensile strength (MPa) | 24.5 | 26.8 | 25.9 | 28.0 | 25.4 | 27.7 | 29.6 | 31.7 | 25.6 | 26.9 | 29.6 | 30.9 | 30.6 | 30.5 | 30.4 |
Modulus of elasticity (GPa) | 1.35 | 2.65 | 2.25 | 3.55 | 0.95 | 2.25 | 2.75 | 4.05 | 1.25 | 2.40 | 3.20 | 3.70 | 2.95 | 2.90 | 2.85 |
Impact strength (J/m) | 78 | 86 | 72 | 81 | 69 | 81 | 81 | 88 | 84 | 80 | 97 | 89 | 92 | 90 | 91 |
Table 4.
Effect of each variable on the mechanical properties of pure polypropylene.
Table 4.
Effect of each variable on the mechanical properties of pure polypropylene.
Experiment Run | 16 | 17 | 18 | 19 | 20 | 21 | 22 |
---|
Graphene (wt%) | 0 | 0.75 | 1.5 | 0 | 0 | 0 | 0 |
Nanoclay (wt%) | 0 | 0 | 0 | 3 | 6 | 0 | 0 |
Basalt (wt%) | 0 | 0 | 0 | 0 | 0 | 10 | 20 |
PP (wt%) | 100 | 99.25 | 98.5 | 97 | 94 | 90 | 80 |
Tensile strength (MPa) | 22.6 | 26 | 25.2 | 26.3 | 24 | 26.3 | 30 |
Modulus of elasticity (GPa) | 0.6 | 0.8 | 1 | 0.75 | 0.95 | 0.8 | 1.1 |
Impact strength (J/m) | 72 | 85 | 80 | 68 | 60 | 78 | 84 |
Table 5.
Analysis of variance (ANOVA) results for tensile strength.
Table 5.
Analysis of variance (ANOVA) results for tensile strength.
Source | DF | Adj SS | Adj MS | F | p |
---|
Model | 9 | 76.76 | 8.53 | 1705.87 | <0.0001 |
Graphene (A) | 1 | 9.68 | 9.68 | 1936.00 | <0.0001 |
Nanoclay (B) | 1 | 3.38 | 3.38 | 676.00 | <0.0001 |
Basalt (C) | 1 | 32.81 | 32.81 | 6561.00 | <0.0001 |
Graphene Nanoclay (AB) | 1 | 0.0100 | 0.0100 | 2.00 | 0.2164 |
Graphene Basalt (AC) | 1 | 0.0100 | 0.0100 | 2.00 | 0.2164 |
Nanoclay Basalt (BC) | 1 | 0.0000 | 0.0000 | 0.0000 | 1.0000 |
Graphene Graphene (A2) | 1 | 13.68 | 13.68 | 2736.46 | <0.0001 |
Nanoclay Nanoclay (B2) | 1 | 19.11 | 19.11 | 3822.00 | <0.0001 |
Basalt Basalt (C2) | 1 | 0.0023 | 0.0023 | 0.4615 | 0.5271 |
R2 = 99.97% | R2Adj = 99.91% | R2Pred = 99.84% |
Table 6.
ANOVA results for modulus of elasticity.
Table 6.
ANOVA results for modulus of elasticity.
Source | DF | Adj SS | Adj MS | F | p |
---|
Model | 9 | 11.24 | 1.25 | 270.13 | <0.0001 |
Graphene (A) | 1 | 3.38 | 3.38 | 730.81 | <0.0001 |
Nanoclay (B) | 1 | 1.49 | 1.49 | 321.69 | <0.0001 |
Basalt (C) | 1 | 5.87 | 5.87 | 1268.18 | <0.0001 |
Graphene Nanoclay (AB) | 1 | 0.0000 | 0.0000 | 0.0000 | 1.0000 |
Graphene Basalt (AC) | 1 | 0.0000 | 0.0000 | 0.0000 | 1.0000 |
Nanoclay Basalt (BC) | 1 | 0.1056 | 0.1056 | 22.84 | 0.0050 |
Graphene Graphene (A2) | 1 | 0.3186 | 0.3186 | 68.89 | 0.0004 |
Nanoclay Nanoclay (B2) | 1 | 0.0901 | 0.0901 | 19.49 | 0.0069 |
Basalt Basalt (C2) | 1 | 0.0417 | 0.0417 | 9.01 | 0.0300 |
R2 = 99.79% | R2Adj = 99.43% | R2Pred = 97.33% |
Table 7.
ANOVA results for impact strength.
Table 7.
ANOVA results for impact strength.
Source | DF | Adj SS | Adj MS | F | p |
---|
Model | 9 | 807.18 | 89.69 | 119.58 | <0.0001 |
Graphene (A) | 1 | 162.00 | 162.00 | 216.00 | <0.0001 |
Nanoclay (B) | 1 | 66.13 | 66.13 | 88.17 | 0.0002 |
Basalt (C) | 1 | 210.13 | 210.13 | 280.17 | <0.0001 |
Graphene Nanoclay (AB) | 1 | 0.2500 | 0.2500 | 0.3333 | 0.5887 |
Graphene Basalt (AC) | 1 | 6.25 | 6.25 | 8.33 | 0.0343 |
Nanoclay Basalt (BC) | 1 | 4.00 | 4.00 | 5.33 | 0.0690 |
Graphene Graphene (A2) | 1 | 351.00 | 351.00 | 468.00 | <0.0001 |
Nanoclay Nanoclay (B2) | 1 | 14.77 | 14.77 | 19.69 | 0.0068 |
Basalt Basalt (C2) | 1 | 8.31 | 8.31 | 11.08 | 0.0208 |
R2 = 99.54% | R2Adj = 98.71% | R2Pred = 95.99% |
Table 8.
Results of confirmation experiment for optimal conditions.
Table 8.
Results of confirmation experiment for optimal conditions.
Mechanical Properties | Prediction | Confirmation Experiment | Error Percent |
---|
Tensile strength (MPa) | 32.47 | 32.35 | 0.34 |
Modulus of elasticity (GPa) | 3.79 | 3.76 | 0.62 |
Impact strength (J/m) | 95.14 | 94.65 | 0.51 |