The Application of Box–Behnken Design for Investigating the Supercritical CO2 Foaming Process: A Case Study of Thermoplastic Polyurethane 85A
Abstract
:1. Introduction
2. Results
3. Discussion
4. Materials and Methods
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Exp. No. | P (bar) | T (°C) | t (h) | Expansion Ratio (-) |
---|---|---|---|---|
A1 | 100 | 100 | 2 | 1.81 |
A2 | 80 | 100 | 2 | 1.38 |
A3 | 120 | 100 | 2 | 2.02 |
A4 | 100 | 60 | 2 | 1.08 |
A5 | 100 | 80 | 2 | 1.30 |
A6 | 100 | 120 | 2 | 3.18 |
A7 | 100 | 140 | 2 | 5.44 |
A8 | 100 | 160 | 2 | 1.29 |
A9 | 100 | 100 | 4 | 1.83 |
A10 | 100 | 80 | 4 | 1.26 |
A11 | 100 | 120 | 4 | 3.07 |
A12 | 120 | 100 | 4 | 1.85 |
Independent Variable | Symbol | Level | ||
---|---|---|---|---|
−1 | 0 | 1 | ||
A: Saturation pressure | P (bar) | 80 | 100 | 120 |
B: Saturation temperature | T (°C) | 100 | 120 | 140 |
C: Immersion time | t (hr) | 2 | 4 | 6 |
Exp. No. | Operating Parameter | Results | ||||
---|---|---|---|---|---|---|
P (bar) | T (°C) | t (hr) | Exp. Ratio (-) | Pore Size (μm) | Cell Density (cells/cm3) | |
B1 | 100 | 120 | 4 | 2.87 | 11.3 | 109 |
B2 | 100 | 120 | 4 | 2.42 | 11.2 | 109 |
B3 | 80 | 140 | 4 | 6.00 | 52.7 | 107 |
B4 | 120 | 120 | 6 | 2.92 | 7.8 | 109 |
B5 | 100 | 120 | 4 | 2.56 | 9.7 | 109 |
B6 | 100 | 100 | 2 | 1.56 | 6.7 | 109 |
B7 | 100 | 140 | 2 | 5.88 | 22.6 | 108 |
B8 | 100 | 120 | 4 | 2.50 | 9.7 | 109 |
B9 | 120 | 120 | 2 | 2.86 | 9.2 | 109 |
B10 | 100 | 100 | 6 | 1.53 | 7.2 | 109 |
B11 | 80 | 120 | 2 | 2.03 | 47.0 | 107 |
B12 | 120 | 140 | 4 | 5.43 | 12.7 | 109 |
B13 | 100 | 140 | 6 | 6.22 | 19.5 | 108 |
B14 | 80 | 100 | 4 | 1.35 | 34.9 | 106 |
B15 | 80 | 120 | 6 | 2.09 | 45.7 | 107 |
B16 | 120 | 100 | 4 | 1.80 | 5.4 | 109 |
B17 | 100 | 120 | 4 | 2.46 | 11.2 | 109 |
Results | Model | ||
---|---|---|---|
Linear | 2FI | Quadratic | |
Expansion ratio | |||
R2 | 0.8428 | 0.8493 | 0.9867 |
p-value of lack of fit test | 0.0040 | 0.0022 | 0.0814 |
Mean pore size | |||
R2 | 0.7506 | 0.7583 | 0.9978 |
p-value of lack of fit test | <0.0001 | <0.0001 | 0.1702 |
Response | Equation | AARD (%) |
---|---|---|
Expansion ratio (-) | 22.42 + 0.145 A − 0.559 B − 0.316 C − 0.0003 A2 + 0.003007 B2 + 0.0082 C2 − 0.00064 AB + 0.00231 BC | 7.1 |
Mean pore size (μm) | 389.9 − 7.43 A + 0.365 B − 1.95 C + 0.03654 A2 + 0.003 B2 + 0.55 C2 − 0.00656 × 10−3 AB − 0.0225 BC | 6.0 |
Exp. No. | P (bar) | T (°C) | t (h) | Expansion Ratio (-) | Pore Size (μm) | ||
---|---|---|---|---|---|---|---|
Exp. (a) | Pred. (b) | Exp. (a) | Pred. (b) | ||||
C1 | 120 | 140 | 4.7 | 5.54 | 5.69 | 12.7 | 12.4 |
C2 | 80 | 140 | 6 | 6.76 | 5.98 | 60.6 | 55.0 |
Source | p-Value (a) | |
---|---|---|
Expansion Ratio (-) | Mean Pore Size (μm) | |
Model | <0.0001 | <0.0001 |
A | 0.1044 | <0.0001 |
B | <0.0001 | <0.0001 |
C | 0.6186 | 0.1393 |
A2 | 0.4277 | <0.0001 |
B2 | <0.0001 | 0.0663 |
C2 | 0.8245 | 0.0052 |
AB | 0.1241 | 0.0023 |
AC | 1.0000 | 0.9657 |
BC | 0.5464 | 0.1532 |
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Khudaida, S.H.; Yen, S.-K.; Su, C.-S. The Application of Box–Behnken Design for Investigating the Supercritical CO2 Foaming Process: A Case Study of Thermoplastic Polyurethane 85A. Molecules 2024, 29, 363. https://doi.org/10.3390/molecules29020363
Khudaida SH, Yen S-K, Su C-S. The Application of Box–Behnken Design for Investigating the Supercritical CO2 Foaming Process: A Case Study of Thermoplastic Polyurethane 85A. Molecules. 2024; 29(2):363. https://doi.org/10.3390/molecules29020363
Chicago/Turabian StyleKhudaida, Salal Hasan, Shih-Kuo Yen, and Chie-Shaan Su. 2024. "The Application of Box–Behnken Design for Investigating the Supercritical CO2 Foaming Process: A Case Study of Thermoplastic Polyurethane 85A" Molecules 29, no. 2: 363. https://doi.org/10.3390/molecules29020363
APA StyleKhudaida, S. H., Yen, S. -K., & Su, C. -S. (2024). The Application of Box–Behnken Design for Investigating the Supercritical CO2 Foaming Process: A Case Study of Thermoplastic Polyurethane 85A. Molecules, 29(2), 363. https://doi.org/10.3390/molecules29020363