Research Article
An Ensemble Learning for Predicting Breakdown Field Strength of Polyimide Nanocomposite Films
Table 2
Data of breakdown field strengths of nanocomposite films.
| Samples | Input | Output | Type of nanoparticles | Dielectric constant | Thickness of films (μm) | Thermal conductivity (W/cm·k) | Electrical resistivity (Ω·m) | Ratio of nanoparticles (wt%) | Size of nanoparticles (nm) | Specific area of nanoparticles (m2/g) | Breakdown field strength of the hybrid PI (kV/mm) |
| 1 | BaTiO3 | 1400 | 25 | 0.50 | 1 × 105 | 10 | 100 | 12 | 157 | 2 | BaTiO3 | 1400 | 25 | 0.50 | 1 × 105 | 15 | 100 | 12 | 137 | 3 | BaTiO3 | 1400 | 25 | 0.50 | 1 × 105 | 20 | 100 | 12 | 125 | 4 | BaTiO3 | 1400 | 25 | 0.50 | 1 × 105 | 25 | 100 | 12 | 119 | 5 | BaTiO3 | 1400 | 25 | 0.50 | 1 × 105 | 30 | 100 | 12 | 105 | 6 | BaTiO3 | 1400 | 25 | 0.50 | 1 × 105 | 50 | 100 | 12 | 72 | 7 | BaTiO3 | 1400 | 25 | 0.50 | 1 × 105 | 60 | 100 | 12 | 54 | 8 | BaTiO3 | 1400 | 25 | 0.50 | 1 × 105 | 70 | 100 | 12 | 41 | 9 | Rutile TiO2 | 100 | 25 | 0.40 | 9 × 107 | 0 | 35 | 70 | 230 | 10 | Rutile TiO2 | 100 | 25 | 0.63 | 9 × 107 | 1 | 35 | 70 | 240 | 11 | Rutile TiO2 | 100 | 25 | 0.63 | 9 × 107 | 3 | 35 | 70 | 210 | 12 | Rutile TiO2 | 100 | 25 | 0.63 | 9 × 107 | 4 | 35 | 70 | 177 | 13 | Rutile TiO2 | 100 | 25 | 0.63 | 9 × 107 | 5 | 35 | 70 | 170 | 14 | Rutile TiO2 | 100 | 25 | 0.63 | 9 × 107 | 7 | 35 | 70 | 160 | 15 | SiO2 | 1.56 | 25 | 160 | 1 × 1016 | 5 | 40 | 300 | 313 | 16 | SiO2 | 1.56 | 25 | 160 | 1 × 1016 | 10 | 40 | 300 | 307 | 17 | SiO2 | 1.56 | 25 | 160 | 1 × 1016 | 15 | 40 | 300 | 327 | 18 | SiO2 | 1.56 | 25 | 160 | 1 × 1016 | 20 | 40 | 300 | 252 | 19 | SiO2 | 1.56 | 25 | 160 | 1 × 1016 | 25 | 40 | 300 | 240 | 20 | αAl2O3 | 10 | 30 | 4.10 | 1 × 1014 | 4 | 30 | 25 | 275 | 21 | αAl2O3 | 10 | 30 | 4.10 | 1 × 1014 | 8 | 30 | 25 | 263 | 22 | αAl2O3 | 10 | 30 | 4.10 | 1 × 1014 | 12 | 30 | 25 | 234 | 23 | αAl2O3 | 10 | 30 | 4.10 | 1 × 1014 | 16 | 30 | 25 | 212 | 24 | αAl2O3 | 10 | 30 | 4.10 | 1 × 1014 | 20 | 30 | 25 | 235 | 25 | αAl2O3 | 10 | 30 | 4.10 | 1 × 1014 | 24 | 30 | 25 | 203 | 26 | Al2O3 | 8 | 30 | 29.31 | 1 × 1014 | 15 | 13 | 100 | 190 | 27 | Al2O3 | 8 | 30 | 29.31 | 1 × 1014 | 20 | 13 | 100 | 189 | 28 | Al2O3 | 8 | 30 | 29.31 | 1 × 1014 | 25 | 13 | 100 | 178 | 29 | SiO2 | 1.56 | 30 | 160 | 1 × 1016 | 10 | 7 | 350 | 307 | 30 | SiO2 | 1.56 | 30 | 160 | 1 × 1016 | 15 | 7 | 350 | 327 | 31 | SiO2 | 1.56 | 30 | 160 | 1 × 1016 | 20 | 7 | 350 | 252 | 32 | SiO2 | 1.56 | 30 | 160 | 1 × 1016 | 25 | 7 | 350 | 240 |
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