Research Article

An Ensemble Learning for Predicting Breakdown Field Strength of Polyimide Nanocomposite Films

Table 2

Data of breakdown field strengths of nanocomposite films.

SamplesInputOutput
Type of nanoparticlesDielectric constantThickness 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)

1BaTiO31400250.501 × 1051010012157
2BaTiO31400250.501 × 1051510012137
3BaTiO31400250.501 × 1052010012125
4BaTiO31400250.501 × 1052510012119
5BaTiO31400250.501 × 1053010012105
6BaTiO31400250.501 × 105501001272
7BaTiO31400250.501 × 105601001254
8BaTiO31400250.501 × 105701001241
9Rutile TiO2100250.409 × 10703570230
10Rutile TiO2100250.639 × 10713570240
11Rutile TiO2100250.639 × 10733570210
12Rutile TiO2100250.639 × 10743570177
13Rutile TiO2100250.639 × 10753570170
14Rutile TiO2100250.639 × 10773570160
15SiO21.56251601 × 1016540300313
16SiO21.56251601 × 10161040300307
17SiO21.56251601 × 10161540300327
18SiO21.56251601 × 10162040300252
19SiO21.56251601 × 10162540300240
20αAl2O310304.101 × 101443025275
21αAl2O310304.101 × 101483025263
22αAl2O310304.101 × 1014123025234
23αAl2O310304.101 × 1014163025212
24αAl2O310304.101 × 1014203025235
25αAl2O310304.101 × 1014243025203
26Al2O383029.311 × 10141513100190
27Al2O383029.311 × 10142013100189
28Al2O383029.311 × 10142513100178
29SiO21.56301601 × 1016107350 307
30SiO21.56301601 × 1016157350327
31SiO21.56301601 × 1016207350252
32SiO21.56301601 × 1016257350240