Table 5 Selections for preparation of uniform size Datasets.

From: Experimental validation of machine learning for contamination classification of polluted high voltage insulators using leakage current

Sample

Duration (s)

+ve Peak (mA)

-ve Peak (mA)

Selection (s)

Class 0-1D

880

410

-304

100-200, 600-800

Class 0-2D

673

687

-310

100-200, 460-660

Class 0-3D

506

294

-88

100-200, 290-490

Class 1-1D

695

400

-307

100-200, 480-680

Class 1-2D

302

175

-151

0-300

Class 1-3D

815

171

-155

100-200, 600-800

Class 2-1D

1938

58

-65

100-200, 1738-1938

Class 2-2D

1075

43

-53

100-200, 875-1075

Class 2-3D

1859

35

-33

100-200, 1659-1859

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