Table 4 Cumulative contribution rates of variance for each principal components.

From: Transformer fault diagnosis method based on TLR-ADASYN balanced dataset

The number of principal components

1

2

3

4

5

6

Variance values

27.2308

20.3735

16.8472

9.3583

5.6418

4.5176

Cumulative contribution rate (%)

27.2308

47.6043

64.4515

73.8098

79.4516

83.9692

The number of principal components

7

8

9

10

11

12

Variance values

3.6268

3.1760

2.4942

2.1714

1.8969

1.0946

Cumulative contribution rate (%)

87.596

90.7736

93.2678

95.4392

97.3361

98.4307

The number of principal components

13

14

15

16

17

18

Variance values

0.6905

0.4741

0.2336

0.1201

0.0440

0.0007

Cumulative contribution rate

99.1212

99.5953

99.8289

99.4940

99.9930

100