Table 5 Comparative analysis of the proposed method against existing IDS models.

From: Intelligent islanding detection framework for smart grids using wavelet scalograms and HOG feature fusion

References

Islanding Detection Technique

No. of Input Features

Accuracy, %

Detection time

[[66]]

DNN

4

98.3

180 ms

[[67]]

FL

4

96.43

229 ms

[[68]]

ANN

12

97.1

500 ms

[[37]]

SVM

5

99.49

50 ms

[[34]]

RF

4

99

180 ms

[[69]]

CNN

1

98.78

218 ms

[[53]]

ANFIS

7

78.71

40 ms

 

Proposed (RF ML)

6

100

167 ms