Table 7 Comparison of models’ training time and memory usage.

From: Robust fault detection and classification in power transmission lines via ensemble machine learning models

Model

Multi label data set

Binary label data set

Training time

Memory used

Training time

Memory used

RF

17 Seconds

171 MB

13 Second

123 MB

KNN

3 Minutes

291 MB

2.3 Minutes

197 MB

LSTM

9.4 Minutes

731 MB

7.3 Minutes

983 MB

RF- LSTM Stacked Tune KNN

14 Minutes

1.3 GB

  
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