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Table 3 RMSE and MAE values and the Percentage of the correctly identified line-sections for all test scenarios

From: Hybrid classifier for fault location in active distribution networks

Performance measures

RMSE (m)

MAE (m)

Percentage of the correctly identified line-sections

Outputs

D11

D22

D33

D44

D1

D2

D3

D4

Cases

With synchronised measurements

 

Ideal

77

77

77

77

400

400

400

400

99.31%

Case 1

111

111

102

104

1000

400

400

600

98.84%

Case 2

163

109

108

109

2000

400

400

400

98.38%

Case 3

81

81

79

81

400

400

400

400

99.31%

Case 4

174

178

159

178

1800

1800

1800

1800

96.99%

 

With non-synchronised measurements

 

Ideal

115

115

113

115

1800

1800

1800

1800

98.84%

Case 1

178

178

166

166

2200

2200

2200

2200

98.61%

Case 2

222

222

253

253

2200

2200

2600

2600

97.91%

Case 3

115

115

113

115

1800

1800

1800

1800

98.84%

Case 4

347

334

291

292

4000

4000

3600

3600

95.6%

  1. 1. Distance from the main substation, 2. Distance from microgrid 1, 3. Distance from microgrid 2, 4. Distance from DG