Table 18 The sensitivity analysis of the proposed scheme for the investigated scenarios considering the simultaneous impact of other parameters (The first analysis).

From: A fault classification scheme based on protective agents for microgrid with parameters impact analysis

PAs Performance

Average Accuracy of the PAs as Algorithm Outputs (%)

Change in the Fundamental Parameters

Fault Detection

FT and FP Detection

Fault Location

DNN Type 1

DNN Type 2

DNN Type 1

DNN Type 2

DNN Type 1

DNN Type 2

The measurements number for DNNs Training Process

4

96.54

97.7

96.63

97.79

95.01

96.67

8

98.73

99.90

98.41

99.63

96.84

98.02

8

97.11

98.26

97.13

98.27

95.65

97.08

8

96.96

98.37

97.08

98.28

95.31

96.80

8

96.67

98.03

96.73

98.04

95.24

96.86

8

98.66

99.895

98.55

99.79

97.66

98.425

12

97.94

98.94

97.80

98.87

96.91

98.15

16

97.83

99.03

97.82

99.03

96.43

97.92

The laterals number in each line (First column) – The lines and laterals number in the system (Second column)

0

4

98.73

99.90

98.41

99.63

96.84

98.02

0

4

98.66

99.895

98.55

99.79

97.66

98.425

1

8

97.94

98.94

97.80

98.87

96.91

98.15

1

8

97.11

98.26

97.13

98.27

95.65

97.08

1

8

96.54

97.70

96.63

97.79

95.01

96.67

1

8

96.67

98.03

96.73

98.04

95.24

96.86

2

12

97.83

99.03

97.82

99.03

96.43

97.92

2

12

96.96

98.37

97.08

98.28

95.31

96.80

The accuracy of the scenarios in different data transfer types (from PAs to CBs)

Lo

98.73

99.90

98.41

99.63

96.84

98.02

Lo

97.94

98.94

97.80

98.87

96.91

98.15

Lo

97.83

99.03

97.82

99.03

96.43

97.92

Lo, Com

97.11

98.26

97.13

98.27

95.65

97.08

Lo, Com

96.96

98.37

97.08

98.28

95.31

96.80

Lo, Com

96.54

97.70

96.63

97.79

95.01

96.80

Lo, Com

96.67

98.03

96.73

98.04

95.24

96.86

Com

98.66

99.895

98.55

99.79

97.66

98.425