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Table 3 DNN regression performance for different numbers of hidden layers and nodes per layer

From: Robust energy disaggregation using appliance-specific temporal contextual information

Layers/nodes

4

8

16

32

64

128

1 layer

80.40%

87.50%

87.90%

83.70%

86.40%

81.70%

2 layers

70.10%

86.40%

86.90%

87.50%

82.70%

83.60%

3 layers

80.40%

86.70%

87.90%

88.70%

88.40%

84.20%

4 layers

75.40%

87.95%

87.02%

87.15%

85.32%

x

  1. The best performing length of the temporal contextual window w for each of the evaluated datasets is indicated in italics