Table 3.
Open in new tab

Best results for resting with charged battery set.

DeviationTechniqueAUC (%)Preproc.ConfigurationEffort (%)
5%Gauss99.931ZS|$\beta $|=0.002|$\varTheta $|=01.875
PDE90.833ZS|$\alpha $|=0.03|$\varTheta $|=064.884
PCA99.931—|$n_{c}$|=1|$\varTheta $|=064.884
MST99.931——|$\varTheta $|=052.759
SVDD99.444ZS|$\sigma $|=5|$\varTheta $|=0100.000
10%Gauss99.931—|$\beta $|=0.002|$\varTheta $|=02.521
PDE91.944ZS|$\alpha $|=0.04|$\varTheta $|=028.078
PCA99.861—|$n_{c}$|=1|$\varTheta $|=036.734
MST99.931——|$\varTheta $|=053.420
SVDD98.958ZS|$\sigma $|=2|$\varTheta $|=0100.000
15%Gauss99.931—|$\beta $|=0.003|$\varTheta $|=02.802
PDE91.389ZS|$\alpha $|=0.02|$\varTheta $|=078.437
PCA99.931—|$n_{c}$|=1|$\varTheta $|=010.167
MST99.931——|$\varTheta $|=076.309
SVDD99.583ZS|$\sigma $|=5|$\varTheta $|=0100.000
20%Gauss99.931—|$\beta $|=0.001|$\varTheta $|=01.732
PDE92.014ZS|$\alpha $|=0.03|$\varTheta $|=058.332
PCA99.861—|$n_{c}$|=2|$\varTheta $|=010.145
MST99.931——|$\varTheta $|=066.192
SVDD99.514ZS|$\sigma $|=4|$\varTheta $|=0100.000
DeviationTechniqueAUC (%)Preproc.ConfigurationEffort (%)
5%Gauss99.931ZS|$\beta $|=0.002|$\varTheta $|=01.875
PDE90.833ZS|$\alpha $|=0.03|$\varTheta $|=064.884
PCA99.931—|$n_{c}$|=1|$\varTheta $|=064.884
MST99.931——|$\varTheta $|=052.759
SVDD99.444ZS|$\sigma $|=5|$\varTheta $|=0100.000
10%Gauss99.931—|$\beta $|=0.002|$\varTheta $|=02.521
PDE91.944ZS|$\alpha $|=0.04|$\varTheta $|=028.078
PCA99.861—|$n_{c}$|=1|$\varTheta $|=036.734
MST99.931——|$\varTheta $|=053.420
SVDD98.958ZS|$\sigma $|=2|$\varTheta $|=0100.000
15%Gauss99.931—|$\beta $|=0.003|$\varTheta $|=02.802
PDE91.389ZS|$\alpha $|=0.02|$\varTheta $|=078.437
PCA99.931—|$n_{c}$|=1|$\varTheta $|=010.167
MST99.931——|$\varTheta $|=076.309
SVDD99.583ZS|$\sigma $|=5|$\varTheta $|=0100.000
20%Gauss99.931—|$\beta $|=0.001|$\varTheta $|=01.732
PDE92.014ZS|$\alpha $|=0.03|$\varTheta $|=058.332
PCA99.861—|$n_{c}$|=2|$\varTheta $|=010.145
MST99.931——|$\varTheta $|=066.192
SVDD99.514ZS|$\sigma $|=4|$\varTheta $|=0100.000
Table 3.
Open in new tab

Best results for resting with charged battery set.

DeviationTechniqueAUC (%)Preproc.ConfigurationEffort (%)
5%Gauss99.931ZS|$\beta $|=0.002|$\varTheta $|=01.875
PDE90.833ZS|$\alpha $|=0.03|$\varTheta $|=064.884
PCA99.931—|$n_{c}$|=1|$\varTheta $|=064.884
MST99.931——|$\varTheta $|=052.759
SVDD99.444ZS|$\sigma $|=5|$\varTheta $|=0100.000
10%Gauss99.931—|$\beta $|=0.002|$\varTheta $|=02.521
PDE91.944ZS|$\alpha $|=0.04|$\varTheta $|=028.078
PCA99.861—|$n_{c}$|=1|$\varTheta $|=036.734
MST99.931——|$\varTheta $|=053.420
SVDD98.958ZS|$\sigma $|=2|$\varTheta $|=0100.000
15%Gauss99.931—|$\beta $|=0.003|$\varTheta $|=02.802
PDE91.389ZS|$\alpha $|=0.02|$\varTheta $|=078.437
PCA99.931—|$n_{c}$|=1|$\varTheta $|=010.167
MST99.931——|$\varTheta $|=076.309
SVDD99.583ZS|$\sigma $|=5|$\varTheta $|=0100.000
20%Gauss99.931—|$\beta $|=0.001|$\varTheta $|=01.732
PDE92.014ZS|$\alpha $|=0.03|$\varTheta $|=058.332
PCA99.861—|$n_{c}$|=2|$\varTheta $|=010.145
MST99.931——|$\varTheta $|=066.192
SVDD99.514ZS|$\sigma $|=4|$\varTheta $|=0100.000
DeviationTechniqueAUC (%)Preproc.ConfigurationEffort (%)
5%Gauss99.931ZS|$\beta $|=0.002|$\varTheta $|=01.875
PDE90.833ZS|$\alpha $|=0.03|$\varTheta $|=064.884
PCA99.931—|$n_{c}$|=1|$\varTheta $|=064.884
MST99.931——|$\varTheta $|=052.759
SVDD99.444ZS|$\sigma $|=5|$\varTheta $|=0100.000
10%Gauss99.931—|$\beta $|=0.002|$\varTheta $|=02.521
PDE91.944ZS|$\alpha $|=0.04|$\varTheta $|=028.078
PCA99.861—|$n_{c}$|=1|$\varTheta $|=036.734
MST99.931——|$\varTheta $|=053.420
SVDD98.958ZS|$\sigma $|=2|$\varTheta $|=0100.000
15%Gauss99.931—|$\beta $|=0.003|$\varTheta $|=02.802
PDE91.389ZS|$\alpha $|=0.02|$\varTheta $|=078.437
PCA99.931—|$n_{c}$|=1|$\varTheta $|=010.167
MST99.931——|$\varTheta $|=076.309
SVDD99.583ZS|$\sigma $|=5|$\varTheta $|=0100.000
20%Gauss99.931—|$\beta $|=0.001|$\varTheta $|=01.732
PDE92.014ZS|$\alpha $|=0.03|$\varTheta $|=058.332
PCA99.861—|$n_{c}$|=2|$\varTheta $|=010.145
MST99.931——|$\varTheta $|=066.192
SVDD99.514ZS|$\sigma $|=4|$\varTheta $|=0100.000
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