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Fig 1.

Schematic diagram of distribution network fault detection process.

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Fig 2.

Dual source data of variable under faults on fault handling capabilities.

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Fig 3.

Observation error of variable under faults on fault handling capabilitie.

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Fig 4.

Observation error of variable under faults on fault handling cost.

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Fig 5.

Dual source data of variable under faults on multiple modules.

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Fig 6.

Performance of different fault detection method.

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Fig 7.

MA index considering different training set proportion.

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Fig 8.

MD index considering different training set proportion.

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Fig 9.

MS index considering different training set proportion.

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Fig 10.

MI index considering different training set proportion.

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Fig 11.

MA index under different ratio of positive samples.

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Fig 12.

MD index under different ratio of positive samples.

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Fig 13.

MS index under different ratio of positive samples.

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Fig 14.

MI index under different ratio of positive samples.

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