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Fig 1.

Overall framework of the low-voltage side harmonic estimation method for distribution transformer.

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Fig 1 Expand

Fig 2.

Equivalent circuit of multi-harmonic sources in a station area.

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Fig 2 Expand

Fig 3.

Harmonic voltage phasor projection.

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Fig 3 Expand

Fig 4.

Schematic diagram of data augmentation.

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Fig 5.

Schematic diagram of PSRGAN model.

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Fig 5 Expand

Fig 6.

Structure of harmonic sample generator.

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Fig 6 Expand

Fig 7.

Schematic diagram of electrical wiring in simulation.

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Fig 7 Expand

Table 1.

DDTW relative correlation distance.

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Table 1 Expand

Fig 8.

Harmonic estimation results of simulation dataset (electrical images).

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Fig 8 Expand

Fig 9.

Real and estimated values of harmonic currents.

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Fig 9 Expand

Table 2.

Comparison results for indicators with and without screening.

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Table 2 Expand

Table 3.

Comparison results of indicators for different model estimation methods.

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Table 3 Expand

Table 4.

DDTW relative correlation distance.

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Table 4 Expand

Table 5.

Statistical comparison results of indicators under different harmonic currents.

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Table 5 Expand

Fig 10.

Schematic diagram of electrical wiring in simulation.

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Fig 10 Expand