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Harmonic source localization method adapted to dynamic changes in distribution network topology
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A great number of renewable energy sources and nonlinear loads are
integrated into the distribution systems through power electronic
converters, which leads to serious harmonic distortions. Correctly
determining the location of harmonic sources is the primary task to
manage the harmonic pollution users and develop a strategy for harmonic
suppression on system level. Existing localization methods leverage the
time-domain waveforms of voltage and currents across each feeder.
Meanwhile, an accurate knowledge of network topology and line impedances
are also required. However, these are difficult to meet in engineering
practice. Only the RMS values of harmonics are uploaded from the power
quality sensors to distribution management system. Besides, a small
change of network topology would produce a totally wrong location
result. In this letter, a harmonic source localization method based on
Dynamic Graph Convolutional Recurrent Network (DGCRN) is proposed. Only
the RMS values of harmonics and pre-defined topology of distribution
systems are required to capture the spatio-temporal correlations between
harmonic sources and harmonic distortion nodes. The effectiveness of the
proposed method is tested in the IEEE14 distribution network. By using
the same test set, the accuracy of proposed method is improved by 8.42%
over the spatio-temporal graph convolutional network (STGCN).
Title: Harmonic source localization method adapted to dynamic changes in distribution network topology
Description:
A great number of renewable energy sources and nonlinear loads are
integrated into the distribution systems through power electronic
converters, which leads to serious harmonic distortions.
Correctly
determining the location of harmonic sources is the primary task to
manage the harmonic pollution users and develop a strategy for harmonic
suppression on system level.
Existing localization methods leverage the
time-domain waveforms of voltage and currents across each feeder.
Meanwhile, an accurate knowledge of network topology and line impedances
are also required.
However, these are difficult to meet in engineering
practice.
Only the RMS values of harmonics are uploaded from the power
quality sensors to distribution management system.
Besides, a small
change of network topology would produce a totally wrong location
result.
In this letter, a harmonic source localization method based on
Dynamic Graph Convolutional Recurrent Network (DGCRN) is proposed.
Only
the RMS values of harmonics and pre-defined topology of distribution
systems are required to capture the spatio-temporal correlations between
harmonic sources and harmonic distortion nodes.
The effectiveness of the
proposed method is tested in the IEEE14 distribution network.
By using
the same test set, the accuracy of proposed method is improved by 8.
42%
over the spatio-temporal graph convolutional network (STGCN).
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