TY - JOUR
T1 - Harmonic Transfer Characteristics Analysis of Distribution Networks Considering the Time-varying Correlation Features
AU - Ding, Yuhao
AU - Sun, Yuanyuan
AU - Li, Yahui
AU - Li, Bowen
AU - Yi, Hao
AU - Li, Yaqiong
N1 - Publisher Copyright:
© 2026 Chin. Soc. for Elec. Eng.
PY - 2026/6/5
Y1 - 2026/6/5
N2 - With the increasing access volume of source-load-storage and control equipment in new distribution networks, the system structure is becoming more and more complicated and the harmonics show time-varying random characteristics, which makes it extremely difficult to analyze the harmonic transfer law in distribution networks. To clarify the transmission range and transfer law of harmonics between nodes in a new distribution network and guide the assessment of distribution network carrying capacity under distributed photovoltaic (PV) integration, this paper proposes a harmonic transfer characteristic analysis method considering the time-varying correlation characteristics of nodes. Firstly, the harmonic transfer coefficients between distribution network nodes are defined based on the harmonic transfer relationship between nodes, and the distribution network carrying capacity under distributed PV integration is obtained based on the transfer coefficients. Then, the modified cosine similarity is used to cluster the distribution network nodes and select the key nodes for regional division to realize the dimensionality reduction of the harmonic complex transmission relationship of the distribution network. Finally, this paper establishes a RBF-ARX-based harmonic transfer analysis model to evaluate the time-varying transfer characteristics of harmonics in the system by constructing input-output features considering time-varying correlations of nodes. The experimental results show that the proposed harmonic transfer characteristic analysis method can deeply explore the time-varying correlation characteristics of the harmonics between nodes, and efficiently analyze the complex harmonic transfer characteristics in distribution networks.
AB - With the increasing access volume of source-load-storage and control equipment in new distribution networks, the system structure is becoming more and more complicated and the harmonics show time-varying random characteristics, which makes it extremely difficult to analyze the harmonic transfer law in distribution networks. To clarify the transmission range and transfer law of harmonics between nodes in a new distribution network and guide the assessment of distribution network carrying capacity under distributed photovoltaic (PV) integration, this paper proposes a harmonic transfer characteristic analysis method considering the time-varying correlation characteristics of nodes. Firstly, the harmonic transfer coefficients between distribution network nodes are defined based on the harmonic transfer relationship between nodes, and the distribution network carrying capacity under distributed PV integration is obtained based on the transfer coefficients. Then, the modified cosine similarity is used to cluster the distribution network nodes and select the key nodes for regional division to realize the dimensionality reduction of the harmonic complex transmission relationship of the distribution network. Finally, this paper establishes a RBF-ARX-based harmonic transfer analysis model to evaluate the time-varying transfer characteristics of harmonics in the system by constructing input-output features considering time-varying correlations of nodes. The experimental results show that the proposed harmonic transfer characteristic analysis method can deeply explore the time-varying correlation characteristics of the harmonics between nodes, and efficiently analyze the complex harmonic transfer characteristics in distribution networks.
KW - data-driven
KW - harmonic transfer coefficients
KW - machine learning
KW - time-varying correlation features
UR - https://www.scopus.com/pages/publications/105041789248
U2 - 10.13334/j.0258-8013.pcsee.242981
DO - 10.13334/j.0258-8013.pcsee.242981
M3 - 文章
AN - SCOPUS:105041789248
SN - 0258-8013
VL - 46
SP - 4491
EP - 4501
JO - Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering
JF - Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering
IS - 11
ER -