System Partitioning Primary Frequency Regulation Capability Evaluation Based on DBSCAN Clustering

The high proportion of new energy sources and large-capacity DC feeds have led to a continuous weakening of system inertia support and primary frequency regulation capabilities. This has highlighted the temporal and spatial dispersion of system frequency response. This dispersion introduces certain errors in evaluating primary frequency regulation capabilities, resulting in unnecessary economic losses for units participating in frequency response and significantly reducing their initiative. To mitigate the impact of frequency dispersion on the primary frequency regulation capability of units, this paper proposes a system partitioning method based on the DBSCAN clustering algorithm. Firstly, to effectively reduce the impact of frequency response dispersion, the DBSCAN clustering algorithm is introduced to partition the power system, with the optimal partitioning results evaluated using the DB index. Then, sensitivity analysis is used to perform disturbance analysis on nodes within each region to determine the optimal frequency measurement point. Finally, a partial regional system of the East China Power Grid is established in the PSD-BPA simulation software to verify the effectiveness of the proposed method. Simulation results show that this method can effectively reduce the impact of frequency dispersion on primary frequency regulation assessment results, making the evaluation more accurate and reliable.

Authors

Institutions

Publication Details

Published
2024-10-18
DOI
https://doi.org/10.1109/dtpi61353.2024.10778703
Primary Topic
Advanced Algorithms and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

System Partitioning Primary Frequency Regulation Capability Evaluation Based on DBSCAN Clustering

Weizheng Gong, Bo Xu, Zhen Yao, Yin Yao et al.
Advanced Algorithms and Applications
article

System Partitioning Primary Frequency Regulation Capability Evaluation Based on DBSCAN Clustering

Weizheng Gong, Bo Xu, Zhen Yao, Yin Yao, Shaoqi Yu
article en

Abstract

The high proportion of new energy sources and large-capacity DC feeds have led to a continuous weakening of system inertia support and primary frequency regulation capabilities. This has highlighted the temporal and spatial dispersion of system frequency response. This dispersion introduces certain errors in evaluating primary frequency regulation capabilities, resulting in unnecessary economic losses for units participating in frequency response and significantly reducing their initiative. To mitigate the impact of frequency dispersion on the primary frequency regulation capability of units, this paper proposes a system partitioning method based on the DBSCAN clustering algorithm. Firstly, to effectively reduce the impact of frequency response dispersion, the DBSCAN clustering algorithm is introduced to partition the power system, with the optimal partitioning results evaluated using the DB index. Then, sensitivity analysis is used to perform disturbance analysis on nodes within each region to determine the optimal frequency measurement point. Finally, a partial regional system of the East China Power Grid is established in the PSD-BPA simulation software to verify the effectiveness of the proposed method. Simulation results show that this method can effectively reduce the impact of frequency dispersion on primary frequency regulation assessment results, making the evaluation more accurate and reliable.

State Grid Corporation of China (China) (CN), Shanghai University of Electric Power (CN)
Openalex Percentile: Top 73%
Advanced Algorithms and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

System Partitioning Primary Frequency Regulation Capability Evaluation Based on DBSCAN Clustering — Weizheng Gong, Bo Xu, et al. · (2024) | TGRS Research Map | TGRS