Frequency and Voltage Cooperative Control of Islanded Microgrids Based on Deep Deterministic Policy Gradient Algorithm

This paper proposes an intelligent secondary controller based on the DDPG algorithm for the voltage and frequency stability regulation of an islanded microgrid. After introducing the microgrid model, the controller principle is described. Different scenarios are simulated by Simulink, and the results show that the controller has significant advantages in reducing deviation and controlling voltage and frequency. The study provides solutions for the intelligent control of microgrid and points out the future directions such as optimizing the algorithm, combining other methods and improving stability and reliability.

Authors

Institutions

Publication Details

Published
2024-11-29
DOI
https://doi.org/10.1109/ei264398.2024.10991928
Citations
1
Primary Topic
Microgrid Control and Optimization
Type
article
Field-Weighted Citation Impact
0.33

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Frequency and Voltage Cooperative Control of Islanded Microgrids Based on Deep Deterministic Policy Gradient Algorithm

Xinlin Li, Jiaqiang Zhong, Junpeng Zhang, Dingze Liu et al.
1 citations
Microgrid Control and Optimization
0.33
article

Frequency and Voltage Cooperative Control of Islanded Microgrids Based on Deep Deterministic Policy Gradient Algorithm

Xinlin Li, Jiaqiang Zhong, Junpeng Zhang, Dingze Liu, Jing He, Wei Zhang
article en
1 citations

Abstract

This paper proposes an intelligent secondary controller based on the DDPG algorithm for the voltage and frequency stability regulation of an islanded microgrid. After introducing the microgrid model, the controller principle is described. Different scenarios are simulated by Simulink, and the results show that the controller has significant advantages in reducing deviation and controlling voltage and frequency. The study provides solutions for the intelligent control of microgrid and points out the future directions such as optimizing the algorithm, combining other methods and improving stability and reliability.

Xi'an University of Architecture and Technology (CN)
National Natural Science Foundation of China, China Postdoctoral Science Foundation, Xi'an University of Architecture and Technology
Openalex Percentile: Top 35%
Microgrid Control and Optimization
0.33
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.