Load Frequency Active Disturbance Rejection Control Based on Improved Particle Swarm Optimization
A load frequency control (LFC) system based on active disturbance rejection control (ADRC) is designed to solve the problem of frequency modulation caused by large-scale renewable energy grid connection. Traditional parameter-tuning methods are inefficient and often fail to achieve desired control o...
| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2024-03-01
|
| Series: | Electronics |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2079-9292/13/7/1268 |
| _version_ | 1797212690456772608 |
|---|---|
| author | Jidong Wang Yu Sun |
| author_facet | Jidong Wang Yu Sun |
| author_sort | Jidong Wang |
| collection | DOAJ |
| description | A load frequency control (LFC) system based on active disturbance rejection control (ADRC) is designed to solve the problem of frequency modulation caused by large-scale renewable energy grid connection. Traditional parameter-tuning methods are inefficient and often fail to achieve desired control outcomes. To overcome this, an improved Particle Swarm Optimization (PSO) algorithm is introduced, incorporating Levy flight and chaotic mapping. This enhanced algorithm combines the long step–length search capability of Levy flight with the rapid exploration of initial solution space using Tent chaotic mapping, enhancing PSO’s global search ability and addressing premature convergence issues. Simulation results demonstrate that the ADRC controller optimized by the improved algorithm exhibits greater robustness and smaller deviation compared to the original algorithm, showcasing its excellent control performance. |
| first_indexed | 2024-04-24T10:46:23Z |
| format | Article |
| id | doaj.art-3715cd9b57d849ccaab161bc08bd20b6 |
| institution | Directory Open Access Journal |
| issn | 2079-9292 |
| language | English |
| last_indexed | 2024-04-24T10:46:23Z |
| publishDate | 2024-03-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Electronics |
| spelling | doaj.art-3715cd9b57d849ccaab161bc08bd20b62024-04-12T13:17:14ZengMDPI AGElectronics2079-92922024-03-01137126810.3390/electronics13071268Load Frequency Active Disturbance Rejection Control Based on Improved Particle Swarm OptimizationJidong Wang0Yu Sun1School of Electrical Engineering, North China University of Water Resources and Electric Power, Zhengzhou 450045, ChinaSchool of Electrical Engineering, North China University of Water Resources and Electric Power, Zhengzhou 450045, ChinaA load frequency control (LFC) system based on active disturbance rejection control (ADRC) is designed to solve the problem of frequency modulation caused by large-scale renewable energy grid connection. Traditional parameter-tuning methods are inefficient and often fail to achieve desired control outcomes. To overcome this, an improved Particle Swarm Optimization (PSO) algorithm is introduced, incorporating Levy flight and chaotic mapping. This enhanced algorithm combines the long step–length search capability of Levy flight with the rapid exploration of initial solution space using Tent chaotic mapping, enhancing PSO’s global search ability and addressing premature convergence issues. Simulation results demonstrate that the ADRC controller optimized by the improved algorithm exhibits greater robustness and smaller deviation compared to the original algorithm, showcasing its excellent control performance.https://www.mdpi.com/2079-9292/13/7/1268renewable energyactive disturbance rejection controlload frequency controlparticle swarm optimization |
| spellingShingle | Jidong Wang Yu Sun Load Frequency Active Disturbance Rejection Control Based on Improved Particle Swarm Optimization Electronics renewable energy active disturbance rejection control load frequency control particle swarm optimization |
| title | Load Frequency Active Disturbance Rejection Control Based on Improved Particle Swarm Optimization |
| title_full | Load Frequency Active Disturbance Rejection Control Based on Improved Particle Swarm Optimization |
| title_fullStr | Load Frequency Active Disturbance Rejection Control Based on Improved Particle Swarm Optimization |
| title_full_unstemmed | Load Frequency Active Disturbance Rejection Control Based on Improved Particle Swarm Optimization |
| title_short | Load Frequency Active Disturbance Rejection Control Based on Improved Particle Swarm Optimization |
| title_sort | load frequency active disturbance rejection control based on improved particle swarm optimization |
| topic | renewable energy active disturbance rejection control load frequency control particle swarm optimization |
| url | https://www.mdpi.com/2079-9292/13/7/1268 |
| work_keys_str_mv | AT jidongwang loadfrequencyactivedisturbancerejectioncontrolbasedonimprovedparticleswarmoptimization AT yusun loadfrequencyactivedisturbancerejectioncontrolbasedonimprovedparticleswarmoptimization |