Abstract
The rapid rise in energy needs has put immense pressure on our power systems, particularly due to the significant reliance on renewable energy sources. It's essential to manage this increasing pressure effectively to guarantee the continuous and smooth functioning of our power grids. The balance between power generation and demand significantly influences the system's frequency, impacting its stability. Any variations in this frequency can result in over-voltage issues, grid damage, and in severe cases, complete blackouts. Consequently, this study introduced a robust method to alleviate the load frequency issues stemming from fluctuating demand with a significant increase in the use of renewable energy. The Load Frequency Control (LFC) system depends on a Proportional Integral (PI) regulator. To optimize this controller, the genetic algorithm (GA) is initially employed, followed by refinement through the firefly algorithm (FA). Improvements in how the system reacts are achieved by integrating a Fractional Order Proportional Integral Controller (FOPID) adjusted through the dragonfly search algorithm (DSA). Also, to enhance the system's effectiveness, a layered Proportional Integral-Proportional Derivative (PI-PD) controller is suggested, utilizing Grey Wolf Optimization (GWO) to determine its parameters. The GWO-PI-PD controller provides satisfactory results in mitigating the LFC issue as compared to the other techniques.
| Original language | English |
|---|---|
| Title of host publication | 14th International Conference on Renewable Energy Research and Applications, ICRERA 2025 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 1297-1302 |
| Number of pages | 6 |
| ISBN (Electronic) | 9798331599898 |
| DOIs | |
| State | Published - 2025 |
| Event | 14th International Conference on Renewable Energy Research and Applications, ICRERA 2025 - Vienna, Austria Duration: 27 Oct 2025 → 30 Oct 2025 |
Publication series
| Name | 14th International Conference on Renewable Energy Research and Applications, ICRERA 2025 |
|---|
Conference
| Conference | 14th International Conference on Renewable Energy Research and Applications, ICRERA 2025 |
|---|---|
| Country/Territory | Austria |
| City | Vienna |
| Period | 27/10/25 → 30/10/25 |
Bibliographical note
Publisher Copyright:© 2025 IEEE.
Keywords
- Grey Wolf Optimization
- PV System
- Renewable Energy
- Wind Energy
ASJC Scopus subject areas
- Energy Engineering and Power Technology
- Renewable Energy, Sustainability and the Environment
- Electrical and Electronic Engineering
- Safety, Risk, Reliability and Quality
- Control and Optimization
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