A Novel Fractional-Order Active Disturbance Rejection Load Frequency Control Based on An Improved Marine Predator Algorithm

被引:3
|
作者
He, Weichao [1 ]
Zheng, Yuemin [2 ]
Tao, Jin [2 ]
Zhou, Yujuan [1 ]
Wen, Jiayan [1 ,3 ]
Sun, Qinglin [2 ]
机构
[1] Guangxi Univ Sci & Technol, Sch Automat, Liuzhou 545616, Peoples R China
[2] Nankai Univ, Coll Artificial Intelligence, Tianjin 300350, Peoples R China
[3] Guangxi Univ Sci & Technol, Res Ctr Intelligent Cooperat & Cross Applicat, Liuzhou 545616, Peoples R China
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
automatic generation control; fractional-order disturbance rejection controller; marine predator algorithm; load frequency control; five-area interconnected power system; RENEWABLE ENERGY-SOURCES; POWER-SYSTEMS;
D O I
10.3390/su15139853
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Load frequency control (LFC) serves as a crucial component of automatic generation control in renewable energy power systems. Its primary objective is to maintain a balance between the output power of generators and the load demand, thereby ensuring system frequency stability. However, integrating renewable energy sources into power systems brings forth several challenges, such as low power quality and poor system stability due to their uncontrollable nature. To enhance the response speed, stability, and disturbance rejection capabilities of LFC, a novel fractional-order active disturbance rejection controller (NFOADRC) based on an improved marine predator algorithm (IMPA) has been designed in this paper. By leveraging the wide frequency-response range and non-local memory of NFOADRC, a more precise prediction and compensation of rapid oscillations in the system can be achieved. Additionally, the IMPA can be utilized for efficient parameter tuning, enabling a more accurate adjustment of the controller. Subsequently, the combined application of these approaches can be applied to two-area interconnected power systems with a solar thermal power plant (STPP) and a five-area interconnected power system including a wind turbine generator (WTG), photovoltaic (PV) cells, hydro turbine, and gas turbine. The simulation results confirm that the proposed control strategy effectively minimizes the undershoot and overshoot of frequency deviation in the power system. It achieves a faster stabilization of the load frequency, leading to enhanced power quality.
引用
收藏
页数:23
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