An interval Type-2 fuzzy Fractional-Order PD-PI controller for frequency stabilization of islanded microgrids optimized with CO algorithm

被引:0
|
作者
Shirali, Siavash [1 ]
Moghaddam, Saeed Zolfaghari [1 ]
Aliasghary, Mortaza [1 ]
机构
[1] Urmia Univ Technol, Fac Ind Technol, Dept Elect Engn, Orumiyeh, Iran
关键词
MG; Frequency control; Fractional order; Interval type-2 fuzzy; CO algorithm;
D O I
10.1016/j.ijepes.2024.110422
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Frequency control in microgrids (MGs) during islanded operation faces significant challenges due to load fluctuations and the intermittent nature of renewable energy sources (RESs). To address this challenge, this study proposes an interval type-2 fuzzy fractional-order PD-PI (IT2FFOPD-PI) controller with the capability to reduce frequency deviations. Additionally, optimizing the controller parameters in dynamic systems is another critical issue, where traditional algorithms such as genetic algorithm (GA), particle swarm optimization (PSO), and sine cosine algorithm (SCA) often struggle with premature convergence and suboptimal solutions. To overcome these limitations, the cheetah optimizer (CO) is employed, for its superior global search capability, ability to avoid local optima, and simplicity, as it does not rely on complex mathematical formulations. Different scenarios are considered in which the effect of the proposed controller on network frequency changes has been compared with two other controllers, i.e., interval type-2 fuzzy fractional-order tilt integral derivative (IT2FFOTID) and interval type-2 fuzzy fractional-order proportional integral derivative (IT2FFOPID) using several optimization methods. Simulation results demonstrate approximately 58.6% and 54.3% improvement in integral time absolute error (ITAE) compared to other two controllers, respectively, in a combined scenario. The CO algorithm also achieves an optimal ITAE objective value of 0.0001092, outperforming other optimization techniques.
引用
收藏
页数:10
相关论文
共 50 条
  • [41] Dynamic output feedback controller design for interval type-2 T-S fuzzy fractional order systems
    Zhang, Xuefeng
    Jin, Kaijing
    IET CONTROL THEORY AND APPLICATIONS, 2020, 14 (18): : 2857 - 2867
  • [42] Implementation of Grasshopper optimization algorithm based cascaded fuzzy PD-PI controller for frequency stability in a multi-area power system
    Tripathy, Debasis
    Behera, Sadasiva
    Choudhury, N. B. Dev
    JOURNAL OF INTERDISCIPLINARY MATHEMATICS, 2020, 23 (02) : 335 - 345
  • [43] A new fractional-order developed type-2 fuzzy control for a class of nonlinear systems
    Sedaghati, Akram
    Pariz, Naser
    Siahi, Mehdi
    Barzamini, Roohollah
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2023, 54 (15) : 2840 - 2858
  • [44] Stabilization Analysis and Impulsive Controller Design for Positive Interval Type-2 Polynomial Fuzzy Systems
    Han, Meng
    Lam, Hak-Keung
    Liu, Fucai
    Tang, Yinggan
    Han, Bo
    Zhou, Hongying
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 30 (09) : 3952 - 3966
  • [45] A Low Power Analog Integrated Fractional Order Type-2 Fuzzy PID Controller
    Alimisis, Vassilis
    Eleftheriou, Nikolaos P.
    Georgakilas, Evangelos
    Dimas, Christos
    Uzunoglu, Nikolaos
    Sotiriadis, Paul P.
    FRACTAL AND FRACTIONAL, 2024, 8 (04)
  • [46] Adaptive interval type-2 fuzzy sliding mode control for fractional-order systems based on finite-time scheme
    Song, Xiaona
    Song, Shuai
    Liu, Leipo
    Tejado Balsera, Ines
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 32 (03) : 1903 - 1915
  • [47] Intelligent control for nonlinear inverted pendulum based on interval type-2 fuzzy PD controller
    El-Nagar, Ahmad M.
    El-Bardini, Mohammad
    El-Rabaie, Nabila M.
    ALEXANDRIA ENGINEERING JOURNAL, 2014, 53 (01) : 23 - 32
  • [48] A metaheuristic approach for interval type-2 fuzzy fractional order fault-tolerant controller for a class of uncertain nonlinear system
    Patel, Himanshukumar R.
    Shah, Vipul A.
    AUTOMATIKA, 2022, 63 (04) : 656 - 675
  • [49] Takagi-Sugeno fractional-order interval type-2 fuzzy proportional-integral-derivative controller with real-time application to a magnetic levitation system
    Sain, Debdoot
    Praharaj, Manoranjan
    Mohan, B. M.
    Yang, Jung-Min
    COMPUTERS & ELECTRICAL ENGINEERING, 2025, 123
  • [50] A Practical Approach for Design of PD and PI Like Interval Type-2 TSK Fuzzy Controllers
    Biglarbegian, Mohammad
    Melek, William W.
    Mendel, Jerry M.
    2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 255 - +