SSO optimized FOFPID regulator design for performance enhancement of doubly fed induction generator based wind turbine system

被引:1
|
作者
Dembri, Rafik [1 ]
Rahmani, Lazhar [1 ]
Babes, Badreddine [2 ]
Zaini, Hatim G. [3 ]
Ghoneim, Sherif S. M. [4 ]
Bojer, Amanuel Kumsa [5 ]
Flah, Aymen [6 ,7 ,8 ,9 ,10 ,11 ]
Sharaf, Ahmed B. Abou [12 ,13 ]
机构
[1] Univ Ferhat Abbas, Fac Technol, Automat Lab Set LAS, Setif, Algeria
[2] Res Ctr Ind Technol CRTI, Algiers, Algeria
[3] Taif Univ, Coll Comp & Informat Technol, Comp Engn Dept, Taif 21944, Saudi Arabia
[4] Taif Univ, Coll Engn, Dept Elect Engn, Taif 21944, Saudi Arabia
[5] Ethiopian Artificial Intelligence Inst, POB 40782, Addis Ababa, Ethiopia
[6] Univ Gabes, Natl Engn Sch Gabes, Proc Energy Environm & Elect Syst, Gabes, Tunisia
[7] Middle East Univ, MEU Res Unit, Amman, Jordan
[8] Univ Business & Technol UBT, Coll Engn, Jeddah 21448, Saudi Arabia
[9] Appl Sci Private Univ, Appl Sci Res Ctr, Amman 11931, Jordan
[10] Univ Gabes, Private Higher Sch Appl Sci & Technol Gabes ESSAT, Gabes, Tunisia
[11] VSB Tech Univ Ostrava, ENET Ctr, Ostrava, Czech Republic
[12] Minist Higher Educ & Sci Res, Ind Tech Inst Mataria, Cairo 11718, Egypt
[13] Chitkara Univ, Chitkara Ctr Res & Dev, Baddi 174103, Himachal Prades, India
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
关键词
Wind turbine generator; Fractional-order fuzzy PID Controller; Direct Vector Control; Social Spider optimization method; Doubly Fed induction generator; FUZZY PID CONTROLLER; FRACTIONAL-ORDER; ALGORITHM;
D O I
10.1038/s41598-024-76457-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A wind turbine system (WTS) is a highly coupled and nonlinear system where the output power depends upon highly uncertain wind speed. Therefore, the quality of produced power becomes a challenging problem for researchers. Direct Vector Control (DVC) is a powerful and widely utilized power control strategy to deal with winds that vary rapidly and randomly. As a result, this article employed the newly developed Social Spider Optimization (SSO) technique to optimize the design parameters of Fractional-Order Fuzzy Proportional-Integral with Derivative (FOFPID) regulator to maintain the output power of the studied DFIG-based WTS at the rated value under dynamic wind conditions. The suggested FOFPID controller integrates the capabilities of the Fuzzy intelligent regulator and the Fractional-Order controller, enhancing DFIG current control while allowing independent control of active and reactive power. The approach is incorporated within the DVC strategy of the DFIG's rotor-side converter (RSC), replacing the conventional Proportional-Integral (PI) regulator in the internal current loops. Extensive performance evaluations are conducted under various operating conditions, including active power reference changes, parameter uncertainties, and rapid wind speed variations. Comparative analyses with SSO-optimized PID and Fuzzy regulators show that the FOFPID regulator performs better in terms of maximum overshoot, extreme undershoot, settling time, Total Harmonic Distortion (THD), and Weighted Total Harmonic Distortion (WTHD). The suggested FOFPID regulator also displays stronger robustness against parameters mismatch and weather change than other regulator architectures.
引用
收藏
页数:25
相关论文
共 50 条
  • [1] WIND TURBINE GENERATOR SYSTEM BASED ON CASCADED DOUBLY FED INDUCTION GENERATOR
    Silva de Vasconcelos, Carlos Henrique
    Ferreira, Antonio Carlos
    Stephan, Richard Magdalena
    2015 IEEE 13TH BRAZILIAN POWER ELECTRONICS CONFERENCE AND 1ST SOUTHERN POWER ELECTRONICS CONFERENCE (COBEP/SPEC), 2015,
  • [2] Performance Enhancement of Doubly-Fed Induction Generator-Based-Wind Energy System
    Boghdady, Tarek A.
    Sweed, Islam A.
    Ibrahim, Doaa Khalil
    INTERNATIONAL JOURNAL OF RENEWABLE ENERGY RESEARCH, 2023, 13 (01): : 311 - 325
  • [3] Flicker mitigation in a doubly fed induction generator wind turbine system
    Machmoum, Mohamed
    Hatoum, Ahmad
    Bouaouiche, Toufik
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2010, 81 (02) : 433 - 445
  • [4] Optimal controller design of a doubly-fed induction generator wind turbine system for small signal stability enhancement
    Yang, L.
    Yang, G. Y.
    Xu, Z.
    Dong, Z. Y.
    Wong, K. P.
    Ma, X.
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2010, 4 (05) : 579 - 597
  • [5] Modeling and Control of a Wind Turbine Based On a Doubly Fed Induction Generator
    Noussi, K.
    Abouloifa, A.
    Katir, H.
    Lachkar, I.
    PROCEEDINGS OF 2019 IEEE 4TH WORLD CONFERENCE ON COMPLEX SYSTEMS (WCCS' 19), 2019, : 359 - 363
  • [6] Design of H-infinity Controller for Doubly Fed Induction Generator Based Wind Turbine
    Debouza, Mahdi
    Al-Durra, Ahmed
    2019 IEEE 28TH INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2019, : 491 - 496
  • [7] Neural Network Modeling of a Doubly Fed Induction Generator Wind Turbine System
    Wang, Lin
    Kong, Xiaobing
    Liu, Xiangjie
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 1871 - 1876
  • [8] Reduced models of doubly fed induction generator system for wind turbine simulations
    Sorensen, P.
    Hansen, A. D.
    Lund, T.
    Bindner, H.
    WIND ENERGY, 2006, 9 (04) : 299 - 311
  • [9] Reduced Cost of Reactive Power in Doubly Fed Induction Generator Wind Turbine System With Optimized Grid Filter
    Zhou, Dao
    Blaabjerg, Frede
    Franke, Toke
    Tonnes, Michael
    Lau, Mogens
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 2015, 30 (10) : 5581 - 5590
  • [10] Reduced Cost of Reactive Power in Doubly Fed Induction Generator Wind Turbine System with Optimized Grid Filter
    Zhou, Dao
    Blaabjerg, Frede
    Franke, Toke
    Tonnes, Michael
    Lau, Mogens
    2014 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2014, : 1490 - 1499