MPPT Improvement for PMSG-Based Wind Turbines Using Extended Kalman Filter and Fuzzy Control System
Amirsoheil Honarbari,
Sajad Najafi-Shad,
Mohsen Saffari Pour,
Seyed Soheil Mousavi Ajarostaghi and
Ali Hassannia
Additional contact information
Amirsoheil Honarbari: Dipartimento di Informatica Bioingegneria Robotica e Ingegneria dei Sistemi (DIBRIS), Universita Degli Studi di Genova, 16145 Genova, Italy
Sajad Najafi-Shad: Department of Electrical and Computer Engineering, University of Sistan and Baluchestan, Zahedan 98167-45845, Iran
Mohsen Saffari Pour: Department of Mechanical Engineering, Faculty of Engineering, Shahid Bahonar University of Kerman, Kerman 76169-13439, Iran
Seyed Soheil Mousavi Ajarostaghi: Faculty of Mechanical Engineering, Babol Noshirvani University of Technology, Babol 47148-71167, Iran
Ali Hassannia: Department of Electrical and Computer Engineering, University of Sistan and Baluchestan, Zahedan 98167-45845, Iran
Energies, 2021, vol. 14, issue 22, 1-16
Abstract:
Variable speed wind turbines are commonly used as wind power generation systems because of their lower maintenance cost and flexible speed control. The optimum output power for a wind turbine can be extracted using maximum power point tracking (MPPT) strategies. However, unpredictable parameters, such as wind speed and air density could affect the accuracy of the MPPT methods, especially during the wind speed small oscillations. In this paper, in a permanent magnet synchronous generator (PMSG), the MPPT is implemented by determining the uncertainty of the unpredictable parameters using the extended Kalman filter (EKF). Also, the generator speed is controlled by employing a fuzzy logic control (FLC) system. This study aims at minimizing the effects of unpredictable parameters on the MPPT of the PMSG system. The simulation results represent an improvement in MPPT accuracy and output power efficiency.
Keywords: wind turbines; permanent magnet synchronous generator; fuzzy logic control; Extended Kalman Filter (search for similar items in EconPapers)
JEL-codes: Q Q0 Q4 Q40 Q41 Q42 Q43 Q47 Q48 Q49 (search for similar items in EconPapers)
Date: 2021
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Citations: View citations in EconPapers (6)
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