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Robust Linear Parameter Varying Fault Reconstruction of Wind Turbine Pitch Actuator using Second-order Sliding Mode Observer | ||
Journal of Electrical and Computer Engineering Innovations (JECEI) | ||
دوره 11، شماره 1، فروردین 2023، صفحه 229-241 اصل مقاله (1.55 M) | ||
نوع مقاله: Original Research Paper | ||
شناسه دیجیتال (DOI): 10.22061/jecei.2022.8179.500 | ||
نویسندگان | ||
M. Mousavi1؛ M. Ayati* 2؛ M.R. Hairi-Yazdi2؛ S. Siahpour3 | ||
1Department of Mechanical Engineering, Binghamton University, Binghamton 13902, USA. | ||
2School of Mechanical Engineering, College of Engineering, University of Tehran, Tehran, Iran. | ||
3Department of Mechanical Engineering, University of Cincinnati, Cincinnati 45221, USA. | ||
تاریخ دریافت: 25 خرداد 1400، تاریخ بازنگری: 28 مرداد 1401، تاریخ پذیرش: 04 مهر 1401 | ||
چکیده | ||
Background and Objectives: In this paper, a novel linear parameter varying (LPV) model of a wind turbine is developed based on a benchmark model presented by Aalborg University and KK-electronic a/c. The observability and validity of the model are investigated using real aerodynamic data. Methods: In addition, a robust fault detection and reconstruction method for linear parameter varying systems using second-order sliding mode observer is developed and implemented on the linear parameter varying model. The fault signal is reconstructed using a nonlinear term named equivalent output error injection during sliding motion and a proper transformation. The effect of uncertainties and incorrect measurements are minimized by employing an oriented method that requires solving a nonlinear matrix inequality. During numerical simulations, an actuator fault in the pitch system is considered and the performance of the method in fault reconstruction is investigated. Results: Wind speed range is considered from 14 m/s to 16 and it is regarded as a stochastic input exerting aerodynamic torque. Fast and accurate fault reconstruction happens in 0.6 seconds with less than one percent error. The observer performance is not affected by the fault and fault is estimated in 2.5 seconds with an error smaller than 2.48 percent. Conclusion: Results illustrate fast and accurate fault reconstruction and accurate state estimations in the presence of actuator fault. | ||
کلیدواژهها | ||
Wind turbines؛ Pitch actuator faults؛ Linear parameter varying model؛ Sliding mode observer؛ Fault reconstruction | ||
مراجع | ||
[11] S. M. Hosseini, M. Manthouri, "Type 2 adaptive fuzzy control approach applied to variable speed DFIG based wind turbines with MPPT algorithm," Iran. J. Fuzzy Syst., 19(1): 31-45, 2021.
[23] J. Liu, D. Xu, X. Yang, "Sensor fault fetection in variable speed wind turbine system using method,” in Proc. 7th World Congress on Intelligent Control and Automation: 4265–4269, 2008.
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آمار تعداد مشاهده مقاله: 361 تعداد دریافت فایل اصل مقاله: 281 |