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Pitch Angle Optimization by Intelligent Adjusting the Gains of a PI Controller for Small Wind Turbines in Areas with Drastic Wind Speed Changes

Author

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  • Ernesto Chavero-Navarrete

    (Centro de Tecnología Avanzada CIATEQ AC, Queretaro 76150, Mexico
    Facultad de Ingeniería, Universidad Autónoma de Querétaro, Santiago de Queretaro 76010, Mexico)

  • Mario Trejo-Perea

    (Facultad de Ingeniería, Universidad Autónoma de Querétaro, Santiago de Queretaro 76010, Mexico)

  • Juan-Carlos Jáuregui-Correa

    (Facultad de Ingeniería, Universidad Autónoma de Querétaro, Santiago de Queretaro 76010, Mexico)

  • Roberto-Valentín Carrillo-Serrano

    (Facultad de Ingeniería, Universidad Autónoma de Querétaro, Santiago de Queretaro 76010, Mexico)

  • José-Gabriel Rios-Moreno

    (Facultad de Ingeniería, Universidad Autónoma de Querétaro, Santiago de Queretaro 76010, Mexico)

Abstract

The population growth demands a greater generation of energy, an alternative is the use of small wind turbines, however, obtaining maximum wind power becomes the main challenge when there are drastic changes in wind speed. The angle of the blades rotates around its longitudinal axis to control the effect of the wind on the rotation of the turbine, a proportional-integral controller (PI) for this angle achieves stability and precision in a stable state but is not functional with severe alterations in wind speed, a different response time is necessary in both cases. This article proposes a novel pitch angle controller based on auto-tuning of PI gains, for which it uses a teaching–learning based optimization (TLBO) algorithm. The wind speed and the value of the magnitude of the change are used by the algorithm to determine the appropriate PI gains at different wind speeds, so it can adapt to any sudden change in wind speed. The effectiveness of the proposed method is verified by experimental results for a 14 KW permanent magnet synchronous generator (PMSG) wind turbine located at the Universidad Autónoma de Querétaro (UAQ), Mexico.

Suggested Citation

  • Ernesto Chavero-Navarrete & Mario Trejo-Perea & Juan-Carlos Jáuregui-Correa & Roberto-Valentín Carrillo-Serrano & José-Gabriel Rios-Moreno, 2019. "Pitch Angle Optimization by Intelligent Adjusting the Gains of a PI Controller for Small Wind Turbines in Areas with Drastic Wind Speed Changes," Sustainability, MDPI, vol. 11(23), pages 1-18, November.
    • Handle: RePEc:gam:jsusta:v:11:y:2019:i:23:p:6670-:d:290831
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    1. Giannakis, Andreas & Karlis, Athanasios & Karnavas, Yannis L., 2018. "A combined control strategy of a DFIG based on a sensorless power control through modified phase-locked loop and fuzzy logic controllers," Renewable Energy, Elsevier, vol. 121(C), pages 489-501.
    2. Kumar, Dipesh & Chatterjee, Kalyan, 2016. "A review of conventional and advanced MPPT algorithms for wind energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 55(C), pages 957-970.
    3. Hodzic, Migdat & Tai, Li-Chou, 2016. "Grey Predictor reference model for assisting particle swarm optimization for wind turbine control," Renewable Energy, Elsevier, vol. 86(C), pages 251-256.
    4. Simona Culotta & Vincenzo Franzitta & Daniele Milone & Gino Moncada Lo Giudice, 2015. "Small Wind Technology Diffusion in Suburban Areas of Sicily," Sustainability, MDPI, vol. 7(9), pages 1-16, September.
    5. Wang, Lin & Liu, Xiongwei & Kolios, Athanasios, 2016. "State of the art in the aeroelasticity of wind turbine blades: Aeroelastic modelling," Renewable and Sustainable Energy Reviews, Elsevier, vol. 64(C), pages 195-210.
    6. Victor Court, 2018. "Energy Capture, Technological Change, and Economic Growth: An Evolutionary Perspective," Biophysical Economics and Resource Quality, Springer, vol. 3(3), pages 1-27, September.
    7. Menon, Muraleekrishnan & Ponta, Fernando L., 2017. "Dynamic aeroelastic behavior of wind turbine rotors in rapid pitch-control actions," Renewable Energy, Elsevier, vol. 107(C), pages 327-339.
    8. Staggs, Jason & Ferlemann, David & Shenoi, Sujeet, 2017. "Wind farm security: attack surface, targets, scenarios and mitigation," International Journal of Critical Infrastructure Protection, Elsevier, vol. 17(C), pages 3-14.
    9. Yang, Bo & Yu, Tao & Shu, Hongchun & Zhang, Yuming & Chen, Jian & Sang, Yiyan & Jiang, Lin, 2018. "Passivity-based sliding-mode control design for optimal power extraction of a PMSG based variable speed wind turbine," Renewable Energy, Elsevier, vol. 119(C), pages 577-589.
    10. Honrubia-Escribano, A. & Gómez-Lázaro, E. & Fortmann, J. & Sørensen, P. & Martin-Martinez, S., 2018. "Generic dynamic wind turbine models for power system stability analysis: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 1939-1952.
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    Cited by:

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