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Designing Fuzzy Artificial Organic Networks Using Sliding-Mode Control

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Advances in Soft Computing (MICAI 2019)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 11835))

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Abstract

Since direct-current (DC) drives are commonly used electric drives, it is imperative to improve their operation under sudden torque-load disturbances. Several industrial applications work under torque-load changes that strongly affect the speed response of the motor, thus deteriorating the performance of the DC drive. On the other hand, discontinuous sliding-mode control (SMC) ensures robustness against disturbances and changes in parameters but has certain drawbacks, such as chattering. In this paper, a fuzzy-logic controller (FLC) based on artificial organic networks is proposed to adjust the control signal of the SMC. This control provides a smooth signal that reduces chatter. The Lyapunov stability of the DC motor driven by the proposed SMC with a fuzzy organic controller is tested and stability margins are computed. The proposed controller is validated via simulation results showing an excellent DC-drive performance. In fact, the fuzzy artificial organic controller can adjust the command signal to improve the transitory response of the DC drive. The proposed controller achieves a good performance for speed controllers using brushless DC motors.

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References

  1. Utkin, V., Guldner, J., Shi, J.: Sliding Mode Control in Electro-Mechanical Systems. Taylor and Francis Group, Florida (2009)

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Acknowledgment

This research is a product of the Project 266632 “Laboratorio Binacional para la Gestión Inteligente de la Sustentabilidad Energética y la Formación Tecnológica” [“Bi-National Laboratory on Smart Sustainable Energy Management and Technology Training”], funded by the CONACYT SENER Fund for Energy Sustainability (Agreement: S0019201401).

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Correspondence to Pedro Ponce .

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Ponce, P., Rosales, A., Molina, A., Ayyanar, R. (2019). Designing Fuzzy Artificial Organic Networks Using Sliding-Mode Control. In: Martínez-Villaseñor, L., Batyrshin, I., Marín-Hernández, A. (eds) Advances in Soft Computing. MICAI 2019. Lecture Notes in Computer Science(), vol 11835. Springer, Cham. https://doi.org/10.1007/978-3-030-33749-0_44

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  • DOI: https://doi.org/10.1007/978-3-030-33749-0_44

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-33748-3

  • Online ISBN: 978-3-030-33749-0

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