Free vibration control of smart composite beams using particle swarm optimized self-tuning fuzzy logic controller
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2014
Authors
Zorić, NemanjaSimonović, Aleksandar
Mitrović, Zoran
Stupar, Slobodan
Obradović, Aleksandar
Lukić, Nebojša S.
Article (Published version)
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This paper deals with active free vibrations control of smart composite beams using particle-swarm optimized self-tuning fuzzy logic controller. In order to improve the performance and robustness of the fuzzy logic controller, this paper proposes integration of self-tuning method, where scaling factors of the input variables in the fuzzy logic controller are adjusted via peak observer, with optimization of membership functions using the particle swarm optimization algorithm. The Mamdani and zero-order Takagi-Sugeno-Kang fuzzy inference methods are employed. In order to overcome stability problem, at the same time keeping advantages of the proposed self-tuning fuzzy logic controller, this controller is combined with the LQR making composite controller. Several numerical studies are provided for the cantilever composite beam for both single mode and multimodal cases. In the multimodal case, a large-scale system is decomposed into smaller subsystems in a parallel structure. In order to re...present the efficiency of the proposed controller, obtained results are compared with the corresponding results in the cases of the optimized fuzzy logic controllers with constant scaling factors and linear quadratic regulator.
Source:
Journal of Sound and Vibration, 2014, 333, 21, 5244-5268Publisher:
- Academic Press Ltd- Elsevier Science Ltd, London
Funding / projects:
- Research and Development of Advanced Design Approaches for High Performance Composite Rotor Blades (RS-MESTD-Technological Development (TD or TR)-35035)
- Sustainability and improvement of mechanical systems in energetic, material handling and conveying by using forensic engineering, environmental and robust design (RS-MESTD-Technological Development (TD or TR)-35006)
DOI: 10.1016/j.jsv.2014.06.001
ISSN: 0022-460X
WoS: 000340301100002
Scopus: 2-s2.0-84926020553
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Inovacioni centarTY - JOUR AU - Zorić, Nemanja AU - Simonović, Aleksandar AU - Mitrović, Zoran AU - Stupar, Slobodan AU - Obradović, Aleksandar AU - Lukić, Nebojša S. PY - 2014 UR - https://machinery.mas.bg.ac.rs/handle/123456789/1914 AB - This paper deals with active free vibrations control of smart composite beams using particle-swarm optimized self-tuning fuzzy logic controller. In order to improve the performance and robustness of the fuzzy logic controller, this paper proposes integration of self-tuning method, where scaling factors of the input variables in the fuzzy logic controller are adjusted via peak observer, with optimization of membership functions using the particle swarm optimization algorithm. The Mamdani and zero-order Takagi-Sugeno-Kang fuzzy inference methods are employed. In order to overcome stability problem, at the same time keeping advantages of the proposed self-tuning fuzzy logic controller, this controller is combined with the LQR making composite controller. Several numerical studies are provided for the cantilever composite beam for both single mode and multimodal cases. In the multimodal case, a large-scale system is decomposed into smaller subsystems in a parallel structure. In order to represent the efficiency of the proposed controller, obtained results are compared with the corresponding results in the cases of the optimized fuzzy logic controllers with constant scaling factors and linear quadratic regulator. PB - Academic Press Ltd- Elsevier Science Ltd, London T2 - Journal of Sound and Vibration T1 - Free vibration control of smart composite beams using particle swarm optimized self-tuning fuzzy logic controller EP - 5268 IS - 21 SP - 5244 VL - 333 DO - 10.1016/j.jsv.2014.06.001 ER -
@article{ author = "Zorić, Nemanja and Simonović, Aleksandar and Mitrović, Zoran and Stupar, Slobodan and Obradović, Aleksandar and Lukić, Nebojša S.", year = "2014", abstract = "This paper deals with active free vibrations control of smart composite beams using particle-swarm optimized self-tuning fuzzy logic controller. In order to improve the performance and robustness of the fuzzy logic controller, this paper proposes integration of self-tuning method, where scaling factors of the input variables in the fuzzy logic controller are adjusted via peak observer, with optimization of membership functions using the particle swarm optimization algorithm. The Mamdani and zero-order Takagi-Sugeno-Kang fuzzy inference methods are employed. In order to overcome stability problem, at the same time keeping advantages of the proposed self-tuning fuzzy logic controller, this controller is combined with the LQR making composite controller. Several numerical studies are provided for the cantilever composite beam for both single mode and multimodal cases. In the multimodal case, a large-scale system is decomposed into smaller subsystems in a parallel structure. In order to represent the efficiency of the proposed controller, obtained results are compared with the corresponding results in the cases of the optimized fuzzy logic controllers with constant scaling factors and linear quadratic regulator.", publisher = "Academic Press Ltd- Elsevier Science Ltd, London", journal = "Journal of Sound and Vibration", title = "Free vibration control of smart composite beams using particle swarm optimized self-tuning fuzzy logic controller", pages = "5268-5244", number = "21", volume = "333", doi = "10.1016/j.jsv.2014.06.001" }
Zorić, N., Simonović, A., Mitrović, Z., Stupar, S., Obradović, A.,& Lukić, N. S.. (2014). Free vibration control of smart composite beams using particle swarm optimized self-tuning fuzzy logic controller. in Journal of Sound and Vibration Academic Press Ltd- Elsevier Science Ltd, London., 333(21), 5244-5268. https://doi.org/10.1016/j.jsv.2014.06.001
Zorić N, Simonović A, Mitrović Z, Stupar S, Obradović A, Lukić NS. Free vibration control of smart composite beams using particle swarm optimized self-tuning fuzzy logic controller. in Journal of Sound and Vibration. 2014;333(21):5244-5268. doi:10.1016/j.jsv.2014.06.001 .
Zorić, Nemanja, Simonović, Aleksandar, Mitrović, Zoran, Stupar, Slobodan, Obradović, Aleksandar, Lukić, Nebojša S., "Free vibration control of smart composite beams using particle swarm optimized self-tuning fuzzy logic controller" in Journal of Sound and Vibration, 333, no. 21 (2014):5244-5268, https://doi.org/10.1016/j.jsv.2014.06.001 . .