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Genetic algorithms in active vibration reduction problem

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Języki publikacji
EN
Abstrakty
EN
The design of active vibration reduction systems usually consists in selecting a control algorithm and determining the value of its settings. This article presents the results of research on the concept of using genetic algorithms to induce the settings of control systems. To test the concept, a simple pulse-excited flat bar model was selected. The vibrations were suppressed by the PID controller. Genetic algorithms with two types of crossover were tested - arithmetic and uniform. As a result, the settings for the PID controller were obtained, enabling effective reduction of vibrations in a short time.
Rocznik
Strony
art. no. 2022219
Opis fizyczny
Bibliogr. 16 poz., fot. kolor., 1 rys., 1 wykr.
Twórcy
  • Uniwersytet Rzeszowski, Al Rejtana 16c, 35-959 Rzeszów
  • Uniwersytet Rzeszowski, Al Rejtana 16c, 35-959 Rzeszów
Bibliografia
  • 1. J. Wang; Active vibration control: Design towards performance limit; Mechanical Systems and Signal Processing, 2022, 171, 108926.
  • 2. L. Leniowska; Active methods of reducing vibrations of circular plates (in polish); University of Rzeszów, 2006.
  • 3. M. Pawełczyk, S. Wrona, K. Mazur; Methods of Device Noise Control; In: Automatic Control, Robotics, and Information Processing, 2021 821-843, Springer, Cham.
  • 4. B. Sapiński, J. Snamina, Ł. Jastrzębski, A. Staśkiewicz; Laboratory stand for testing self-powered vibration reduction systems; Journal of Theoretical and Applied Mechanics, 2011, 49(4), 1169-1181.
  • 5. A. Kozieł, Ł. Jastrzębski, B. Sapiński; Advanced Prototype of an Electrical Control Unit for an MR Damper Powered by Energy Harvested from Vibrations; Energies, 2022, 15(13), 4537.
  • 6. C.C. Fuller, S.J. Elliott, P.A. Nelson; Active control of vibration; Academic Press, 1996.
  • 7. K. Mierzeiewski, L. Leniowska; Active vibration control of trapezoidal plate using mfc collocated sensor/actuator; In: 2018 Joint Conference-Acoustics, IEEE, 2018, 1-4.
  • 8. Y. Kajikawa, W.S. Gan, S.M. Kuo; Recent advances on active noise control: open issues and innovative applications; APSIPA Transactions on Signal and Information Processing, 2012, 1, e3. DOI:10.1017/ATSIP.2012.4
  • 9. C. Peukert, P. Pöhlmann, M. Merx, J. Müller, S. Ihlenfeldt, Investigation of local and modal based active vibration control strategies on the example of an elastic system; Journal of Machine Engineering, 2019, 19(2), 32-45. DOI: 10.5604/01.3001.0013.2222
  • 10. L. Leniowska, M. Grochowina, M. Sierżęga, B. Hołota; An Adaptive Method for Reducing Vibrations of Circular Plates with Recursive Identification; Applied Sciences, 2022, 12(5), 2723.
  • 11. N. Kokash; An introduction to heuristic algorithms; Department of Informatics and Telecommunications, University of Trento, Italy, 2008, 1-8.
  • 12. K. Bendine, F.B. Boukhoulda, B. Haddag, M. Nouari; Active vibration control of composite plate with optimal placement of piezoelectric patches; Mechanics of Advanced Materials and Structures, 2019, 26(4), 341-349.
  • 13. M.H. Awadalla; Spiking neural network and bull genetic algorithm for active vibration control; International Journal of Intelligent Systems and Applications, 2018, 10(2), 17.
  • 14. C.K.H. Lee; A review of applications of genetic algorithms in operations management; Engineering Applications of Artificial Intelligence, 2018, 76, 1-12.
  • 15. A. Lambora, K. Gupta, K. Chopra; Genetic algorithm-A literature review; In: 2019 international conference on machine learning, big data, cloud and parallel computing (COMITCon), 2019, 380-384.
  • 16. S. Katoch, S. S. Chauhan, V. Kumar; A review on genetic algorithm: past, present, and future; Multimedia Tools and Applications, 2021, 80(5), 8091-8126.
Uwagi
Opracowanie rekordu ze środków MEiN, umowa nr SONP/SP/546092/2022 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2022-2023).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-5fcd7592-2607-4b83-a068-14e32cef1968
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