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2024 | OriginalPaper | Buchkapitel

Physics-Informed Sparse Identification of a Bistable Nonlinear Energy Sink

verfasst von : Qinghua Liu, Junyi Cao

Erschienen in: Advances in Nonlinear Dynamics, Volume III

Verlag: Springer Nature Switzerland

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Abstract

Bistable nonlinear energy sinks have attracted extensive attention due to their efficient broad-band targeted energy transfer over a wide range of input energy levels. The precise identification of local bistability is of significance for predicting and controlling the system performance of vibration energy harvesting and absorption. This paper proposes a new physics-informed sparse identification method for parameter estimation of a three-degree-of-freedom bistable nonlinear energy sink. The restoring force surface is constructed on the local bistable structure, and the nonlinear elastic force trajectory is intercepted by assuming two quasi-zero velocity planes. Furthermore, the candidate functions of the nonlinear elastic force can be physically informed in the sparse identification algorithm. Numerical simulation shows that the proposed method not only gives sparse identification physics information but also improves accuracy by 1.61% under the noise level of 30 dB. Experimental verifications are performed on a three-story beam-type bistable energy sink. The result shows that the identified nonlinear elastic force has a good agreement with the measured one, and the NMSE is only 0.97%.

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Literatur
1.
Zurück zum Zitat Vakakis, A.F., Gendelman, O.V., Bergman, L.A., Mojahed, A., Gzal, M.: Nonlinear targeted energy transfer: state of the art and new perspectives. Nonlinear Dyn. 108, 1–31 (2022)CrossRef Vakakis, A.F., Gendelman, O.V., Bergman, L.A., Mojahed, A., Gzal, M.: Nonlinear targeted energy transfer: state of the art and new perspectives. Nonlinear Dyn. 108, 1–31 (2022)CrossRef
2.
Zurück zum Zitat Ding, H., Chen, L.-Q.: Designs, analysis, and applications of nonlinear energy sinks. Nonlinear Dyn. 100, 3061–3107 (2020)CrossRef Ding, H., Chen, L.-Q.: Designs, analysis, and applications of nonlinear energy sinks. Nonlinear Dyn. 100, 3061–3107 (2020)CrossRef
3.
Zurück zum Zitat Habib, G., Romeo, F.: The tuned bistable nonlinear energy sink. Nonlinear Dyn. 89, 179–196 (2017)CrossRef Habib, G., Romeo, F.: The tuned bistable nonlinear energy sink. Nonlinear Dyn. 89, 179–196 (2017)CrossRef
4.
Zurück zum Zitat Qiu, D., Li, T., Seguy, S., Paredes, M.: Efficient targeted energy transfer of bistable nonlinear energy sink: application to optimal design. Nonlinear Dyn. 92, 443–461 (2018)CrossRef Qiu, D., Li, T., Seguy, S., Paredes, M.: Efficient targeted energy transfer of bistable nonlinear energy sink: application to optimal design. Nonlinear Dyn. 92, 443–461 (2018)CrossRef
5.
Zurück zum Zitat Fang, S., Chen, K., Xing, J., Zhou, S., Liao, W.-H.: Tuned bistable nonlinear energy sink for simultaneously improved vibration suppression and energy harvesting. Int. J. Mech. Sci. 212, 106838 (2021)CrossRef Fang, S., Chen, K., Xing, J., Zhou, S., Liao, W.-H.: Tuned bistable nonlinear energy sink for simultaneously improved vibration suppression and energy harvesting. Int. J. Mech. Sci. 212, 106838 (2021)CrossRef
6.
Zurück zum Zitat Li, H., Li, A., Kong, X.: Design criteria of bistable nonlinear energy sink in steady-state dynamics of beams and plates. Nonlinear Dyn. 103, 1475–1497 (2021)CrossRef Li, H., Li, A., Kong, X.: Design criteria of bistable nonlinear energy sink in steady-state dynamics of beams and plates. Nonlinear Dyn. 103, 1475–1497 (2021)CrossRef
7.
Zurück zum Zitat Noël, J.-P., Kerschen, G.: Nonlinear system identification in structural dynamics: 10 more years of progress. Mech. Syst. Signal Process. 83, 2–35 (2017)CrossRef Noël, J.-P., Kerschen, G.: Nonlinear system identification in structural dynamics: 10 more years of progress. Mech. Syst. Signal Process. 83, 2–35 (2017)CrossRef
8.
Zurück zum Zitat Liu, Q., Hou, Z., Zhang, Y., Jing, X., Kerschen, G., Cao, J.: Nonlinear restoring force identification of strongly nonlinear structures by displacement measurement. ASME. J. Vib. Acoust. 144(3), 031002 (2022)CrossRef Liu, Q., Hou, Z., Zhang, Y., Jing, X., Kerschen, G., Cao, J.: Nonlinear restoring force identification of strongly nonlinear structures by displacement measurement. ASME. J. Vib. Acoust. 144(3), 031002 (2022)CrossRef
9.
Zurück zum Zitat Feldman, M.: Nonparametric identification of asymmetric nonlinear vibration systems with the Hilbert transform. J. Sound Vib. 331, 3386–3396 (2012)CrossRef Feldman, M.: Nonparametric identification of asymmetric nonlinear vibration systems with the Hilbert transform. J. Sound Vib. 331, 3386–3396 (2012)CrossRef
10.
Zurück zum Zitat Feldman, M.: Hilbert transform in vibration analysis. Mech. Syst. Signal Process. 25, 735–802 (2011)CrossRef Feldman, M.: Hilbert transform in vibration analysis. Mech. Syst. Signal Process. 25, 735–802 (2011)CrossRef
11.
Zurück zum Zitat Anastasio, D., Marchesiello, S.: Experimental characterization of friction in a negative stiffness nonlinear oscillator. Vibration. 3, 132–148 (2020)CrossRef Anastasio, D., Marchesiello, S.: Experimental characterization of friction in a negative stiffness nonlinear oscillator. Vibration. 3, 132–148 (2020)CrossRef
12.
Zurück zum Zitat Anastasio, D., Fasana, A., Garibaldi, L., Marchesiello, S.: Nonlinear dynamics of a duffing-like negative stiffness oscillator: modeling and experimental characterization. Shock. Vib. 2020, 1–13 (2020)CrossRef Anastasio, D., Fasana, A., Garibaldi, L., Marchesiello, S.: Nonlinear dynamics of a duffing-like negative stiffness oscillator: modeling and experimental characterization. Shock. Vib. 2020, 1–13 (2020)CrossRef
13.
Zurück zum Zitat Liu, Q., Cao, J., Hu, F., Li, D., Jing, X., Hou, Z.: Parameter identification of nonlinear bistable piezoelectric structures by two-stage subspace method. Nonlinear Dyn. 105, 2157–2172 (2021)CrossRef Liu, Q., Cao, J., Hu, F., Li, D., Jing, X., Hou, Z.: Parameter identification of nonlinear bistable piezoelectric structures by two-stage subspace method. Nonlinear Dyn. 105, 2157–2172 (2021)CrossRef
14.
Zurück zum Zitat Zhu, R., Fei, Q., Jiang, D., Marchesiello, S., Anastasio, D.: Bayesian model selection in nonlinear subspace identification. AIAA J. 60, 92–101 (2022) Zhu, R., Fei, Q., Jiang, D., Marchesiello, S., Anastasio, D.: Bayesian model selection in nonlinear subspace identification. AIAA J. 60, 92–101 (2022)
15.
Zurück zum Zitat Wang, X., Geng, X.-F., Mao, X.-Y., Ding, H., Jing, X.-J., Chen, L.-Q.: Theoretical and experimental analysis of vibration reduction for piecewise linear system by nonlinear energy sink. Mech. Syst. Signal Process. 172, 109001 (2022)CrossRef Wang, X., Geng, X.-F., Mao, X.-Y., Ding, H., Jing, X.-J., Chen, L.-Q.: Theoretical and experimental analysis of vibration reduction for piecewise linear system by nonlinear energy sink. Mech. Syst. Signal Process. 172, 109001 (2022)CrossRef
16.
Zurück zum Zitat Lund, A., Dyke, S.J., Song, W., Bilionis, I.: Identification of an experimental nonlinear energy sink device using the unscented Kalman filter. Mech. Syst. Signal Process. 136, 106512 (2020)CrossRef Lund, A., Dyke, S.J., Song, W., Bilionis, I.: Identification of an experimental nonlinear energy sink device using the unscented Kalman filter. Mech. Syst. Signal Process. 136, 106512 (2020)CrossRef
17.
Zurück zum Zitat Moore, K.J.: Characteristic nonlinear system identification: a data-driven approach for local nonlinear attachments. Mech. Syst. Signal Process. 131, 335–347 (2019)CrossRef Moore, K.J.: Characteristic nonlinear system identification: a data-driven approach for local nonlinear attachments. Mech. Syst. Signal Process. 131, 335–347 (2019)CrossRef
18.
Zurück zum Zitat Brunton, S.L., Proctor, J.L., Kutz, J.N.: Discovering governing equations from data by sparse identification of nonlinear dynamical systems. Proc. Natl Acad. Sci. USA. 113, 3932–3937 (2016)MathSciNetCrossRef Brunton, S.L., Proctor, J.L., Kutz, J.N.: Discovering governing equations from data by sparse identification of nonlinear dynamical systems. Proc. Natl Acad. Sci. USA. 113, 3932–3937 (2016)MathSciNetCrossRef
19.
Zurück zum Zitat Brunton, S.L., Kutz, J.N.: Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control. Cambridge University Press (2022)CrossRef Brunton, S.L., Kutz, J.N.: Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control. Cambridge University Press (2022)CrossRef
20.
Zurück zum Zitat Baraniuk, R.G.: Compressive sensing. IEEE Signal Process. Mag. 24, 118–121 (2007)CrossRef Baraniuk, R.G.: Compressive sensing. IEEE Signal Process. Mag. 24, 118–121 (2007)CrossRef
Metadaten
Titel
Physics-Informed Sparse Identification of a Bistable Nonlinear Energy Sink
verfasst von
Qinghua Liu
Junyi Cao
Copyright-Jahr
2024
DOI
https://doi.org/10.1007/978-3-031-50635-2_39

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