Abstract
A model for predicting vibration series of turbogenerator unit is proposed by combining ANNs techniques with non-linear phase space reconstruction. Such established model doesn’t make any hypothesis to history data, but reproduces the dynamic specific of attractor by phase space reconstruction. ANNs architecture to which the prediction model applys is discussed. The influences of embedding dimension m and time delay τ on prediction accuracy are also discussed in detail. Fairly well agreement can be acquired between the predictions of model and actual vibration series of unit.
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References
Najim K, Youlal H, Praly L, Najim M. Direct adaptive control of a pulsed liquid-liquid extraction column. Int J of Adaptive Control and Signal Processing, 1988, 2(3): 181~191
Slock D T M, Kailath T. Fast transversal filter for adaptive linear phase filtering. Left bracket? Right bracket. Int J of Adaptive Control and Signal Processing, 1988, 2(3): 157~179
Drossu R, Obradovic Z. Rapid design os neural networks for time series prediction. IEEE Computational Science & Engineering, 1996, (2): 77~88
Casdagli M. Nonlinear modeling of chaotic time series: series and application. In: Kim J H, Stringer J eds, Applied Chaos, New York: John Wiley & Sons, 1992
Chow T W S, Leung C T. Neural networks short-term load forecasting weather compensation. IEEE Trans on Power System, 1996, 11(4): 1736~1742
Drossu R, Obradovic Z. Rapid design of neural networks for times series prediction. IEEE Computational Science and Engineering, 1996, 3(3): 78–89
Takens F. Detecting strange attractors in turbulence□ Rand D A and Yang L S eds, Dynamical Systems and Turbulence. Berlin: Springer-Verlag, 1981
Funhashi K. On the approximate realization of continuous mapping by neural networks. Neural Networks, 1989, (2): 183~192
Kenel M B, Brown R, Abarbanel H D I. Determining embedding dimension for phase-space reconstruction using a geometrical construction. Phys Rev A, 1992, 45: 3403~3411
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© 2001 Springer-Verlag Berlin Heidelberg
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Ge, ZH., Han, ZH., Ding, CF. (2001). Non-linear Prediction of Vibration Series for Turbogenerator Unit. In: Monostori, L., Váncza, J., Ali, M. (eds) Engineering of Intelligent Systems. IEA/AIE 2001. Lecture Notes in Computer Science(), vol 2070. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-45517-5_87
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DOI: https://doi.org/10.1007/3-540-45517-5_87
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