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author:

Luo, Weilin (Luo, Weilin.) [1] (Scholars:罗伟林) | Zou, Zaojian (Zou, Zaojian.) [2]

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Abstract:

Support Vector Machine is applied to the modeling of a nonlinear dynamic system. Linear kernel is adopted in sample training and the parameters in the mathematical model are calculated by resultant lagrangian factors and support vectors. To diminish the parameter drift in identification, training samples are reconstructed by difference method. Correlation analysis demonstrates the validity of reconstruction. Based on the regressive mathematical model, the dynamics of the system is predicted and comparison between predicted results and test results confirms the parameters identified. © 2012 IEEE.

Keyword:

Nonlinear dynamical systems Parameter estimation Support vector machines

Community:

  • [ 1 ] [Luo, Weilin]College of Mechanical Engineering and Automation, Fuzhou University, Fujian 350108, China
  • [ 2 ] [Zou, Zaojian]School of Naval Architecture, Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China

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Year: 2012

Page: 190-193

Language: English

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ESI Highly Cited Papers on the List: 0 Unfold All

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30 Days PV: 1

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