Abstract
The generalized frequency response function (GFRF) for Volterra systems described by the nonlinear autoregressive with exogenous input model is determined by a new mapping function based on its parametric characteristic. The nth-order GFRF can now be directly determined in terms of the first order GFRF, which represents the linear component of the system, and model parameters, which define system nonlinearities. Some new properties of the GFRFs are therefore developed. These results can analytically reveal the linear and nonlinear effects on system frequency response functions, and also demonstrate the relationship between convergence of system Volterra series expansion and model parameters.
Original language | English |
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Pages (from-to) | 1-8 |
Number of pages | 8 |
Journal | Journal of Dynamic Systems, Measurement and Control, Transactions of the ASME |
Volume | 131 |
Issue number | 6 |
DOIs | |
Publication status | Published - 1 Nov 2009 |
Externally published | Yes |
Keywords
- Generalized frequency response function (GFRF)
- NARX model
- Nonlinear systems
- Parametric characteristics
- Volterra series
ASJC Scopus subject areas
- Control and Systems Engineering
- Information Systems
- Computer Science Applications
- Mechanical Engineering
- Instrumentation