Identification of a class of Wiener and Hammerstein-type nonlinear processes with monotonic static gains

ISA Trans. 2010 Oct;49(4):501-9. doi: 10.1016/j.isatra.2010.04.006. Epub 2010 May 15.

Abstract

In this paper a non-iterative approach to identifying Wiener and Hammerstein models, including model structure and parameters, is proposed. A single symmetrical relay test is conducted to determine the structure and then the parameters of the block-oriented nonlinear model possessing a static nonlinearity and a linear process in cascade. The static nonlinearity block is represented by a memoryless and monotonic function and the linear process by a second order transfer function model. A relay with hysteresis induces the limit cycle output signal and one cycle data of the output signal is used to identify the block-oriented nonlinear model. The proposed identification method is simple and gives better performance than previous methods for processes with static nonlinearity.

MeSH terms

  • Algorithms
  • Electronics
  • Nonlinear Dynamics*