Parametric Identification of Nonlinear Fractional Hammerstein Models

被引:12
作者
Prasad, Vineet [1 ]
Kothari, Kajal [1 ]
Mehta, Utkal [1 ]
机构
[1] Univ South Pacific, Sch Engn & Phys, Laucala Campus, Suva, Fiji
关键词
Nonlinear Hammerstein model; fractional-order; block pulse functions; operational matrix; SYSTEM-IDENTIFICATION; ORDER SYSTEMS;
D O I
10.3390/fractalfract4010002
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, a system identification method for continuous fractional-order Hammerstein models is proposed. A block structured nonlinear system constituting a static nonlinear block followed by a fractional-order linear dynamic system is considered. The fractional differential operator is represented through the generalized operational matrix of block pulse functions to reduce computational complexity. A special test signal is developed to isolate the identification of the nonlinear static function from that of the fractional-order linear dynamic system. The merit of the proposed technique is indicated by concurrent identification of the fractional order with linear system coefficients, algebraic representation of the immeasurable nonlinear static function output, and permitting use of non-iterative procedures for identification of the nonlinearity. The efficacy of the proposed method is exhibited through simulation at various signal-to-noise ratios.
引用
收藏
页码:1 / 12
页数:12
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