Generalized Laguerre Reduction of the Volterra Kernel for Practical Identification of a MIMO System | AIChE

Generalized Laguerre Reduction of the Volterra Kernel for Practical Identification of a MIMO System

Type

Conference Presentation

Conference Type

AIChE Spring Meeting and Global Congress on Process Safety

Presentation Date

April 1, 2014

Duration

30 minutes

Skill Level

Intermediate

PDHs

0.50

The Volterra series can be used to model a large subset of nonlinear, dynamic systems. A major

drawback is the number of coefficients required model such systems. In order to reduce the number of

required coefficients, Laguerre polynomials are used to estimate the Volterra kernels. Existing literature

proposes algorithms for a fixed number of Volterra kernels, and Laguerre series. This paper presents a

novel algorithm for generalized calculation of the finite order Volterra-Laguerre (VL) series for a MIMO

system. An example addresses the utility of the algorithm in practical application.

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