Title :
Direction-dependent system modeling approaches exemplified through an electronic nose system
Author :
Rosenqvist, Fredrik ; Tan, Ai Hui ; Godfrey, Keith ; Karlström, Anders
Author_Institution :
Solvina AB, Sweden
fDate :
5/1/2006 12:00:00 AM
Abstract :
The modeling of processes exhibiting direction-dependent behavior is considered. Depending on the application, different models may be suitable. This brief is concerned with the use of Wiener models and piecewise-linear (PWL) models. These approaches are applied to data from an electronic nose system, for which knowledge of the physical principles is combined with system identification methods. Both models are found to provide close approximations to the behavior of the system itself.
Keywords :
electronic noses; identification; piecewise linear techniques; stochastic processes; Wiener models; direction dependent system modeling; electronic nose system; piecewise linear models; system identification method; Distillation equipment; Electronic noses; Engines; Modeling; Nonlinear dynamical systems; Piecewise linear techniques; Signal processing; System identification; Thermomechanical processes; Vehicle dynamics; Direction-dependent systems; Wiener models; electronic nose systems; identification; modeling; nonlinear systems; perturbation signals; piecewise-linear (PWL) models; pseudorandom sequences;
Journal_Title :
Control Systems Technology, IEEE Transactions on
DOI :
10.1109/TCST.2005.860520