Seminar Details
2017-09-26 (14:00) : Impulse response constrained LS-SVM modelling for MIMO Hammerstein system identification
At Euler building (room A.002)
Organized by Mathematical Engineering
Speaker :
Ricardo Castro-Garcia (KU Leuven)
Abstract :
Hammerstein systems are commonly found in many different areas. From chemical processes to power amplifiers, this type of structures have been used for decades in the system identification community. In this presentation we introduce a new method for modeling MIMO Hammerstein systems through an impulse response constrained LS-SVM formulation. One of the main advantages of this method is its flexibility concerning the class of problems it can model and that no previous knowledge about the underlying nonlinearities is required except for very mild assumptions.