Title :
Combined distributed parameters and source estimation in tokamak plasma heat transport
Author :
Mechhoud, Sarah ; Witrant, Emmanuel ; Dugard, Luc ; Moreau, Didier
Author_Institution :
Grenoble Image Parole Signal Autom. (GIPSA-Lab.), UJF-Grenoble 1, St. Martin d´Hères, France
Abstract :
We investigate the joint estimation of time and space distributed parameters and input in the tokamak heat transport equation. This physical phenomenon can be modelled by a non-homogeneous linear parabolic partial differential equation (PDE). The analysis of this PDE is achieved in a finite dimensional framework using the cubic b-splines finite element method. The application of the parameter projection method results in a linear time-varying state-space model with unknown parameters and inputs. The DAISYS method proves the structural identifiability of the model and the EKF-UI-WDF estimates simultaneously the states, parameters and inputs. This methodology is applied on the tokamak plasma heat transport equation in order to reconstruct simultaneously its coefficients and its source term. Computer simulations on both mock-up and real data show the performance of the proposed technique.
Keywords :
Tokamak devices; finite element analysis; parabolic equations; partial differential equations; plasma heating; plasma toroidal confinement; plasma transport processes; DAISYS method; EKF-UI-WDF estimates; PDE analysis; combined distributed parameters; computer simulations; cubic b-spline finite element method; finite dimensional framework; linear time-varying state-space model; mock-up data; nonhomogeneous linear parabolic partial differential equation; parameter projection method application; physical phenomenon; real data; simultaneous coefficient reconstruction; source estimation; source term; structural model identifiability; technique performance; time-space distributed input joint estimation; time-space distributed parameter joint estimation; tokamak plasma heat transport equation; unknown inputs; unknown parameters; Approximation methods; Estimation; Heating; Mathematical model; Plasma temperature; Splines (mathematics); Tokamaks;
Conference_Titel :
Control Conference (ECC), 2013 European
Conference_Location :
Zurich