Title :
Using spatial H2 norm for sensor placement in parabolic partial differential equations
Author :
Armaou, Antonios ; Demetriou, Michael A.
Author_Institution :
Dept. of Chem. Eng., Pennsylvania State Univ., University Park, PA
Abstract :
The issue of optimal sensor placement in the presence of disturbance is investigated for a class of transport-reaction processes, mathematically modeled by linear parabolic partial differential equations. Specifically, using modal decomposition to discretize the spatial coordinate, the optimal sensor location is computed through the solution of a nonlinear optimization problem in appropriate L2 space. The notions of spatial and modal observability and robustness index are employed for the definition of the objective and constraint functionals. The formulated problem is subsequently solved using standard search algorithms. The proposed method is illustrated on a representative thermal diffusion process modeled by a one-dimensional parabolic PDE, where, in the presence of disturbances with known distribution, the optimal location of a single point sensor is computed
Keywords :
Hinfin control; observability; optimisation; parabolic equations; partial differential equations; robust control; sensors; computational scheme; improved filters; modal decomposition; modal observability; nonlinear optimization problem; optimal sensor placement; parabolic partial differential equations; robustness index; spatial H2 norm; spatial observability; spillover effects; thermal diffusion process; transport-reaction processes; Actuators; Differential equations; Diffusion processes; Hydrogen; Mathematical model; Observability; Open loop systems; Partial differential equations; Robustness; Sensor systems;
Conference_Titel :
American Control Conference, 2006
Conference_Location :
Minneapolis, MN
Print_ISBN :
1-4244-0209-3
Electronic_ISBN :
1-4244-0210-7
DOI :
10.1109/ACC.2006.1656425