Title :
Observer Design for Uniformly Observable Systems With Sampled Measurements
Author :
Nadri, Madiha ; Hammouri, Hassan ; Grajales, R.M.
Author_Institution :
Univ. de Lyon, Lyon, France
Abstract :
This work considers the problem of observer design for continuous-time systems with sampled output measurements (continuous-discrete time systems). In classical literature and in many applications, the continuous-discrete time extended Kalman filter (EKF) is used in order to tackle this problem. In this work, using a normal form characterizing the class of nonlinear uniformly observable single output nonlinear systems, it is shown that a particular stationary solution of a continuous discrete time Lyapunov equation can be used in order to design a constant high gain observer. Explicit conditions are given to ensure global convergence of the observer. Finally, an illustration of this result is given using an example of a biological process.
Keywords :
Kalman filters; Lyapunov methods; continuous time systems; control system synthesis; convergence; discrete time systems; nonlinear control systems; observers; sampled data systems; EKF; Lyapunov equation; continuous time system; discrete time system; extended Kalman filter; global convergence; nonlinear uniform observable single output nonlinear system; observer design; sampled measurement; Equations; Gain measurement; Kalman filters; Linear matrix inequalities; Mathematical model; Observers; Time measurement; Constant gain; high gain observer; sampled output; uniformly observable systems;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2012.2212517