Ms. Woolfson et Syr. Hui, APPLICATION OF THE TRANSMISSION-LINE METHOD TO THE SOLUTION OF THE CONTINUOUS KALMAN FILTER EQUATIONS OF GENERAL ORDER, Mathematics and computers in simulation, 42(1), 1996, pp. 15-33
In this paper, the transmission line method (TLM) is applied to the so
lution of the general, nth order, continuous Kalman filter estimation
equations. A comparison is made between this method, the first-order G
ear algorithm and the fourth-order Runge-Kutta method, in the estimati
on of the voltage drop and its derivative across a capacitor in an LCR
circuit. An analysis is made of the sensitivity of the algorithms to
changing time step and measurement error variance. In most cases, the
Runge-Kutta method has the best performance at the expense of computin
g time. However, in some cases, the new algorithm yields less biased a
nd smoother estimates. The TLM algorithm performs consistently better
than the Gear method for the particular problem analysed. The CPU time
for the TLM algorithm has also been compared with that required by th
e Gear and Runge-Kutta methods; the TLM method is found to take approx
imately 25% of the time required by the Runge-Kutta method to process
one measurement. The TLM algorithm appears to present a compromise bet
ween accuracy of estimation and computing time. Finally, suggestions a
re made for further work.