APPLICATION OF THE TRANSMISSION-LINE METHOD TO THE SOLUTION OF THE CONTINUOUS KALMAN FILTER EQUATIONS OF GENERAL ORDER

Citation
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
Citations number
11
Categorie Soggetti
Computer Sciences",Mathematics,"Computer Science Interdisciplinary Applications","Computer Science Software Graphycs Programming
ISSN journal
03784754
Volume
42
Issue
1
Year of publication
1996
Pages
15 - 33
Database
ISI
SICI code
0378-4754(1996)42:1<15:AOTTMT>2.0.ZU;2-N
Abstract
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.