No. 40 (299), issue 14Pages 182 - 186

Comparison of Minimax Filter and Kalman Filter Estimations

E.O. Podivilovai, V.I. Shiryaev
The article describes using Kalman filter and minimax filter for estimation of dynamic system state vector under condition of uncertainty. Kalman filter is used when disturbances and noises affecting the system are considered to be stochastic variables with a certain distribution curves. Minimax filter is used when statistic information about disturbances and noises is absent but sets of their possible values are available. The comparison of set and point estimations received by using this filters for process with different disturbances and noises is performed. The article also describes the idea of improvement of information sets received by minimax filter by confidence ellipsoid received by Kalman filter. The example of effective joint using of minimax filter and Kalman filter is given in the article.
Full text
Keywords
guaranteed estimation, Kalman filter, minimax filter.
References
1. Kalman R.E. Identification of Noisy Systems. Russian Mathematical Surveys, 1985, no. 40 (4), pp. 25-42.
2. Kats I.YA., Kurzhansky A.B. Minimax Multistep Filtration in Statistically Undefined Situations. Avtomatica i telemekhanica, 1978, no. 11, pp. 79-87. (in Russian)
3. Kuntsenich V.M. Control under Condition of Uncertainty: Guaranteed Reluts in Control and Identification Problems. Naukova Dumka, 2006, 264 p. (in Russian)
4. Ovseevich A.I., Shmatkov A.M. On the Question of Comparison of Stochastic and Guaranteed Approach of Dynamic System State Forecast. Izv. AN. Teoriya i sistemy upravleniya, 1997, no. 4, pp. 11-16. (in Russian)
5. Philimonov N.B. Identification of Discrete Dynamic Objects State and Environment by Polyhedral Programming Method. Mekhatronika, avtomatizatsiya, upravleniye, 2003, no. 2. pp. 11-15. (in Russian)
6. Chernousko F.L. State Estimation for Dynamic Systems. Boca Raton, CRC Press, 1994. 304 p.
7. Shiryaev V.I. Algorithm of Dynamic System Control Under Condition Of Uncertainty. Mekhatronika, 2001, no. 8, pp. 2-5. (in Russian)
8. Shiryaev V.I, Dolbenkov V.I, Ilin E.D., Podivilova E.O. Dynamic System State Estimation under Condition of Uncertainty. Ekstremalnaya robototekhnika. Sbornik dokladov Mezhdunarodnoy nauchno-tekhnicheskoy konferenitsii [Extreeme Robotics. Proceedings of the International Scientific and Technological Conference]. Saint-Petersburg: "Politechikaservice", 2011, pp. 234-243.