Unbiased minimum-variance input and state estimation for linear discrete-time systems

Autor: Bart De Moor, Steven Gillijns
Rok vydání: 2007
Předmět:
Zdroj: Automatica. 43:111-116
ISSN: 0005-1098
DOI: 10.1016/j.automatica.2006.08.002
Popis: This paper addresses the problem of simultaneously estimating the state and the input of a linear discrete-time system. A recursive filter, optimal in the minimum-variance unbiased sense, is developed where the estimation of the state and the input are interconnected. The input estimate is obtained from the innovation by least-squares estimation and the state estimation problem is transformed into a standard Kalman filtering problem. Necessary and sufficient conditions for the existence of the filter are given and relations to earlier results are discussed.
Databáze: OpenAIRE