EM based estimation for general linear state space systems

Abstract

EM-KF algorithm is very widely used, such as blind source separation and so on. However, due to the lack of research on the more general state space model with input data, it is difficult to apply to the real industrial system. In this paper, the EM-KF algorithm is successfully improved for the more general state space model. A simulation example is given to demonstrate the effectiveness of the algorithm.