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RLS fixed-lag smoother using covariance information in linear continuous stochastic systems
Authors:Seiichi Nakamori
Institution:Faculty of Education, Department of Technology, Kagoshima University, 1-20-6 Kohrimoto, Kagoshima 890-0065, Japan
Abstract:This paper newly designs the recursive least-squares fixed-lag smoother using the covariance information in linear continuous-time stochastic systems. It is assumed that the signal is observed with additive white observation noise and the signal is uncorrelated with the observation noise. The fixed-lag smoother uses the covariance function of the signal in the semi-degenerate kernel form and the variance of the observation noise. The proposed fixed-lag smoother is appropriate for the estimations of stationary or non-stationary stochastic signals generally.
Keywords:Linear continuous systems  Fixed-lag smoother  Least-squares estimation  Covariance information  Wiener-Hopf integral equation  Stochastic signal
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