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Estimation of Steady-State Optimal Filter Gain From Nonoptimal Kalman Filter Residuals
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This paper proposes a new algorithm to estimate the optimal steady-state Kalman filter gain of a linear, discrete-time, time-invariant stochastic system from nonoptimal Kalman filter residuals. ...
Frequency Domain State-Space System Identification
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This paper presents an algorithm for identifying state-space models of linear systems from frequency response data. A matrix-fraction description of the transfer function is employed to curve-fit ...
Identification of Stochastic System and Controller via Projection Filters
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: A method based on projection filters is presented for identifying an open-loop stochastic system with an existing feedback controller. The projection filters are derived from the relationship ...