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State estimation for sampled-data descriptor nonlinear system: a strong tracking unscented Kalman filter approach - MaRDI portal

State estimation for sampled-data descriptor nonlinear system: a strong tracking unscented Kalman filter approach (Q1992872)

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scientific article; zbMATH DE number 6972229
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State estimation for sampled-data descriptor nonlinear system: a strong tracking unscented Kalman filter approach
scientific article; zbMATH DE number 6972229

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    State estimation for sampled-data descriptor nonlinear system: a strong tracking unscented Kalman filter approach (English)
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    5 November 2018
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    Summary: This paper proposes a state estimation method for a sampled-data descriptor system by the Kalman filtering method. The sampled-data descriptor system is firstly discretized to obtain a discrete-time nonsingular model. Based on the discretized nonsingular system, a strong tracking unscented Kalman filter (STUKF) algorithm is designed for the state estimation. Then, a defined suboptimal fading factor is proposed and added to the prediction covariance for decreasing the weight of the prior knowledge on the conventional UKF filtering solution. Finally, a simulation example is given to show the effectiveness of the proposed method.
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