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• W2317572885 startingPage "9" @default.
• W2317572885 abstract "Polymer processes often contain state variables whose distributions are multimodal; in addition, the models for these processes are often complex and nonlinear with uncertain parameters. This presents a challenge for Kalman-based state estimators such as the ensemble Kalman filter. We develop an estimator based on a Gaussian mixture model (GMM) coupled with the ensemble Kalman filter (EnKF) specifically for estimation with multimodal state distributions. The expectation maximization algorithm is used for clustering in the Gaussian mixture model. The performance of the GMM-based EnKF is compared to that of the EnKF and the particle filter (PF) through simulations of a polymethyl methacrylate process, and it is seen that it clearly outperforms the other estimators both in state and parameter estimation. While the PF is also able to handle nonlinearity and multimodality, its lack of robustness to model-plant mismatch affects its performance significantly." @default.
• W2317572885 created "2016-06-24" @default.
• W2317572885 creator A5062039529 @default.
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• W2317572885 date "2016-03-30" @default.
• W2317572885 modified "2023-09-27" @default.
• W2317572885 title "Gaussian Mixture Model-Based Ensemble Kalman Filtering for State and Parameter Estimation for a PMMA Process" @default.
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• W2317572885 doi "https://doi.org/10.3390/pr4020009" @default.
• W2317572885 hasPublicationYear "2016" @default.
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