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Joint estimation in batch culture by using unscented kalman filter

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논문

Joint estimation in batch culture by using unscented kalman filter

학술지

Biotechnology and bioprocess engineering : Bbe

저자명

Zhu, Xi; Feng, Enmin

초록

The disturbances caused by uncertain factors are inevitable in microbial fermentation. In this paper, we study the joint estimation problem for state and parameter in the bio-dissimulation process of glycerol to 1,3-PD in batch culture. Based on the nonlinear stochastic dynamic system model, we establish the corresponding iteration equations of Joint Unscented Kalman Filter (UKF) by referring to the Extended Kalman Filter (EKF), which is generally applied in microbial fermentation. Through numerical computation, both the state estimations and the uncertain model parameter estimations are obtained. Furthermore, the results of different parameter identification methods are compared. The results show that Joint UKF is more feasible for the process of controlling the glycerol fermentation.

발행연도

2012

발행기관

Korean Society for Biotechnology and Bioengineering

ISSN

1226-8372

ISSN

1976-3816

17

6

페이지

pp.1238-1243

주제어

batch culture; nonlinear stochastic system; unscented kalman filter; joint estimation

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1 2023-12-11

논문; 2012-12-01

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