JOURNAL OF CHEMICAL ENGINEERING OF JAPAN | |
Monitoring pH-Shift Reactive Crystallization of L-Glutamic Acid Using Moving Window MPCA | |
Min-Sen Chiu1  Qing-Lin Su1  | |
[1] Department of Chemical and Biomolecular Engineering, National University of Singapore | |
关键词: Monitoring; Reactive Crystallization; Multiway PCA; Multiway PLS; Moving Window; | |
DOI : 10.1252/jcej.15we138 | |
来源: Maruzen Company Ltd | |
【 摘 要 】
References(35)With the recent rapid development of in situ real-time measurement for crystallization processes such as focused beam reflectance measurement (FBRM) and particle vision measurement (PVM), an increasing amount of process data has become available for developing multivariate statistical process control (MSPC) tools to monitor crystallization processes efficiently. To tackle the transitional phase changes because of process nonlinearity and time-varying characteristics in a semi-batch pH-shift reactive crystallization, an integrated monitoring method based on moving window multi-way principal component analysis (MPCA) combined with batch-wise unfolding of batch data arrays using crystallizer volume as an indicator variable is developed in this study. Simulation results reveal that, compared to the conventional MPCA and multi-way partial least squares (MPLS) methods, the proposed monitoring scheme not only can detect an abnormal batch efficiently, but it also reflects the contributions of the control actions to revert the process to an in-control state.
【 授权许可】
Unknown
【 预 览 】
Files | Size | Format | View |
---|---|---|---|
RO201912080697437ZK.pdf | 18KB | download |