On-line monitoring of batch cooling crystallization of organic compounds using ATR-FTIR spectroscopy coupled with an advanced calibration method

被引:31
|
作者
Chen, Zeng-Ping [1 ,2 ]
Morris, Julian [2 ]
Borissova, Antonia [3 ]
Khan, Shahid [3 ]
Mahmud, Tariq [3 ]
Penchev, Rado [3 ]
Roberts, Kevin J. [3 ]
机构
[1] Hunan Univ, Coll Chem & Chem Engn, State Key Lab Chemobiosensing & Chemometr, Changsha 410082, Hunan, Peoples R China
[2] Univ Newcastle, Sch Chem Engn & Adv Mat, Ctr Proc Analyt & Control Technol, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
[3] Univ Leeds, Sch Proc Environm & Mat Engn, Inst Particle Sci & Engn, Leeds LS2 9JT, W Yorkshire, England
关键词
Batch cooling crystallization; ATR-FTIR; Multivariate calibration; Extended loading space standardization; INDUCED SPECTRAL VARIATION; IN-SITU; DIRECT DESIGN; CITRIC-ACID; TEMPERATURE; SUPERSATURATION;
D O I
10.1016/j.chemolab.2008.11.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
During on-line monitoring and control of batch cooling crystallization using ATR-FTIR spectroscopy, appropriate calibration procedures are indispensable to the conversion of the spectroscopic measurements into useful and informative in-situ concentration predictions. The commonly used empirical transmittance ratio models cannot effectively handle complicated systems where the absorption bands appearing from solute and solvent overlap each other or the characteristic absorption bands of solute are rather weak and prone to noise. The conventional multivariate bilinear calibration modelling approaches of PCR and PLS are not capable of explicitly modelling with acceptable accuracy the temperature-induced spectral variations, the scaling effect resulting from the use of concentration units in mass-mass/mass-volume ratio rather than molarity, and the multiplicative effects caused by potential variations in optical path-length. In this contribution, an advanced chemometric methodology, termed extended loading space standardization, is presented and shown to be able to explicitly address the above issues. This is demonstrated by application to the on-line monitoring of the batch cooling crystallization of two organic compounds, monosodium glutamate and L-glutamic acid respectively using ATR-FTIR spectroscopy. The results showed that using extended loading space standardization has enhanced predictive performance than conventional multivariate bilinear calibration methods due to its ability in efficiently handling the impact of temperature and multiplicative effects. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:49 / 58
页数:10
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