Application of near-infrared spectroscopy in batch process control

H. Lin, O. Marjanovic, B. Lennox, A. Shamekh

    Research output: Chapter in Book/Conference proceedingConference contributionpeer-review

    Abstract

    While batch processes are gaining ever increasing importance in the manufacturing industries, control of the product quality remains to be a serious challenge. To improve overall process understanding and control, new analytical techniques, such as Near-Infrared (NIR) Spectroscopy, are starting to be employed in industry. Currently, these techniques are primarily used for process monitoring purposes and have not yet been explicitly included in feedback control systems. This paper investigates the ability of three different control systems to adequately control a simulated batch reactor using the NIR spectra as feedback information such that the product meets quality specifications. The particular problem considered in this paper is adequate representation of the NIR spectrum using a single variable that is then controlled by employing Model Predictive Controller (MPC). It is shown that the resulting controller performances are highly variable if the controlled variable is chosen by selecting a single peak in the NIR spectrum to represent that variable. On the other hand, by using Principal Component Analysis (PCA) to extract information from all of the wavenumbers and represent it using a single composite variable, which is then controlled, it is shown that the process can be adequately regulated.
    Original languageEnglish
    Title of host publicationIFAC Proceedings Volumes (IFAC-PapersOnline)|IFAC Proc. Vol. (IFAC-PapersOnline)
    Pages750-755
    Number of pages5
    Volume7
    DOIs
    Publication statusPublished - 2009
    Event7th IFAC International Symposium on Advanced Control of Chemical Processes, ADCHEM'09 - Istanbul
    Duration: 1 Jul 2009 → …

    Conference

    Conference7th IFAC International Symposium on Advanced Control of Chemical Processes, ADCHEM'09
    CityIstanbul
    Period1/07/09 → …

    Keywords

    • Batch process
    • Chemical reactor
    • Model predictive control
    • Near infrared spectroscopy

    Fingerprint

    Dive into the research topics of 'Application of near-infrared spectroscopy in batch process control'. Together they form a unique fingerprint.

    Cite this