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Optica Publishing Group
  • Journal of Near Infrared Spectroscopy
  • Vol. 21,
  • Issue 2,
  • pp. 97-106
  • (2013)

Assessment of Chemometric Methods for the Non-Invasive Monitoring of Solid Blending Processes Using Wireless near Infrared Spectroscopy

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Abstract

The US Food and Drug Administration's process analytical technology (PAT) initiative has encouraged the pharmaceutical industry to strengthen research with a view to developing new analytical technologies for improving blending processes. Near infrared (NIR) spectroscopy, which is sensitive to both physical and chemical attributes of substances, has proved a powerful non-invasive analytical technique for this purpose. In this paper, we propose a criterion to assess blending uniformity and accurately detect the end-point of a blending process. The criterion was established by using partial least squares (PLS) regression and calibration-free methods including moving block standard deviation of spectra, principal component scores distance analysis and the mixing index (M). The mixing index was found to provide accurate, robust results with a view to assessing blending uniformity, as was PLS for detecting blending end-points. This novel criterion allowed us to assess the homogeneity of a mixture, without the need of a reference method, a golden batch or a calibration set. In fact, the M index was found to be an easy method and it is a highly suitable tool for PAT as it allows the accurate, precise real-time monitoring of blending processes with minimal intervention of the analyst.

© 2013 IM Publications LLP

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