NIR spectroscopy on moving solids using a scanning grating spectrometer—impact on multivariate process analysis

The effect of sample movement on spectral response during fiber probe diffuse reflectance near-infrared spectrometry (NIR) sampling was characterized. This is of central importance in Process Analytical Chemistry (PAC) and Process Analytical Technology (PAT). The incitement to this study was the observation of spectral artifacts during measurements of powder samples in process streams when using a mechanically scanning spectrometer. Artifacts appeared as momentary changes in the spectral response during acquisition of a scan. These transitions emanate from continuous replacement of the sample subfraction seen by the probe and are typical for turbid media where sample properties may vary locally with respect to scattering and/or absorption. The impact on qualitative and quantitative analysis using chemometric methods such as principal component analysis (PCA) and partial least squares (PLS) regression was evaluated through experimental and theoretical simulations. It was generally found that spectra with the smallest residuals after projection onto the models came from non-moving samples or samples moving only slowly. It is shown that the magnitude of the spectral residuals is directly connected to the effective sample size, which relates both to sample speed as well as to the sample area presented to the probe. Implications for in-line/on-line process analysis of solids are discussed.

[1]  S. Han,et al.  Determination of SB 216469-S during tablet production using near-infrared reflectance spectroscopy. , 1996, Journal of pharmaceutical and biomedical analysis.

[2]  J. Fricke,et al.  Effective Sample Size in Diffuse Reflectance Near-IR Spectrometry. , 1999, Analytical chemistry.

[3]  L. Danielsson,et al.  Quantitative in-line monitoring of powder blending by near infrared reflection spectroscopy , 2002 .

[4]  J. Fricke,et al.  Quantitative Determination of the Scattering and Absorption Coefficients from Diffuse Reflectance and Transmittance Measurements: Application to Pharmaceutical Powders , 1997 .

[5]  J. Rantanen,et al.  On-line monitoring of moisture content in an instrumented fluidized bed granulator with a multi-channel NIR moisture sensor , 1998 .

[6]  B. Buchanan,et al.  Use of Near-Infrared Spectroscopy to Evaluate an Active in a Film Coated Tablet , 1996, Pharmaceutical Research.

[7]  J. Drennen,et al.  Near-Infrared Spectroscopic Monitoring of the Film Coating Process , 1996, Pharmaceutical Research.

[8]  K. Martin Recent Advances in Near-Infrared Reflectance Spectroscopy , 1992 .

[9]  Stefan Andersson-Engels,et al.  Time-Resolved NIR/Vis Spectroscopy for Analysis of Solids: Pharmaceutical Tablets , 2002 .

[10]  J. Drennen,et al.  Determination of film-coated tablet parameters by near-infrared spectroscopy. , 1995, Journal of pharmaceutical and biomedical analysis.

[11]  Olof Svensson,et al.  Classification of Chemically Modified Celluloses Using a Near-Infrared Spectrometer and Soft Independent Modeling of Class Analogies , 1997 .

[12]  P. Frake,et al.  Process control and end-point determination of a fluid bed granulation by application of near infra-red spectroscopy , 1997 .

[13]  P. K. Aldridge,et al.  On-line monitoring of powder blend homogeneity by near-infrared spectroscopy. , 1996, Analytical chemistry.

[14]  Erik Johansson,et al.  Four levels of pattern recognition , 1978 .

[15]  T. Hirschfeld Sample Area Optimization in a Diffuse Reflectance Near-Infrared Spectrophotometer , 1985 .

[16]  J. Drennen,et al.  Near-infrared spectroscopic characterization of pharmaceutical powder blends. , 1996, Journal of pharmaceutical and biomedical analysis.

[17]  G. Smith,et al.  Food research and data analysis , 1983 .

[18]  J. Gottfries,et al.  Quantitative analysis of film coating in a fluidized bed process by in-line NIR spectrometry and multivariate batch calibration. , 2000, Analytical chemistry.

[19]  James K. Drennen,et al.  Near-Infrared Spectroscopy: Applications in the Analysis of Tablets and Solid Pharmaceutical Dosage Forms , 1995 .

[20]  Emil W. Ciurczak,et al.  Handbook of Near-Infrared Analysis , 1992 .

[21]  A. Höskuldsson PLS regression methods , 1988 .

[22]  Christopher T. Rhodes,et al.  Pharmaceutical Uses of Near-Infrared Spectroscopy , 1995 .

[23]  Jerry Workman A Review of Process near Infrared Spectroscopy: 1980–1994 , 1993 .

[24]  D. Hassell,et al.  Process Analytical Chemistry for Spectroscopists , 1998 .

[25]  L. Danielsson,et al.  Characterization of diffuse reflectance fiber probe sampling on moving solids using a Fourier transform near-infrared spectrometer , 2001 .

[26]  P. K. Aldridge,et al.  Automated system for the on-line monitoring of powder blending processes using near-infrared spectroscopy. Part I. System development and control. , 1996, Journal of pharmaceutical and biomedical analysis.