Detection of porosity of pharmaceutical compacts by terahertz radiation transmission and light reflection measurement techniques
Abstract
We report on the non-destructive quantification of the porosity of pharmaceutical compacts (microcrystalline cellulose tablets) by using both optical and terahertz techniques. For the full analysis of the porosity of pharmaceutical tablets, the results obtained in both cases have shown that optical and terahertz techniques are complementary. The intrinsic refractive index of microcrystalline cellulose was estimated using the effective refractive index obtained from the time delay of the THz pulse together with the Bruggeman model for effective media. Once this intrinsic refractive index is known, the unknown porosity of the tablet can be estimated with the aid of the measured effective refractive index as well as the thickness of the pharmaceutical tablet. The method was tested using a set of thirteen tablets having different porosities. It is shown that the error in the estimation of the unknown tablet's porosity is less than 1%. In addition, surface roughness was measured by using an optical interferometer and gloss by using a diffractive-optical-element based glossmeter. The measurement was achieved by scanning the tablets with a probe beam and detecting the reflected light. The surface roughness and gloss data show relatively good correlation with the porosities of the tablets.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
THz-TDS in conjunction with the Bruggeman effective medium approximation can be used to nondestructively and non-invasively measure the porosity of pharmaceutical tablets.
“Around the mid 2010s, Bawuah et al. [40] successfully demonstrated that THz-TDS in conjunction with the Bruggeman effective medium approximation can be used to nondestructively and non-invasively measure the porosity of pharmaceutical tablets.”
From Terahertz-Based Porosity Measurement of Pharmaceutical Tablets: a Tutorial (2020) · cites this paper as [40]
The Bruggeman model could be used to accurately measure the porosity of flat-faced compacts containing only microcrystalline cellulose (MCC) and air, despite its basic assumption that the inclusions are of spherical shape.
“Despite its basic assumption that the inclusions are of spherical shape, the Bruggeman model could be used to accurately measure the porosity of flat-faced compacts containing only microcrystalline cellulose (MCC) and air [40].”
From Terahertz-Based Porosity Measurement of Pharmaceutical Tablets: a Tutorial (2020) · cites this paper as [40]
The Bruggeman model is valid for tablets with a wide range of porosity.
“In that preliminary study, the authors adopted the Bruggeman model due to its validity for tablets with a wide range of porosity.”
From Terahertz-Based Porosity Measurement of Pharmaceutical Tablets: a Tutorial (2020) · cites this paper as [40]
Total porosity can be calculated from a THz-TDS measurement by using effective medium theory and knowing the intrinsic refractive index of the solid matrix.
“The total porosity can thus be calculated from a THz-TDS measurement by utilizing effective medium theory and knowing the intrinsic refractive index of the solid matrix.”
From Measuring Open Porosity of Porous Materials Using THz-TDS and an Index-Matching Medium (2020) · cites this paper as [21]
THz-TDS has been demonstrated to measure porosity of rocks and pharmaceutical tablets and to analyze anisotropy of pore structures.
“This method has been demonstrated to measure the porosity of rocks [20] and pharmaceutical tablets [21,22,23] as well as to analyze the anisotropy of pore structures [18,24].”
From Measuring Open Porosity of Porous Materials Using THz-TDS and an Index-Matching Medium (2020) · cites this paper as [21]
Cites
Bruggeman, D. A. G. (1935) · Annalen der Physik · doi:10.1002/andp.19354160705 · Cited by 8,645 · see citing works
XII. Colours in metal glasses and in metallic films
Garnett, J. C. M. (1904) · Philosophical Transactions of the Royal Society of London Series A Containing Papers of a Mathematical or Physical Character · doi:10.1098/rsta.1904.0024 · Cited by 4,404 · see citing works
Material parameter estimation with terahertz time-domain spectroscopy
Dorney, T. D., Baraniuk, R. G., & Mittleman, D. M. (2001) · Journal of the Optical Society of America A · doi:10.1364/josaa.18.001562 · Cited by 807 · see citing works
Local-field effects and effective-medium theory: A microscopic perspective
Aspnes, D. E. (1982) · American Journal of Physics · doi:10.1119/1.12734 · Cited by 781 · see citing works
Walther, M., Płochocka, P., Fischer, B., Helm, H., & Jepsen, P. U. (2002) · Biopolymers · doi:10.1002/bip.10106 · Cited by 326 · see citing works
Terahertz Spectroscopy and Imaging
(2013) · Springer Series in Optical Sciences · doi:10.1007/978-3-642-29564-5 · Cited by 323 · see citing works
Taday, P. F., Bradley, I. V., Arnone, D. D., & Pepper, M. (2003) · Journal of Pharmaceutical Sciences · doi:10.1002/jps.10358 · Cited by 316 · see citing works
Terahertz pulsed spectroscopy and imaging for pharmaceutical applications: A review
Shen, Y. (2011) · International Journal of Pharmaceutics · doi:10.1016/j.ijpharm.2011.01.012 · Cited by 313 · see citing works
Applications of terahertz spectroscopy to pharmaceutical sciences
Taday, P. F. (2004) · Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences · doi:10.1098/rsta.2003.1321 · Cited by 239 · see citing works
Using terahertz pulsed spectroscopy to study crystallinity of pharmaceutical materials
Strachan, C. J., Rades, T., Newnham, D. A., Gordon, K. C., Pepper, M., & Taday, P. F. (2004) · Chemical Physics Letters · doi:10.1016/j.cplett.2004.03.117 · Cited by 230 · see citing works
May, R. K., Evans, M., Shuncong Zhong, A., Warr, I., Gladden, L. F., Shen, Y., & Zeitler, J. A. (2010) · Journal of Pharmaceutical Sciences · doi:10.1002/jps.22359 · Cited by 160 · see citing works
Self-citationHardness and Density Distributions of Pharmaceutical Tablets Measured by Terahertz Pulsed Imaging
May, R. K., Su, K., Han, L., Shuncong Zhong, A., Elliott, J. A., Gladden, L. F., Evans, M. J., Shen, Y., & Zeitler, J. A. (2013) · Journal of Pharmaceutical Sciences · doi:10.1002/jps.23560 · Cited by 84 · see citing works
Self-citationMonitoring tablet surface roughness during the film coating process
Seitavuopio, P., Heinämäki, J., Rantanen, J., et al. (2006) · AAPS PharmSciTech · doi:10.1208/pt070231 · Cited by 75 · see citing works
Juuti, M., Tuononen, H., Prykäri, T., Kontturi, V, Kuosmanen, M., Alarousu, E., Ketolainen, J., Myllylä, R., & Peiponen, K.-E. (2009) · Measurement Science and Technology · doi:10.1088/0957-0233/20/1/015301 · Cited by 55 · see citing works
Self-citationTablet surface characterisation by various imaging techniques
Seitavuopio, P., Rantanen, J., & Yliruusi, J. K. (2003) · International Journal of Pharmaceutics · doi:10.1016/s0378-5173(03)00026-7 · Cited by 53 · see citing works
Photoacoustic evaluation of elasticity and integrity of pharmaceutical tablets
Ketolainen, J., Oksanen, M., Rantala, J., et al. (1995) · International Journal of Pharmaceutics · doi:10.1016/0378-5173(95)00110-5 · Cited by 47 · see citing works
Self-citationParrott, E. P., Zeitler, J. A., & Gladden, L. F. (2009) · Optics Letters · doi:10.1364/ol.34.003722 · Cited by 47 · see citing works
Self-citationErvasti, T., Silfsten, P., Ketolainen, J., & Peiponen∥, K.-E. (2012) · Applied Spectroscopy · doi:10.1366/11-06315 · Cited by 33 · see citing works
Self-citationKramers–Kronig analysis on the real refractive index of porous media in the terahertz spectral range
Silfsten, P., Kontturi, V., Ervasti, T., Ketolainen, J., & Peiponen∥, K.-E. (2011) · Optics Letters · doi:10.1364/ol.36.000778 · Cited by 28 · see citing works
Self-citationSubmillimetre spectroscopy;: A guide to the theoretical and experimental physics of the far infrared
Chantry, G. W. (1971) · Cited by 26 · see citing works
Broadening of a THz pulse as a measure of the porosity of pharmaceutical tablets
Peiponen, K. ‐., Silfsten, P., Pajander, J. P., & Ketolainen, J. (2013) · International Journal of Pharmaceutics · doi:10.1016/j.ijpharm.2013.02.041 · Cited by 26 · see citing works
Self-citationUse of roughness maps in visualisation of surfaces
Seitavuopio, P., Rantanen, J., & Yliruusi, J. K. (2004) · European Journal of Pharmaceutics and Biopharmaceutics · doi:10.1016/j.ejpb.2004.08.009 · Cited by 26 · see citing works
Terahertz Spectroscopy of Crystalline and Non-Crystalline Solids
Parrott, E. P. J., Fischer, B. M., Gladden, L. F., Zeitler, J. A., & Jepsen, P. U. (2012) · Springer series in optical sciences/SPringer series in optical sciences · doi:10.1007/978-3-642-29564-5_8 · Cited by 18 · see citing works
Self-citationDelalonde, M., & Ruiz, T. (2008) · Chemical Engineering and Processing - Process Intensification · doi:10.1016/j.cep.2007.01.003 · Cited by 17 · see citing works
Description of Wiener bounds of multicomponent composites by barycentric coordinates
Peiponen∥, K.-E., & Gornov, E. (2006) · Optics Letters · doi:10.1364/ol.31.002202 · Cited by 14 · see citing works
Self-citationTerahertz Pulsed Imaging and Magnetic Resonance Imaging as Tools to Probe Formulation Stability
Zhang, Q., Gladden, L. F., Avalle, P., Zeitler, J. A., & Mantle, M. D. (2013) · Pharmaceutics · doi:10.3390/pharmaceutics5040591 · Cited by 13 · see citing works
Self-citationPeiponen∥, K.-E., Vartiainen∥, E. M., Unuma, T., et al. (2013) · Applied Physics Letters · doi:10.1063/1.4804610 · Cited by 12 · see citing works
Self-citationPajander, J. P., Korhonen, O., Laamanen, M., et al. (2009) · Journal of Pharmaceutical Sciences · doi:10.1002/jps.21689 · Cited by 11 · see citing works
Bawuah, P., Silfsten, P., Sarkar, A., Kordás, K., Mikkola, J., & Peiponen∥, K.-E. (2013) · Vibrational Spectroscopy · doi:10.1016/j.vibspec.2013.08.008 · Cited by 10 · see citing works
Self-citationQuality inspection of metal surfaces by diffractive optical element-based glossmeter
Myller, K., Juuti, M., Peiponen∥, K.-E., et al. (2006) · Precision Engineering · doi:10.1016/j.precisioneng.2005.11.009 · Cited by 10 · see citing works
Self-citationLocal and average gloss from flat-faced sodium chloride tablets
Juuti, M., van Veen, B., Peiponen∥, K.-E., et al. (2006) · AAPS PharmSciTech · doi:10.1208/pt070107 · Cited by 9 · see citing works
Self-citationAdvanced glossmeters for industrial applications
Kuivalainen, K., Oksman, A., Juuti, M., et al. (2010) · Optical Review · doi:10.1007/s10043-010-0043-2 · Cited by 9 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
A review of disintegration mechanisms and measurement techniques
Markl, D., & Zeitler, J. A. (2017) · Pharmaceutical Research · doi:10.1007/s11095-017-2129-z · Cited by 439 · see citing works
Self-citationCharacterisation of pore structures of pharmaceutical tablets: A review
Markl, D., Strobel, A., Schlossnikl, R., Bøtker, J., Bawuah, P., Ridgway, C., Rantanen, J., Rades, T., Gane, P., Peiponen, K.-E., et al. (2018) · International Journal of Pharmaceutics · doi:10.1016/j.ijpharm.2018.01.017 · Cited by 154 · see citing works
Self-citationTerahertz-Based Porosity Measurement of Pharmaceutical Tablets: a Tutorial
Bawuah, P., Markl, D., Farrell, D., Evans, M., Portieri, A., Anderson, A., Goodwin, D., Lucas, R., & Zeitler, J. A. (2020) · Journal of Infrared Millimeter and Terahertz Waves · doi:10.1007/s10762-019-00659-0 · Cited by 92 · see citing works
Self-citationMarkl, D., Wang, P., Ridgway, C., Karttunen, A.-P., Chakraborty, M., Bawuah, P., Pääkkönen, P., Gane, P., Ketolainen, J., Peiponen, K.-E., et al. (2017) · Journal of Pharmaceutical Sciences · doi:10.1016/j.xphs.2017.02.028 · Cited by 77 · see citing works
Self-citationA Fast and Non-destructive Terahertz Dissolution Assay for Immediate Release Tablets
Bawuah, P., Markl, D., Turner, A., Evans, M., Portieri, A., Farrell, D., Lucas, R., Anderson, A., Goodwin, D. J., & Zeitler, J. A. (2021) · Journal of Pharmaceutical Sciences · doi:10.1016/j.xphs.2020.11.041 · Cited by 45 · see citing works
Self-citationBawuah, P., Tan, N., Tweneboah, S. N. A., Ervasti, T., Axel Zeitler, J., Ketolainen, J., & Peiponen, K.-E. (2016) · European Journal of Pharmaceutics and Biopharmaceutics · doi:10.1016/j.ejpb.2016.06.007 · Cited by 42 · see citing works
Self-citationMeasuring Open Porosity of Porous Materials Using THz-TDS and an Index-Matching Medium
Naftaly, M., Tikhomirov, I., Hou, P., & Markl, D. (2020) · Sensors · doi:10.3390/s20113120 · Cited by 30 · see citing works
Noninvasive porosity measurement of biconvex tablets using terahertz pulses
Bawuah, P., Ervasti, T., Tan, N., Zeitler, J. A., Ketolainen, J., & Peiponen, K.-E. (2016) · International Journal of Pharmaceutics · doi:10.1016/j.ijpharm.2016.06.023 · Cited by 29 · see citing works
Self-citationTerahertz scattering and water absorption for porosimetry
Heshmat, B., Andrews, G. M., Naranjo-Montoya, O. A., Castro-Camus, E., Ciceri, D., Sanchez, A. R., Allanore, A., Kmetz, A. A., Eichmann, S. L., Poitzsch, M. E., et al. (2017) · Optics Express · doi:10.1364/oe.25.027370 · Cited by 23 · see citing works
Bawuah, P., Chakraborty, M., Ervasti, T., Zeitler, J. A., Ketolainen, J., Gane, P. A. C., & Peiponen, K.-E. (2016) · International Journal of Pharmaceutics · doi:10.1016/j.ijpharm.2016.04.026 · Cited by 21 · see citing works
Self-citationTerahertz absorption spectra of commonly used antimalarial drugs
Bawuah, P., Zeitler, J. A., Ketolainen, J., & Peiponen, K.-E. (2018) · Optical Review · doi:10.1007/s10043-018-0423-6 · Cited by 9 · see citing works
Self-citationBawuah, P., Karttunen, A.-P., Markl, D., Ridgway, C., Korhonen, O., Gane, P., Zeitler, J. A., Ketolainen, J., & Peiponen, K.-E. (2018) · International Journal of Pharmaceutics · doi:10.1016/j.ijpharm.2018.04.043 · Cited by 6 · see citing works
Self-citation
- Authors
- Bawuah, P., Pierotic Mendia, A., Silfsten, P., Pääkkönen, P., Ervasti, T., Ketolainen, J., Zeitler, J. A., & Peiponen, K.-E.
- Affiliations
- University of Eastern Finland (FI)
- University of Cambridge (GB)
- Corresponding author
- Bawuah, Prince
- Venue
- International Journal of Pharmaceutics
- Publisher
- Elsevier BV
- Published
- 2014-04
- Volume
- 465
- Issue
- 1-2
- Pages
- 70-76
- ISSN
- 0378-5173 (ISSN-L)
- OpenAlex
- W2016076718
- Cited by
- 70
- References
- 32
- Citations by year
- 2026: 2 · 2025: 7 · 2024: 3 · 2023: 4 · 2022: 2 · 2021: 6 · 2020: 11 · 2019: 4 · 2018: 5 · 2017: 10 · 2016: 9 · 2015: 6 · 2014: 1
- FWCI
- 4.61
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Pharmaceutics (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Terahertz technology and applications
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Pharmaceutical Quality and Counterfeiting
- Physical Sciences › Chemistry › Analytical Chemistry › Analytical Methods in Pharmaceuticals
- Keywords
- tablet porosity, microcrystalline cellulose, refractive index, surface roughness, glosses
- MeSH terms
- Cellulose, Surface Properties, Tablets, Technology, Pharmaceutical, Porosity, Terahertz Radiation, Terahertz Spectroscopy
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review