Quantitative scattering light spectroscopy as a process analysis technology in pharmaceutical industry (L2-4455)

General information

Title
Quantitative scattering light spectroscopy as a process analysis technology in pharmaceutical industry
Period
Oct 1, 2022 -- Sep 30, 2025
Range
1.87 FTE
Activity
2.06 - Engineering Sciences and Technologies / Systems and Cybernetics

Abstract

To simultaneously and fully deterministically quantify the chemical composition, phase content, and morphology of paticles in pharmaceutical dispersions (samples) their optical properties have to be obtained by a certain measuring setup. We will apply experimental measuring setups based on fiber probes and hyperspectral imaging systems and use their models (parameters) in Monte Carlo (MC) simulations. As the MC simulation results heavily depend on the accuracy of the model, we will first concentrate on accurate modeling of measurement setups. For this purpose, we will develop computationally efficient parametric forward light propagation models that can incorporate all the relevant details of the experimental setup such as materials forming the probe tip or optical components of the imaging system and produce trustworthy simulations of the measured quantities (e.g. reflectance, transmittance) for the target samples. The developed light propagation models will be used to optimize the layout and numerical aperture of the multimode optical fibers and optical components of the imaging systems with the aim to attain maximum sensitivity to the morphology and chemical composition of the samples and to develop computationally efficient inverse models that take the measured quantities and produce geometrical and optical properties of the sample from which the morphology, phase content and chemical composition can be inferred. Finally, we will devise procedures for accurate calibration and validation of such measurement systems using optical phantoms with well-defined optical properties and apply the methodology to selected pharmaceutical processes. The methodology that will be developed, tested, and applied, could substantially simplify if not revolutionize the use of spectroscopy in pharmaceutical manufacturing, enable new applications and research opportunities, and serve as a foundation for development of next generation process analytical technologies. The results will be also highly relevant to many other prioritized research fields, such as biophotonics, wearable health monitoring systems, remote sensing, particulate matter pollution, and modelling of light transport in the atmosphere that may improve global climate prediction models.

Phases of the project and their realization

Work packages (WP)
WP-I
Modeling of multi-line optical fibers and development and optimization of the measurement system
WP-II
Optical probe design and experiments with multimodal and lensless systems
WP-III
Validation of procedures on optical phantoms and pharmaceutical samples
WP-I
Task I.1: Development of a goniometric measurement system
Completed
Task I.2: Collecting data on the characteristics of multi-mode fibers
Completed
Task I.3: MC model development for fiber optic simulations
Completed
Task I.4: Comparative study of contactless measurement implementations
Completed
Task I.5: Dissemination of results
Completed
WP-II
Task II.1: A numerical study of the effect of optical fiber geometry
Completed
Task II.2: Development of an inverse model with deep convolutional networks
Completed
Task II.3: Development of procedures for the evaluation of chemical composition
Completed
Task II.4: Development of multimodal wide-angle image acquisition systems
Completed
Task II.5: An experimental study on the capabilities of lensless imaging
Completed
Task II.6: Dissemination of results
Completed
WP-III
Task III.1: Evaluation of calibration procedures
Completed
Task III.2: Development of new calibration procedures
Completed
Task III.3: Evaluation of developed procedures with optical phantoms
Completed
Task III.4: Evaluation of developed procedures with pharmaceutical samples
Completed
Task III.5: Dissemination of results
Completed

Bibliographics records

1.
Lija Fajdiga Lebar, Jernej Repas, Bor Ivanuš, Darin Lah, Nina Bernat, Lara Betocchi, Miran Bürmen, Špela Zemljič, Jure Derganc. Effects of intravenous lipid emulsions on Jurkat cells assessed using label-free deformability cytometry. Scientific Reports, 16:3123, 2026 [COBISS-ID:271883011 ] [DOI:10.1038/s41598-025-33582-7 ]
2.
Ana Marin, Miran Bürmen, Peter Naglič. Turbid optical phantoms using microspheres: a comprehensive guide to mixing protocols and optical property computation. IEEE Transactions on Instrumentation and Measurement, 74:1002411, 2025 [COBISS-ID:222810627 ] [DOI:10.1109/TIM.2025.3527615 ]
3.
Ernesto Pini, Peter Naglič, Miran Bürmen, Alexander Gatto, Henrik Schäfer, Diederik S. Wiersma, Lorenzo Pattelli. Experimental determination of effective light transport properties in fully anisotropic media. Advanced Photonics Nexus, 3(5):056017, 2024 [COBISS-ID:229763587 ] [DOI:10.1117/1.APN.3.5.056017 ]
4.
Ernesto Pini, Peter Naglič, Miran Bürmen, Alexander Gatto, Henrik Schäfer, Diederik Wiersma, Lorenzo Pattelli. Time-resolved light transport in structurally anisotropic media. SPIE Photonics West 2024: Biomedical Applications of Light Scattering XIV, Jan 27-Feb 1, San Francisco, CA, USA (A. Wax, V. Backman, Eds.), 12856:1285606, 2024 [COBISS-ID:190296835 ] [DOI:10.1117/12.3002766 ]
5.
Ana Marin, Peter Naglič, Miran Bürmen. Open-source protocol for preparation of turbid phantoms with microsphere suspensions. SPIE Photonics West 2024: Design and Quality for Biomedical Technologies XVII, Jan 27-Feb 1, San Francisco, CA, USA (G. Vargas, Ed.), 12833:1283305, 2024 [COBISS-ID:190112003 ] [DOI:10.1117/12.3001626 ]
6.
Peter Naglič, Ernesto Pini, Lorenzo Pattelli, Miran Bürmen. Massively parallel Monte Carlo simulations of light propagation in anisotropic scattering media by open-source PyXOpto engine. SPIE Photonics West 2024: Biomedical Applications of Light Scattering XIV, Jan 27-Feb 1, San Francisco, CA, USA (A. Wax, V. Backman, Eds.), 12856:1285608, 2024 [COBISS-ID:190648835 ] [DOI:10.1117/12.3001838 ]
7.
Miran Bürmen, Peter Naglič. Open-source Python framework for preparation of turbid phantoms with microsphere suspensions. GitHub, 2024 [COBISS-ID:191330563 ] [GitHub ]
8.
Peter Naglič, Ana Marin, Matic Ivančič, Martin Rigler, Miran Bürmen. Optical properties of particulate matter collected on glass fiber filters measured by spatially resolved reflectance spectroscopy. European Aerosol Conference 2023 - EAC2023, Sep 3-8, Malaga, Spain, 3.05#14, 2023 [COBISS-ID:190230275 ]
9.
Miran Bürmen, Franjo Pernuš, Peter Naglič. MCDataset: a public reference dataset of Monte Carlo simulated quantities for multilayered and voxelated tissues computed by massively parallel PyXOpto Python package. Journal of Biomedical Optics, 27(8):083012, 2022 [COBISS-ID:110538243 ] [DOI:10.1117/1.JBO.27.8.083012 ]
10.
Žan Cimperman. Numerični postopki samodejnega ostrenja za brezlečno holografsko mikroskopijo (in Slovenian language). Master's thesis (supervisor: Miran Bürmen, co-supervisor: Peter Naglič), University of Ljubljana, Faculty of Electrical Engineering, 2022 [COBISS-ID:122288387 ]
11.
Peter Naglič, Franjo Pernuš, Miran Bürmen. Reflectance calibration of multimode optical fiber probes by probe-to-target distance reflectance profile modeling. Measurement, 203:111002, 2022 [COBISS-ID:126338051 ] [DOI:10.1016/j.measurement.2022.112002 ]