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Multiway Decomposition Followed by Reconvolution of Fluorescence Time Decay Data
Anne Bech Risum1, Jesper Løve Hinrich1, Åsmund Rinnan1
1Department of Food Science, University of Copenhagen, Rolighedsvej 26, DK-1958 Frederiksberg C, Denmark.
Analytical Chemistry
|December 11, 2023
Summary
A new method combining PARAFAC and reconvolution offers robust analysis for time-resolved emission spectroscopy (TRES) data. This approach accurately resolves complex mixtures, even with high noise and broad instrument response functions.
Area of Science:
- Analytical Chemistry
- Spectroscopy
Background:
- Time-resolved emission spectroscopy (TRES) is becoming more accessible due to decreasing instrument costs and the advent of LED light sources.
- Accurate analysis of TRES data is crucial for understanding complex fluorescent systems.
Purpose of the Study:
- To introduce and validate a novel methodology for analyzing TRES data by integrating PARallel FACtor analysis (PARAFAC) and reconvolution.
- To compare the performance of the proposed method against established techniques like global reconvolution, tail fitting, and the SLICING method.
Main Methods:
- The proposed method combines PARAFAC, a soft modeling technique, with reconvolution, a standard TRES fitting approach.
- Performance was evaluated using a measured TRES dataset of three fluorophores and simulated datasets with up to four fluorophores.
Main Results:
- Global fitting is effective only at high signal-to-noise ratios (SNR > 15 dB).
- The SLICING method showed limitations in estimating time decay due to difficulties in defining spectral tails.
- The novel PARAFAC-reconvolution method demonstrated robust and accurate results, outperforming other techniques, especially under high noise (SNR down to 5 dB) and broad instrument response functions.
Conclusions:
- The integrated PARAFAC-reconvolution method provides a superior approach for analyzing complex TRES data, particularly in challenging conditions.
- This technique enhances the reliability and accuracy of fluorophore characterization from TRES measurements.
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