Chemometrics and Super-Resolution at the ...
Document type :
Ouvrage (y compris édition critique et traduction)
DOI :
Permalink :
Title :
Chemometrics and Super-Resolution at the Service of Nanoscience: Aerosol Characterization in Hyperspectral Raman Imaging
Author(s) :
Offroy, Marc [Auteur]
Laboratoire Interdisciplinaire des Environnements Continentaux [LIEC]
Duponchel, Ludovic [Auteur]
Laboratoire Avancé de Spectroscopie pour les Intéractions la Réactivité et l'Environnement (LASIRE) - UMR 8516
Laboratoire Interdisciplinaire des Environnements Continentaux [LIEC]
Duponchel, Ludovic [Auteur]
Laboratoire Avancé de Spectroscopie pour les Intéractions la Réactivité et l'Environnement (LASIRE) - UMR 8516
Volume number :
3
Publisher :
Taylor & Francis Group
Publication date :
2019
Number of pages :
12–1 – 12–14
ISBN :
9780429340420
HAL domain(s) :
Chimie/Chimie théorique et/ou physique
English abstract : [en]
In research laboratories, data generated by instruments is constantly increasing. Their analysis can become extremely complex without relevant mathematical tools and computational power. In physical chemistry, a discipline ...
Show more >In research laboratories, data generated by instruments is constantly increasing. Their analysis can become extremely complex without relevant mathematical tools and computational power. In physical chemistry, a discipline called Chemometrics has been developed to acquire a better knowledge of the samples analyzed. It brings together data reduction, classification methods, regression methods and signal unmixing. Nowadays, the interest in nanoscience is important in many research fields and the instrumentation must always be more efficient to answer future challenges. Hyperspectral imaging techniques are valuable tool to analyze complex samples and provide significant molecular information. The coupling spectrometers with microscopes make possible maps generation that represent the spatial distribution of chemical components from a sample. Nevertheless, the diffraction limit dictated by the photon wavelength becomes a real constraint when submicron-sized samples are analyzed. In this chapter, we present an original method which use both super-resolution and multivariate curve resolution in confocal Raman imaging to break the instrumental limits in order to characterize atmospheric aerosols.Show less >
Show more >In research laboratories, data generated by instruments is constantly increasing. Their analysis can become extremely complex without relevant mathematical tools and computational power. In physical chemistry, a discipline called Chemometrics has been developed to acquire a better knowledge of the samples analyzed. It brings together data reduction, classification methods, regression methods and signal unmixing. Nowadays, the interest in nanoscience is important in many research fields and the instrumentation must always be more efficient to answer future challenges. Hyperspectral imaging techniques are valuable tool to analyze complex samples and provide significant molecular information. The coupling spectrometers with microscopes make possible maps generation that represent the spatial distribution of chemical components from a sample. Nevertheless, the diffraction limit dictated by the photon wavelength becomes a real constraint when submicron-sized samples are analyzed. In this chapter, we present an original method which use both super-resolution and multivariate curve resolution in confocal Raman imaging to break the instrumental limits in order to characterize atmospheric aerosols.Show less >
Audience :
Non spécifiée
Popular science :
Non
Administrative institution(s) :
ENSCL
CNRS
Université de Lille
CNRS
Université de Lille
Collections :
Research team(s) :
Propriétés magnéto structurales des matériaux (PMSM)
Submission date :
2024-02-21T17:12:01Z
2024-02-23T13:43:40Z
2024-02-23T13:43:40Z