Analyzing Raman Spectral Data without Separability Assumption

Clicks: 73
ID: 281896
2020
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Abstract
Raman spectroscopy is a well established tool for the analysis of vibration spectra, which then allow for the determination of individual substances in a chemical sample, or for their phase transitions. In the Time-Resolved-Raman-Sprectroscopy the vibration spectra of a chemical sample are recorded sequentially over a time interval, such that conclusions for intermediate products (transients) can be drawn within a chemical process. The observed data-matrix $M$ from a Raman spectroscopy can be regarded as a matrix product of two unknown matrices $W$ and $H$, where the first is representing the contribution of the spectra and the latter represents the chemical spectra. One approach for obtaining $W$ and $H$ is the non-negative matrix factorization. We propose a novel approach, which does not need the commonly used separability assumption. The performance of this approach is shown on a real world chemical example.
Reference Key
weber2020analyzing Use this key to autocite in the manuscript while using SciMatic Manuscript Manager or Thesis Manager
Authors Konstantin Fackeldey; Jonas Röhm; Amir Niknejad; Surahit Chewle; Marcus Weber
Journal arXiv
Year 2020
DOI
DOI not found
URL
http://arxiv.org/abs/2007.06428v1
Keywords
math.na cs.na physics.chem-ph physics.comp-ph 15a18, 65f99, 92e99 g.1.3; g.1.6; i.6.3

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