Wavenumber Calibration Protocol for Raman Spectrometers Using Physical Modelling and a Fast Search Algorithm.
Dongyue LiuBryan M HennellyPublished in: Applied spectroscopy (2024)
A wavenumber calibration protocol is proposed that replaces polynomial fitting to relate the detector axis and the wavenumber shift. The physical model of the Raman spectrometer is used to derive a mathematical expression relating the detector plane to the wavenumber shift, in terms of the system parameters including the spectrograph focal length, the grating angle, and the laser wavelength; the model is general to both reflection and transmission gratings. A fast search algorithm detects the set of parameters that best explains the position of spectral lines recorded on the detector for a known reference standard. Using three different reference standards, four different systems, and hundreds of spectra recorded with a rotating grating, we demonstrate the superior accuracy of the technique, especially in bands outside of the outermost reference peaks when compared with polynomial fitting. We also provide a thorough review of wavenumber calibration for Raman spectroscopy and we introduce several new evaluation metrics to this field borrowed from chemometrics, including leave-one-out and leave-half-out cross-validation.
Keyphrases
- raman spectroscopy
- machine learning
- physical activity
- randomized controlled trial
- high resolution
- mental health
- low cost
- deep learning
- poor prognosis
- image quality
- optical coherence tomography
- computed tomography
- gas chromatography mass spectrometry
- long non coding rna
- mass spectrometry
- magnetic resonance imaging
- density functional theory
- clinical evaluation