In general, classification-based methods based on Confocal Raman microscopy are focused on targeted studies under which the spectral libraries are collected under controlled instrument parameters, which facilitate analyses via standard multivariate data analysis methods and cross-validation. We develop and compare approaches to combine spectra collected at different times and varying levels of spectral resolution into a single spectral library. We demonstrate these approaches on a relevant test case; the identification of microbial species from a natural environment.
Revised: August 12, 2014 |
Published: June 14, 2012
Citation
Webb-Robertson B.M., V.L. Bailey, S.J. Fansler, M.J. Wilkins, and N.J. Hess. 2012.Spectral Signatures for the Classification of Microbial Species using Raman Spectra.Analytical and Bioanalytical Chemistry 404, no. 2:563-572.PNNL-SA-84618.doi:10.1007/s00216-012-6152-y