Chemometric Analysis of Multimode Fluorescence Data Obtained with a Pulsed Tunable Laser.
Abstract
This research evaluated the capabilities of various chemometric methods for analysis of three-mode fluorescence data. Data were collected using pulsed Nd:YAG laser and pulsed Nd:YAG laser-pumped dye laser excitation and monochromator-PMT-digital oscilloscope detection. This apparatus produced data in the form of nanosecond scale time decay profiles at numerous emission wavelengths generating a wavelength-time matrix (WTM). Third-order data were produced by varying analyte concentrations or changing excitation wavelength to produce a time-resolved excitation-emission matrix (TREEM). Trilinear decomposition (TLD) and global analysis methods were applied to a WTM-concentration 3-array and a TREEM. TLD methods and linear discriminant analysis and classification were performed on highiy complicated data in the form of WTMs of various fuels. The three-mode data were decomposed with an eigenanalysis-based procedure (EBP); three-mode alternating least squares (3M-ALS), also known as PARAFAC; and three-mode nonnegative alternating least squares (3M-NNALS). p4
Document Details
- Document Type
- Technical Report
- Publication Date
- Nov 01, 1995
- Accession Number
- ADA311697
Entities
People
- Mark H. Van Benthem
Organizations
- Air Force Institute of Technology