The use of principal component (factor) analysis for the interpretation of
EXAFS spectra is described. The components derived from EXAFS spectra share
mathematical properties with the original spectra. As a result, the abstra
ct components can be analyzed using standard EXAFS methodology to yield bon
d distances and other coordination parameters. The number of components tha
t must be analyzed is usually less than the number of original spectra. The
method is demonstrated using a series of spectra from aqueous solutions of
uranyl ions.