TRANSITION PATHS BETWEEN PHASE-IV, PHASE-III AND PHASE-II OF AMMONIUM-NITRATE PREDICTED FROM X-RAY-POWDER DIFFRACTOMETER AND DIFFERENTIAL SCANNING CALORIMETER DATA BY PARTIAL LEAST-SQUARES REGRESSION
Mee. Harju et al., TRANSITION PATHS BETWEEN PHASE-IV, PHASE-III AND PHASE-II OF AMMONIUM-NITRATE PREDICTED FROM X-RAY-POWDER DIFFRACTOMETER AND DIFFERENTIAL SCANNING CALORIMETER DATA BY PARTIAL LEAST-SQUARES REGRESSION, Chemometrics and intelligent laboratory systems, 23(2), 1994, pp. 341-350
Ammonium nitrate solid phase transition paths between phases IV, III a
nd II were explained and predicted, on the basis of X-ray powder diffr
action (XRD) and differential scanning calorimetry (DSC) data by apply
ing partial least-squares regression (PLS) and principal component ana
lysis (PCA). The samples were clustered according to their different t
ransition paths with the PLS and PCA models, and the transition paths
were predicted with PLS component clusters. The best PLS clusters were
formed by a few first components. Prediction of the transition path w
ith the PLS clusters made a semiquantitative prediction of the transit
ion energy possible. In PCA, principal components 6 and 11, which best
clustered the samples, explained 7% of the variation of the XRD data.
The clustering showed that most of the variance is due to other facto
rs than those affecting the transition path. The correlation between t
he structural data and the transition energies obtained by differentia
l scanning calorimetry was calculated by PLS method. The correlation b
etween the predicted and the observed energies of an independent predi
ctor set varied from zero to over 0.7 depending on the 2theta range. T
he PLS analysis of the XRD and DSC measurements proved that the differ
ent phase transition paths are of structural origin.