12-15 September 2022
Europe/Rome timezone

PCA analysis of in situ X-ray powder diffraction and imaging data: new approaches named differential scanning diffraction and imaging

14 Sep 2022, 11:45
15m
DCPS Building C11/III Floor/- - Lecture Hall A3 (Università di Trieste)

DCPS Building C11/III Floor/- - Lecture Hall A3

Università di Trieste

46
Oral presentation Bright Radiation Sources and Novel Software Applications MS

Speaker

Marco Milanesio (Università del Piemonte Orientale)

Description

Eutectic mixtures have wide industrial importance in many fields including alloys, refrigeration industry, electronics, and chemicals purification. Typically, eutectic mixtures are characterized by differential scanning calorimetry (DSC), able to identify the transition temperatures, possible hysteresis and investigate the energetic features of transformations. Despite its fundamental role, DSC is not able to give compositional, structural and morphological information. Such features are accessible exploiting diffraction and imaging techniques, not easily applicable to liquid/solid phase transitions. A novel approach, able to shed light on such complex liquid/solid transformations is proposed, by coupling principal component analysis (PCA) to simultaneous in situ XRPD and imaging, with an ad hoc modified sample holder exploiting a Linkam environmental chamber within a D8 Bruker diffractometer, equipped with an USB microscope. In this way, the experiment is simultaneously probed by XRPD and imaging by a cold/hot stage microscopy approach. PCA can blindly analyse in situ data from both solid and liquid phases, with PCA scores being the reaction coordinate of both melting and crystallization steps. Analyzing the in situ XRPD and imaging data by PCA, the phase transition can thus be analysed similarly to traditional (DSC) but probing structural (XRPD) and morphology (microscopy) effects instead of energy ones. Melting and crystallization points can be identified, together with hysteresis between downwards and upwards temperature ramps by both XRPD and imaging. PCA analysis of in situ data allowed the development of new analysis methods, named ”Differential scanning diffraction” (DSD) and ”Differential scanning Imaging – DSI). DSD also allows the identification of each solid phase during the phase transformation and the quantification by both PCA and traditional Rietveld methods. DSD/DSI is thus a powerful complementary tool to DSC for phase transition characterization. Figure 1 reports DSD and DSI data for a KCl/NaBr/water eutectic mixture. The phase transition is well identified with imaging and diffraction able to identify a solid amorphous phase, named “mush ice”. It is evident by looking at the different melting temperatures (red curve in Figure 1) “seen” by diffraction (DSD) at -30°C and imaging at -34 °C (DSI).

Primary author

Marco Milanesio (Università del Piemonte Orientale)

Co-authors

Mattia Lopresti (Università del Piemonte Orientale) Dr Luca Palin (Dipartimento di Scienze ed Innovazione Tecnologica, Università degli studi del Piemonte Orientale "Amedeo Avogadro") Beatrice Mangolini (Cold Car S.p.A.,) Dr Eleonora Conterosito (Università del Piemonte Orientale)

Presentation Materials