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- Beamline-integrated structural analysis techniques
- Streaming powder diffraction data reduction (with SRS, Contacts: Von Dreele & Toby)
- Integrated HEDM data collection and analysis (with MPE, Contact: Sharma)
- Next-generation computation in support of x-ray experiments
- Experimental steering enabled by real-time data analysis (Contacts: Bicer & Gürsoy)
- Analysis of Multimodal Datasets (Contact: Di)
- Computational Infrastructure
- Petabyte-scale data management and storage (with SDM & IS/AES): Extrepid deployed (~1.5 Pb)
- On-demand virtualized high-performance computing (with SDM, SRS, MCS & LCRC): prototype validated
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- Enabling nanometer-scale x-ray fluorescence tomography (PI: Di, ANL/LDRD)
- Optimization of data-intensive tomography workflows at light sources (PI: Gursoy, LBNL/NESAP)
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X-ray spectroscopy: New theoretical insights have enabled integration of the spectral function and ground-state properties, opening the field of X-ray Magnetic Dichroism (XMD), which allows the study of magnetic materials with polarized x-rays, as well as second order spectroscopies, such as Resonant Inelastic X-ray Scattering (RIXS) and polarized and spin-resolved resonant photoemission. Topics of study include:
- Relating the various techniques to fundamental materials properties by the derivation of sum rules and theoretical analysis of the cross section. This includes polarization effects.
- Obtaining a more detailed understanding of second-order spectroscopies. These techniques are often complicated by the presence of the intermediate-state propagator.
- Time-dependent and nonequilibrium spectroscopy. In recent years, there has been an increased emphasis in measuring x-ray spectra on materials excited by visible or infrared radiation. Our group is developing methodologies to understand time-dependent x-ray spectroscopy on materials away from equilibrium.
Strong electron correlations and magnetism: As a result of direct transitions into the valence shell, x-ray spectroscopy offers a direct probe into the microscopic behavior of strongly correlated and magnetic systems. Although a successful interpretation of spectroscopy can lead to deeper insights into these materials, it often requires detailed modeling of complex materials and phenomena. Our studies in this area include:
- The calculations of spectral lineshapes with various numerical tools. We have special expertise in the exact diagonalization of small clusters including the full-multiplet Coulomb interaction and spin-orbit coupling, of particular value for the interpretation of transition-metal and rare-earth compounds.
- Providing a link between the results of x-ray spectroscopy and materials research and theory. Theoretical interpretation is essential to relate the spectral to charge and magnetic excitations, dynamic structure factors, spin polarization, etc.
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The CXS group members have developed a number of open source software and data collections, some in collaboration with XSD beamline scientists and external researchers.
- TomoPy - Package for tomographic data processing and image reconstruction
- GSAS-II - General purpose crystallographic analysis package
- MIDAS - Microstructural Imaging from high energy diffraction microscopy
- XDesign - Package for generating configurable simulation phantoms for benchmarking tomographic image reconstruction.
- TomoBank - Repository of experimental and simulated tomography data sets with the aim to foster collaboration among computational scientists and experimentalists.
- DataExchange - Package for an interface among raw tomographic data collected at different light sources and applications.
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