Dr. Mathew J. Cherukara
Deep convolutional neural networks.
Deep convolutional encoder-decoder networks that learn the mapping between X-ray diffraction data and the corresponding real-space structure and strain.
Coherent X-ray Diffraction imaging (CXDI).
4D ultra-fast imaging of
Laser pump- X-ray probe 3D imaging of lattice strain.
X-ray imaging and simulation of a crystal's deformation modes.
3D imaging of residual strain in device materials
Machine learnt material models and simulations of materials on leadership class computing systems.
Structure of stanene (2D tin).
Silicene growth on Ir.
Ice grain growth through Ostwald ripening.
Heterogeneous nucleation of ice.
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