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Dr. Maksim Yakovlev
Advanced Photon Source - Argonne National Laboratory
Mentor: Dr. Mark Rivers (GSECARS)
Research Focus: I use synchrotron micro-computed tomography (micro-CT) to generate 3D datasets of geological samples under extreme pressures
and temperatures. By correcting motion artifacts, my work makes it possible to better visualize and analyze processes related to magma formation and evolution. I also develop semi-automated segmentation pipelines based on random forest classifier machine learning
models for complex geological micro-CT images, allowing easier visualization and quantitative analysis of datasets that are challenging to analyze manually. Other user support I perform includes design and integration of various components for triaxial cells
and the micro-CT apparatus, as well as providing instruction and assistance for user groups coming to GSECARS to acquire micro-CT data.
Highlight: When my motion artifact correction pipeline was applied to high pressure and temperature micro-CT scans taken at GSECARS for the
study of degassing in magma forming processes, we were able to resolve features that were previously unseen due to the amount of unintended motion in the system during scans. Although GSECARS and the user group had already seen volumes within the images that
appeared to be the gas bubbles of interest, the newly observed features were less absorbing than the volumes originally investigated, indicating that these new features were actually most likely to be gas. This finding has shifted the volumetric analysis to
these new gas volumes, which, as expected, increase in number and volume as pressure is taken off the system.
Outside the Lab: I enjoy many things, but some of my favorites are running, reading medieval Norse literature, lifting weights, hiking, archery,
brewing mead, and rock climbing.
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