
Yi Jiang
I'm a beamline data scientist at the Advanced Photon Source. I work on many projects related to computational... | Lemont, Illinois, United States
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Yi Jiang’s Emails yj****@an****.gov
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Yi Jiang’s Location Lemont, Illinois, United States
Yi Jiang’s Expertise I'm a beamline data scientist at the Advanced Photon Source. I work on many projects related to computational imaging techniques in electron and X-ray microscopy. Electron & X-ray Ptychography Analyzed X-ray fly-scan ptychography data acquired at the Advanced Photon Source (APS) to demonstrate high-speed and large field-of-view 2D/3D imaging at nanoscale. Developed Bayesian optimization techniques to facilitate automatic parameter tunning in ptychography experiment and reconstruction. Developed electron ptychography techniques for high-resolution (<0.4Å) and dose-efficient imaging. Electron & X-ray Tomography/Laminography Developed high-through data-processing workflows for ptychographic tomography/laminography experiments at the Advanced Photon Source. Developed a “dynamic” strategy for compressed-sensing algorithms to achieve real-time reconstructions of large objects. Machine Learning Used super-resolution machine learning techniques to enhance the spatial resolution of ptychographic reconstruction. Applied deep learning techniques to solve phase retrieval problems and improve the data processing workflow of ptychographic tomography/laminography. Explored deep learning techniques to reduce artifacts in 3D tomograms reconstructed with traditional algorithms. Autonomous Data Processing, Experiments, and Design Developed Bayesian optimization techniques to automatically select reconstruction parameters in ptychography and tomography/laminography. Used Bayesian optimization and deep kernel learning to search for optimal conditions and designs in ptychography experiments. Examined image quality metrics to study the correlation between accuracy and precision in computational imaging.
Yi Jiang’s Current Industry Argonne National Laboratory
Yi
Jiang’s Prior Industry
Cornell University
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Argonne National Laboratory
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Work Experience

Argonne National Laboratory
Beamline Data Scientist
Thu Oct 01 2020 00:00:00 GMT+0000 (Coordinated Universal Time) — Present
Argonne National Laboratory
Postdoctoral Researcher
Thu Mar 01 2018 00:00:00 GMT+0000 (Coordinated Universal Time) — Thu Oct 01 2020 00:00:00 GMT+0000 (Coordinated Universal Time)
Cornell University
PHD Candidate
Mon Aug 01 2011 00:00:00 GMT+0000 (Coordinated Universal Time) — Mon Jan 01 2018 00:00:00 GMT+0000 (Coordinated Universal Time)