The Schedule

Illinois Workshop  on Emergent Opportunities for Data-Driven Electron Microscopy in Materials Science

Engineer Science Building (ESB) Room 190, University of Illinois

8-Jun

8:15-8:45 Registration (ESB 190) and light breakfast/Coffee (MRL 2nd Floor)

8:45-9:00

Opening Remarks

Session I

Future Trends and Opportunities for Materials Research (Chair, Jian-Min Zuo)

9:00-9:30

Yimei Zhu

Future trends, opportunities and data-driven diffuse scattering analysis 

9:30-10:00

Harley Johnson

The DIGI-MAT PhD traineeship program in materials science and data science at the atomic scale

10:00-10:30

Paul Voyles

Foundry-ML: Making Materials ML FAIR

10:30-11:00

Coffee Break (MRL 2nd floor)

Session II

Machine Learning in Electron Microscopy I (Chair Mauro Sardela)

11:00-11:30

Pinshane Huang

Advancing Atom-by-Atom Characterization for 2D Materials Using Generative Networks and Electron Ptychography

11:30-12:00

Maria Chan

Integrating modeling and AI/ML for microscopy and spectroscopy data interpretation

12:00-12:30

Katherine Sytwu

Developing data-aware TEM analysis via machine learning

12:30-1:30

Lunch Break (MRL 2nd floor)

Session III

Big Data Analytics and 4D-STEM (Chair Paul Voyles)

1:30-2:00

Xiaoqing Pan

Nanoscale Imaging of Phonon Dynamics Emergent from Interfaces by Electron Microscopy (Zoom)

2:00-2:30

Yimo Han

Advancing Strain Analysis in Two-Dimensional Materials Using Machine Learning-Assisted 4D-STEM

2:30-3:00

Yu-Tsun Shao

Understanding the symmetry, strain, and chirality in polar textures using multi-modal electron microscopy

3:00-3:30

Coffee Break (MRL 2nd floor)

Session IV

Instrumental Development and Fast Electron Detectors  (Chair JC Stinville)

3:30-4:00

Jon Weiss

Application-Driven Design of an Analytical 4D-STEM

4:00-4:30

Barnaby Levin

Optimizing a monolithic active pixel sensor detector for 4D STEM

4:30-5:00

Anahita Pakzad

Energy Filtered Diffraction by Gatan: Taking Diffraction to the Next Level

5:00-6:00

Poster Session/Social

9-Jun

8:00-8:30 Light breakfast and Coffee (MRL 2nd floor)

Session V

Machine Learning in Electron Microscopy II (Chair Yu-Tsun Shao)

8:30-9:00

Steven Spurgeon

Accelerating Discovery in the Electron Microscope: Machine Reasoning in Action

9:00-9:30

Lijun Wu

Toward Accurate Measurement of Magnetic Field and Charge Distributions by 4D-STEM 

9:30-10:00

Colin Gilgenbach

Quantitative Analysis of Multislice Electron Ptychography 

10:00-10:30

Coffee Break

Session VI

Visualization of Materials Microstructure  (Chair Yimei Zhu)

10:30-11:00

Ben Britton

Advancing correlative electron backscatter diffraction based microscopy – new hardware & new algorithms,  including correlation with energy dispersive X-ray spectroscopy

11:00-11:30

Daniel Nemecek

Improving phase and orientation mapping at the nanoscale

11:30-12:00

Jean-charles Stinville

Temporal and Spatial Distribution of Nanoscale Plastic Deformation in Metals: Advancements through Automated SEM Imaging and Computer Vision

12:00-1:00

Lunch/Discussions (MRL 2nd floor)

Box lunch will be provided

Session VI

Advanced Electron Microscopy Techniques (Chair Jian-Min Zuo)

1:00-1:30

Qian Chen

Electron Videography and Machine Learning of Soft Matter

1:30-2:00

Jianguo Wen

3D electron diffraction for structural analysis of advanced materials

2:00-2:30

Xiaobing Hu

Advent of the Ultrathin SiNx Membrane Era for in Situ/Operando Electron Microscopy

2:30-2:45

End of Workshop

Finishing Remarks