Research
Current Research
Currently a Scientist at Lila Sciences, building AI-driven workflows for accelerating scientific discovery. My focus is on applying machine learning and automation to X-ray characterization and data analysis pipelines.
Research Interests
- X-ray Physics
- Synchrotron
- Soft Matter Physics
- Computational Physics
- Self Assembly
- Molecular Dynamics
- Ptychography
- Tomography
- Coherent Phase Retrieval
- Microscopy
- Machine Learning
- Imaging
Previous Research
Northwestern University (2018-2023)
Analyzed the self-assembly of lipid molecules and nano-particles using:
- X-ray scattering experiments
- Molecular dynamics simulations
Northwestern University (2017-2018)
Involved in the design and construction of multi-view microscope for the analysis of colloidal particles in an applied magnetic field.
Publications and Presentations
2025
Programming Defects and Cavities into Colloidal Crystals Engineered With DNA
Advanced Materials, Volume 37, Issue 41, October 16, 2025, e03522.
CNN-enhanced nanostructure characterization via combined x-ray ptychography and SAXS imaging (pty-co-SAXS)
Proc. SPIE PC13622, X-Ray Nanoimaging: Instruments and Methods VII, PC1362207 (19 September 2025)
DOI: 10.1117/12.3064586
Coupling of Charge Regulation and Geometry in Soft Ionizable Molecular Assemblies
J Phys Chem B.
CNN-enhanced Nanostructure Characterization via Combined X-ray Ptychography and SAXS Imaging (pty-co-SAXS)
MLXN 2025: Machine Learning for X-ray and Neutron Science: A Global 24-Hour Virtual Event, April 15th, 2025. Conference Presentation
2024
PtychoSAXS: Combined X-ray ptychography and SAXS imaging for nanostructure characterization
SAS2024 – XIX International Small-Angle Scattering Conference, 4 Nov. 2024, Taipei, Taiwan. Conference Presentation
PtychoSAXS: Combined X-ray ptychography and SAXS imaging for nanostructure characterization
ACA 2024 Annual Meeting, 10 July 2024, Denver, CO. Conference Presentation
DOI: 10.1063/4.0000440
2023
Electrostatic Mechanisms for Shape Selection in Charged Chiral Molecular Assemblies
Northwestern University, PhD Dissertation
The Coupling of Charge Regulation and Geometry in Soft Ionizable Molecular Assemblies
ACS Spring Meeting, Indianapolis, IN, March 26-30, 2023. Conference Presentation
The Coupling of Charge Regulation and Geometry in Soft Ionizable Molecular Assemblies
APS March Meeting Abstracts 2023, Z14.012. Las Vegas, NV. Conference Presentation
A Zoo of Chiral Structures: Electrostatic Directed Assembly of Charged, Chiral Amphiphiles
APS March Meeting Abstracts 2023, W01.004. Las Vegas, NV. Invited Conference Presentation
2022
Electrostatic control of shape selection and nanoscale structure in chiral molecular assemblies
ACS Central Science 8 (8), 1169-1181
Electrostatic and Van der Waal Control of Charged Chiral Assemblies
APS March Meeting Abstracts 2022, S16.007. Chicago, IL. Conference Presentation
2021
How Electrostatic Interactions Determine the Shape of Chiral Assemblies
APS March Meeting Abstracts 2021, L07.010. Virtual. Conference Presentation
2019
Electrostatic shape control of a charged molecular membrane from ribbon to scroll
Proceedings of the National Academy of Sciences 116 (44), 22030-22036