Juan Carlos Avila
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Using machine learning to improve DDM
Started on June, 2023
Research themes with our lab
Publications with our group
![]() | Convolutional neural networks applied to differential dynamic microscopy reduces noise when quantifying heterogeneous dynamics *Gildardo Martinez*, *Justin Siu*, *Steven Dang*, *Dylan Gage*, *Emma Kao*, *Juan Carlos Avila*, *Ruilin You*, *Ryan McGorty* Published in Soft Matter, September 2024 (see publication) Research themes: Colloidal Fluids, Differential Dynamic Microscopy |
Presentations while with our group
![]() | Improved quantification of colloidal dynamics with machine learning and simulations *Dylan Gage*, *Gildardo Martinez*, *Justin Siu*, *Emma Kao*, *Juan Carlos Avila*, *Ruilin You*, *Ryan McGorty* Presented at APS March Meeting, March 2024 (see published abstract) Research themes: Differential Dynamic Microscopy |
![]() | Quantifying dynamics of soft and active matter with microscopy and machine learning *Gildardo Martinez*, *Justin Siu*, *Dylan Gage*, *Emma Kao*, *Juan Carlos Avila*, *Ruilin You*, *Ryan McGorty* Presented at APS March Meeting, March 2024 (see published abstract) Research themes: Differential Dynamic Microscopy |