About
I’m a PhD student at the EPSRC Centre for Doctoral Training in Statistical and Applied Mathematics (SAMBa), University of Bath, UK. I’m a mathematical engineer with an MSc degree in applied mathematics at the University of Chile. My research interests lie in Inverse Problems, PDEs and Deep Learning. I like to apply my knowledge in real-world problems, especially in those arising from the biomedicine area and medical imaging.
Currently, I’m at the late stage of my PhD, under the supervision of Matthias Erhardt and Lisa Kreusser, studying Physics-Informed Neural Networks for Dynamic Imaging Inverse Problems with highly undersampled measurements.
News
10/2025 New preprint. Neural Fields for Highly Accelerated 2D Cine Phase Contrast MRI. Joint work with Matthias Ehrhardt, Martin J. Graves, Mary McLean, Carolin Pirkl, Carola-Bibiane Schönlieb, Timo Schirmer, and Florian Wiesinger. Code available upon publication.
07/2025 New article. Enhancing Dynamic CT Image Reconstruction with Neural Fields and Optical Flow. Joint work with Matthias Ehrhardt, and Lisa Kreusser. Code publicly available .
07/2023 New article. WarpPINN: Cine-MR image registration with physics-informed neural networks. Joint work with Francisco Sahli Costabal, Daniel Hurtado, Sergio Uribe, and Hernán Mella.
06/2023 New article. Erratum: Lipschitz Stability for Backward Heat Equation with Application to Fluorescence Microscopy. Joint work with Benjamín Palacios, Evelyn Cueva, Matías Courdurier, and Axel Osses.
07/2021 New article. Lipschitz Stability for Backward Heat Equation with Application to Fluorescence Microscopy. Joint work with Benjamín Palacios, Evelyn Cueva, Matías Courdurier, and Axel Osses.
Education
- PhD Statistical Applied Mathematics, SAMBa CDT, Dept. of Mathematical Sciences, University of Bath, 2021 - present.
- MSc in Applied Mathematics at the Universidad de Chile, Facultad de Ciencias Físicas y Matemáticas, 2020
- Civil Mathematical Engineering at the Universidad de Chile, Facultad de Ciencias Físicas y Matemáticas, 2020
- BSc in Engineering, with specialization in mathematics at the Universidad de Chile, Facultad de Ciencias Físicas y Matemáticas, 2018
- Minor in Quantum Physics at the Universidad de Chile, Facultad de Ciencias Físicas y Matemáticas, 2018