Publications

Research publications by Simon Ghyselincks in scientific machine learning, generative AI, and geophysics

Below is a list of my recent publications. For a complete list please visit my Google Scholar profile.

Structural Geology Meets Deep Learning

A 3d geological simulation engine that can produce fast computation samples is presented. The synthetic dataset is used to train a generative AI model that can be used as a prior for solving difficult inverse problems in geophysics.

Journal of Geophysical Research: Machine Learning and Computation (preprint on arXiv)

Inversion of Magnetic Data Using Learned Dictionaries and Scale Space

Integrates dictionary learning and scale-space methods for adaptive magnetic data inversion, improving reconstruction accuracy and robustness in geophysical applications.

International Conference on Scale Space and Variational Methods in Computer Vision (SSVM)