Output

Publications

• Veronica Saz Ulibarrena, Philipp Horn, Simon Portegies Zwart, Elena Sellentin, Barry Koren and Maxwell X. Cai (2023), A Hybrid Approach for Solving the Gravitational N-Body Problem with Artificial Neural Networks. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4377945
• Toby van Gastelen, Wouter Edeling, Benjamin Sanderse (2023). Energy-Conserving Neural Network for Turbulence Closure Modeling. https://arxiv.org/abs/2301.13770
• Veronica Saz Ulibarrena, Philipp Horn, Simon Portegies Zwart, Elena Sellentin, Barry Koren and Maxwell X. Cai (2022), Hybrid integration of the gravitational N-body problem with Artificial Neural Networks. Proceedings NeurIPS 2022. https://ml4physicalsciences.github.io/2022/files/NeurIPS_ML4PS_2022_88.pdf
• Giulio Ortali, Alessandro Corbetta, Gianluigi Rozza, Federico Toschi (2022). Towards a Numerical Proof of Turbulence Closure. https://arxiv.org/abs/2202.09289
• Philipp Horn, Veronica Saz Ulibarrena, Barry Koren, Simon Portegies Zwart (2022). Structure-Preserving Neural Networks for the N-body Problem. Proceedings ECCOMAS 2022. https://www.scipedia.com/public/Horn_et_al_2022a
• Vlado Menkovski, Jim Portegies, Mahefa Ravelonanosy (2022). Small time asymptotics of the entropy of the heat kernel on a Riemannian manifold. https://arxiv.org/abs/2209.11509

Master Theses

• Hugo Melchers finished his master project at the Eindhoven University of Technology, supervised by multiple UNRAVEL researchers, with an outstanding thesis: Machine learning for closure models (pdf)

Conferences

Extensive list of conferences with contributions by researchers of the UNRAVEL project.

• Talk at the Irish Numerical Analysis Forum Seminar by Wil Schilders (slides)
• Keynote talk at the LACIAM conference by Wil Schilders (slides)
• Talk at the Mathematics of Machine Learning workshop by Anna Shalova (slides)
• Posters at NeurIPS by Veronica Saz Ulibarrena (poster)
• Talk in a Siemens seminar by Wil Schilders (slides)
• Talk in the Forum Mathematics with Industry by Wil Schilders (slides)
• Posters at the Woudschoten conference 2022 by
  • Toby van Gastelen (poster)
  • Philipp Horn (poster)
• Talk at the 3city seminar at TU Dortmund by Mahefa Ravelonanosy (slides)
• Talk at the SIAM conference on Mathematics of Data Science by Wil Schilders (slides)
• Talk at the 9th GACM Colloquium on Computational Mechanics 2022 by Philipp Horn (slides)
• Talk at Roche workshop by Wil Schilders (slides)
• Talk at the ICIAM workshop in Glasgow by Wil Schilders (slides)
• Poster at JMBC symposium by Giulio Ortali (poster)
• Talks at the ECCOMAS congress 2022 by
  • Anna Shalova (slides)
  • Toby van Gastelen (slides)
  • Philipp Horn (slides)
• Talk at the NDNS+ meeting by Wil Schilders (slides)
• Talk at Turbulence and Interactions 2022 by Giulio Ortali (slides)
• Talk in the TUM Informatik colloquium by Wil Schilders (slides)
• Talk in the CASA colloquium by Wil Schilders (slides)
• Talk at the Lorentz workshop by Anna Shalova (slides)
• Talk as part of the workshop on Industrial Mathematics in Catania by Wil Schilders (slides)
• Talk at the KoMSO Academy meeting by Wil Schilders (slides)
• Talk at SIAM CSE 2021 by Wil Schilders (slides)
• Talk at Intelligent Astronomy with Machine Learning workshop in Leiden by Wil Schilders (slides)