From 14a1d9e46149e77a82614305bfee997516a2497c Mon Sep 17 00:00:00 2001 From: Facundo Sapienza Date: Tue, 11 Feb 2025 09:46:45 -0800 Subject: [PATCH] Add preprint --- README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/README.md b/README.md index bb50f60..141fc81 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,12 @@ [![codecov](https://codecov.io/gh/ODINN-SciML/SphereUDE.jl/graph/badge.svg?token=UC0KFSUU3X)](https://codecov.io/gh/ODINN-SciML/SphereUDE.jl) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) +## ⚠️ New preprint available! 📖 ⚠️ + +The paper is now available as a preprint: https://www.authorea.com/users/589727/articles/1265456-spherical-path-regression-through-universal-differential-equations-with-applications-to-paleomagnetism + +--- + SphereUDE.jl is a Julia package for non-parametric regression of data supported in three-dimensional spheres. It implements a simple universal differential equation (UDE) that naturally constrains trajectories to lie on the surface of a sphere. This has an important application in Paleomagnetism, where the objective is to fit Apparent Polar Wander Paths (APWPs) to reconstruct continents' past motion.