Search Results for author: William Gilpin

Found 4 papers, 4 papers with code

Chaos as an interpretable benchmark for forecasting and data-driven modelling

1 code implementation11 Oct 2021 William Gilpin

Our dataset is annotated with known mathematical properties of each system, and we perform feature analysis to broadly categorize the diverse dynamics present across the collection.

Time Series Time Series Classification +1

Deep reconstruction of strange attractors from time series

2 code implementations NeurIPS 2020 William Gilpin

Experimental measurements of physical systems often have a limited number of independent channels, causing essential dynamical variables to remain unobserved.

Dimensionality Reduction Time Series

Lagrange2D: A Mathematica package for Lagrangian analysis of two-dimensional fluid flows

1 code implementation2 Aug 2019 William Gilpin

We introduce Lagrange2D, a Mathematica package for analysis and characterization of complex fluid flows using Lagrangian transport metrics.

Fluid Dynamics Computational Physics

Cellular automata as convolutional neural networks

6 code implementations9 Sep 2018 William Gilpin

This motivates our development of a general convolutional multilayer perceptron architecture, which we find can learn the dynamical rules for arbitrary CA when given videos of the CA as training data.

Hierarchical structure

Cannot find the paper you are looking for? You can Submit a new open access paper.