/rogue-wave-discovery

Code for the paper "Machine-Guided Discovery of a Real-World Rogue Wave Model" (Häfner et al., 2023)

Primary LanguageJupyter NotebookMIT LicenseMIT

rogue-wave-discovery

Code for the paper "Machine-Guided Discovery of a Real-World Rogue Wave Model" (Häfner et al., 2023).

Installation

Requires Python 3.8 or higher.

  1. Clone the repository
  2. Install the requirements: pip install -r requirements.txt

Download the data

$ bash get_rogue_data.sh

(About 6.2 GB of data will be downloaded.)

Run the experiments

Execute all 24 experiments and save the results in experiments/executed, along with a summary in results.json:

$ cd experiments
$ bash run_all.sh ../data

Note: This will take a long time (about 2 days on a 16-core machine) and requires at least 64 GB of RAM.

Reproduce the figures

$ cd plots
$ bash run_all.sh ../data results.json

The figures will be saved in plots/generated.

Note: This requires at least 32 GB of RAM.