Arkenjan/HydroNODE

Code repo for publication at https://hess.copernicus.org/articles/26/5085/2022/

HydroNODE

NeuralODE models for hydrology

marvin.hoege@eawag.ch, Nov, 2022

Code repo for publication at https://hess.copernicus.org/articles/26/5085/2022/. When using the code, please cite.

Installation

Install Julia, currently version 1.8.2 (for the 1st release of HydroNODE, v1.0.0, ideally use Julia version 1.7.2)

All required packages are installed automatically in a seperate environment (see https://pkgdocs.julialang.org/v1/toml-files/) when HydroNODE_main.jl is executed for the first time.

Data

• download CAMELS time series meteorology, observed flow, meta data (.zip) from https://ral.ucar.edu/solutions/products/camels
• unzip and refer to folder basin_dataset_public_v1p2 as data_path in HydroNODE_main.jl

Train models

• Set user specific settings like basin_id in HydroNODE_main.jl and execute it.