Project goals
- Design a comprehensive framework for geostatistics (or spatial statistics) in a modern programming language.
- Address the lack of a platform for scientific comparison of different geostatistical algorithms in the literature.
- Exploit modern hardware aggressively, including GPUs and computer clusters.
- Educate people outside of the field about the existence of geostatistics.
Installation
Get the latest stable release with Julia's package manager:
] add GeoStats
Documentation
- STABLE โ most recently tagged version of the documentation.
- LATEST โ in-development version of the documentation.
Tutorials
A set of Jupyter notebooks demonstrating the current functionality of the project is available in GeoStatsTutorials with an accompanying series of videos:
Below is a quick preview of the high-level API:
using GeoStats
using Plots
# data.csv:
# x, y, station, precip
# 25.0, 25.0, palo alto, 1.0
# 50.0, 75.0, redwood city, 0.0
# 75.0, 50.0, mountain view, 1.0
# read spatial data (e.g. geotable)
๐ฏ = readgeotable("data.csv", coordnames=(:x,:y))
# define spatial domain (e.g. regular grid)
๐ = RegularGrid(100, 100)
# define estimation problem for precipitation
๐ซ = EstimationProblem(๐ฏ, ๐, :precip)
# choose a solver from the list of solvers
๐ฎ = Kriging(
:precip => (variogram=GaussianVariogram(range=35.),)
)
# solve the problem
sol = solve(๐ซ, ๐ฎ)
# plot the solution
contourf(sol)
Contributing and supporting
Contributions are very welcome, as are feature requests and suggestions. Please open an issue if you encounter any problems. We have written instructions to help you with the process.
If you have questions, don't hesitate to ask. Join our community in our gitter channel. We are always willing to help.
GeoStats.jl was developed as part of academic research. It will always be open source and free of charge. If you would like to help support the project, please star the repository and share it with your colleagues.
Citing
If you find GeoStats.jl useful in your work, please consider citing it:
@ARTICLE{GeoStats.jl-2018,
title={GeoStats.jl โ High-performance geostatistics in Julia},
author={Hoffimann, Jรบlio},
journal={Journal of Open Source Software},
publisher={The Open Journal},
volume={3},
pages={692},
number={24},
ISSN={2475-9066},
DOI={10.21105/joss.00692},
url={http://dx.doi.org/10.21105/joss.00692},
year={2018},
month={Apr}
}
Used at
Contributors
This project would not be possible without the contributions of: