Automated estimation of trends, discontinuities and nonlinearities in vertical land motion using Bayesian Inference. Framework to detecting change points in GNSS, 'altimetry minus tide gauge' and other geophysical time series.
Before cloning this repository, please read carefully the following rules:
- The discotimes framework is a work in progress, it is subject to changes
- Please refer to the publication, see here
- Licence: GPLv3
Install git
$ sudo apt install git
Install miniconda
$ wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
$ bash Miniconda3-latest-Linux-x86_64.sh
Download and install git from here.
Download and install Miniconda from here.
either activate an existing conda environment or create a new one with:
$ conda create --name <env_name> python=3.7
$ conda activate <env_name>
download the required packages with:
$ pip install git+https://github.com/oelsmann/discotimes#egg=discotimes
$ conda install -c conda-forge theano-pymc -y
Check out the brief Tutorial.
Oelsmann, J., Passaro, M., Sánchez, L. et al. Bayesian modelling of piecewise trends and discontinuities to improve the estimation of coastal vertical land motion. J Geod 96, 62 (2022). https://doi.org/10.1007/s00190-022-01645-6
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