...
System applies ML to detect potential anomalies in displacement time-series, and publishes detected results back to GRQ catalog.
User logs into system to browse potential anomalies.
Science story: Anomaly detection will inform scientists of possible volcanoes to monitor closely.
System Requirements
Dependencies for ARIA-tools:
Installation instructions for ARIA-tools are outlined here: https://github.com/aria-tools/ARIA-tools#installation
Packages:
Code Block | ||
---|---|---|
| ||
Python >= 3.5Python >= 3.5 [PROJ 4](https://github.com/OSGeo/proj) github >= 6.0 [GDAL](https://www.dgal.org/) and its Python bindings >=3.0 |
Python dependencies:
Code Block |
---|
[SciPy](https://scipy.org/)
[netcdf4](http://unidata.github.io/netcdf4-python/netCDF4/index.html)
[requests](https://2.python-requests.org/en/master/) |
Python Jupyter dependencies
Code Block |
---|
py3X-jupyter
py3X-jupyter_client
py3X-jupyet_contrib_nbextensions
py3X-jupyter_nbextensions_configurator
py3X-hide_code
py3X-RISE |
Additionally, you need to download the ARIA-tools documentation repository:
Code Block |
---|
ARIA-tools: https://github.com/aria-tools/ARIA-tools-docs.git |
Dependencies and/or requirements for MintPy:
Installation instructions for various OS (as well as notes for Docker users) are encompassed here: https://github.com/insarlab/MintPy/blob/master/docs/installation.md
The following requirements are in the requirements.txt file in the MintPy github repository:
Code Block |
---|
cvxopt
dask>=1.0
dask-jobqueue>=0.3
defusedxml
h5py
lxml
matplotlib
numpy
pyproj
pykml
pyresample
scikit-image
scikit-learn
scipy |
MintPy and PyAPS repositories:
Code Block |
---|
MintPy: https://github.com/insarlab/MintPy.git
PyAPS: https://github.com/yunjunz/pyaps3.git |
The configuration file necessary to run ARIA data through MintPy is attached below (can I attach it to this page?), and can also be found on the MintPy git: https://github.com/insarlab/MintPy/blob/master/docs/examples/input_files/SanFranSenDT42.txt
Running ARIA data through MintPy (the below section is in progress)
...