LinduAI

Python Package for Station Quality Analysis and Predicted Magnitude Based on Convolutional Neural Network

Installation

Using Conda, make new env conda (*recommended)

conda create -n linduai python=3.8

pip install tensorflow==2.4.1

or clone for repository

git clone https://github.com/hakimbmkg/LinduAI

python setup.py install

or

Using pip

pip install linduai

Requirement

• python 3.8
• tensorflow 2.4.1
• numpy
• obspy
• keras
• librosa

Example

from LinduAI.main.modelmag import Modelsmag

Modelsmag.predictedmag('/your/path/CISI.IA_20090616044802.645_EV', 'input/your/models_mags')


* you can used model in folder example (LinduAI_Models)
* Mseed Event also in folder example

Cite as

Hakim, Arif Rachman and Widyadharma, Putu Hendra. (2022). LinduAI (1.0.0). Zenodo. https://doi.org/10.5281/zenodo.6785556

@software{hakim_arif_rachman_2022_6785556,
  author       = {Hakim, Arif Rachman and Widyadharma, Putu Hendra},
  title        = {LinduAI},
  month        = jun,
  year         = 2022,
  publisher    = {Zenodo},
  version      = {1.0.0},
  doi          = {10.5281/zenodo.6785556},
  url          = {https://doi.org/10.5281/zenodo.6785556}
}