micsann

micsann is a small Python package to calculate the temperature response function of the MICS-ANN (Moving Infinite Cylindrical Source) model.

Quick start

On Google Colab

Just run quickstart.ipynb on Google Colab.

Local Install

Download this repository.

Git users may also clone this repository with the following command:

$ git clone https://github.com/yutaka-shoji/micsann.git

Run the installation script in the downloaded directory:

$ python setup.py install

You can import the micsann library in your Python environment.

Bundled quickstart.py calculates and visualizes the temperature response function of the MICS-ANN model.

$ python quickstart.py

Resulted Figure

Requirements

micsann needs following modules in Python3.

• numpy
• pandas
• torch (PyTorch)
• matplotlib (for quickstart.py visualize)

Citations

For a detailed description of the MICS-ANN model, please refer to the following journal article.

Shoji, Y., Katsura, T., Nagano, K., 2022. MICS-ANN model: An artificial neural network model for fast computation of G-function in moving infinite cylindrical source model. Geothermics 100, 102315–102315. https://doi.org/10.1016/j.geothermics.2021.102315