Giter VIP home page Giter VIP logo

rockphypy's Introduction

Documentation StatusPyPI versionDownloads

Release Note

BUG Fixed In October.

The latest version, rockphypy 0.0.2, has been released. The "cannot import module name" bugs have been fixed. Additionally, new models, such as the varying patchiness cement model (VPCM), have been implemented. Please reinstall the package to fix the bugs and enjoy more useful functionalities.

About

This Python 3.8+ package implements most of the rock physics models introduced in the Rock Physics Handbook. The package provides a bunch of usefel classes, i.e. Anisotropy, AVO, BW, EM(Effective medium), Empirical, Fluid, GM(Granular Medium), Permeability, QI and utils. An exhaust list of methods in different classes are given in the API Documentation.

Citation

Want to cite rockphypy in your work?

Bibtex:

@article{YU2023101567,
title = {rockphypy: An extensive Python library for rock physics modeling},
journal = {SoftwareX},
volume = {24},
pages = {101567},
year = {2023},
issn = {2352-7110},
doi = {https://doi.org/10.1016/j.softx.2023.101567},
url = {https://www.sciencedirect.com/science/article/pii/S2352711023002637},
author = {Jiaxin Yu and Tapan Mukerji and Per Avseth}}

Installation

rockphypy is available through [PyPI] and may be installed using pip:

pip install rockphypy

Example code and documentation

Below is an simple example showing the comparison between critical porosity model and elastic bounds computed by Hashin-Strikmann bounds. See the documentation for more examples.

from rockphypy import EM
from rockphypy import Fluid

# specify model parameters
phi=np.linspace(0,1,100,endpoint=True) # solid volume fraction = 1-phi
K0, G0= 37,44 # moduli of grain material
Kw, Gw= 2.2,0 # moduli of water 
# VRH bounds
volumes= np.vstack((1-phi,phi)).T
M= np.array([K0,Kw])
K_v,K_r,K_h=EM.VRH(volumes,M)
# Hashin-Strikmann bound 
K_UHS,G_UHS= EM.HS(1-phi, K0, Kw,G0,Gw, bound='upper')
# Critical porosity model
phic=0.4 # Critical porosity
phi_=np.linspace(0.001,phic,100,endpoint=True) # solid volume fraction = 1-phi
K_dry, G_dry= EM.cripor(K0, G0, phi_, phic)# Compute dry-rock moduli
Ksat, Gsat = Fluid.Gassmann(K_dry,G_dry,K0,Kw,phi_)# saturate rock with water

# plot
plt.figure(figsize=(6,6))
plt.xlabel('Porosity')
plt.ylabel('Bulk modulus [GPa]')
plt.title('V, R, VRH, HS bounds')
plt.plot(phi, K_v,label='K Voigt')
plt.plot(phi, K_r,label='K Reuss = K HS-')
plt.plot(phi, K_h,label='K VRH')
plt.plot(phi, K_UHS,label='K HS+')
plt.plot(phi_, Ksat,label='K CriPor')
plt.legend(loc='best')
plt.grid(ls='--')

Issues and contributing

Issues

If you are having trouble using the package, please let me know by creating an [Issue on GitHub] and I'll get back to you.

Contributing

Whatever your mathematical and Python background is, you are very welcome to contribute to rockphypy. To contribute, fork the project, create a branch and submit and Pull Request. Please follow these guidelines:

  • Import as few external dependencies as possible.
  • Use test driven development, have tests and docs for every method.
  • Cite literature and implement recent methods.
  • Unless it's a bottleneck computation, readability trumps speed.
  • Employ object orientation, but resist the temptation to implement many methods -- stick to the basics.
  • Follow PEP8.

Timeline

2timeline

rockphypy's People

Contributors

yujiaxin666 avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar

rockphypy's Issues

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.