A Scheil-Gulliver simulation tool using pycalphad.

Overview

scheil

A Scheil-Gulliver simulation tool using pycalphad.

import matplotlib.pyplot as plt
from pycalphad import Database, variables as v
from scheil import simulate_scheil_solidification

# setup the simulation parameters
dbf = Database('alzn_mey.tdb')
comps = ['AL', 'ZN', 'VA']
phases = sorted(dbf.phases.keys())

liquid_phase_name = 'LIQUID'
initial_composition = {v.X('ZN'): 0.3}
start_temperature = 850

# perform the simulation
sol_res = simulate_scheil_solidification(dbf, comps, phases, initial_composition, start_temperature, step_temperature=1.0)

# plot the result
for phase_name, amounts in sol_res.cum_phase_amounts.items():
    plt.plot(sol_res.temperatures, amounts, label=phase_name)
plt.plot(sol_res.temperatures, sol_res.fraction_liquid, label='LIQUID')
plt.ylabel('Phase Fraction')
plt.xlabel('Temperature (K)')
plt.title('Al-30Zn Scheil simulation, phase fractions')
plt.legend(loc='best')
plt.show()

Phase fraction evolution during a Scheil simulation of Al-30Zn

Installation

pip (recommended)

scheil is suggested to be installed from PyPI.

pip install scheil

Anaconda

conda install -c conda-forge scheil

Development versions

To install an editable development version with pip:

git clone https://github.com/pycalphad/scheil.git
cd scheil
pip install --editable .[dev]

Upgrading scheil later requires you to run git pull in this directory.

Run the automated tests using

pytest

Theory

Uses classic Scheil-Gulliver theory (see G.H. Gulliver, J. Inst. Met. 9 (1913) 120–157 and Scheil, Zeitschrift Für Met. 34 (1942) 70–72.) with assumptions of

  1. Perfect mixing in the liquid
  2. Local equilibrium between solid and liquid
  3. No diffusion in the solid

Getting Help

For help on installing and using scheil, please join the pycalphad/pycalphad Gitter room.

Bugs and software issues should be reported on GitHub.

License

scheil is MIT licensed. See LICENSE.

Citing

If you use the scheil package in your work, please cite the relevant version.

The following DOI, doi:10.5281/zenodo.3630656, will link to the latest released version of the code on Zenodo where you can cite the specific version that you haved used. For example, version 0.1.2 can be cited as:

Bocklund, Brandon, Bobbio, Lourdes D., Otis, Richard A., Beese, Allison M., & Liu, Zi-Kui. (2020, January 29). pycalphad-scheil: 0.1.2 (Version 0.1.2). Zenodo. http://doi.org/10.5281/zenodo.3630657
@software{bocklund_brandon_2020_3630657,
  author       = {Bocklund, Brandon and
                  Bobbio, Lourdes D. and
                  Otis, Richard A. and
                  Beese, Allison M. and
                  Liu, Zi-Kui},
  title        = {pycalphad-scheil: 0.1.2},
  month        = jan,
  year         = 2020,
  publisher    = {Zenodo},
  version      = {0.1.2},
  doi          = {10.5281/zenodo.3630657},
  url          = {https://doi.org/10.5281/zenodo.3630657}
}
Comments
  • Multicomponent systems stop prematurely

    Multicomponent systems stop prematurely

    Hi Brandon, I am trying to use pycalphad to simulate solidification behaviour of alloys 625 and Monel. I noticed that simulation ends at some temperature dependent on composition and temperature step, even if solidification is far from complete. I attach an extreme example for Monel, comparing temperature steps of 5K and 2K. The simulation with 2K stops prematurely. I noted a similar behavior with alloys 625, even if not so dramatic. Also changes in composition affects the end point.

    image image

    I attach the code and the database I am using, derived from mc_ni_v2.034.tdb Thank you very much for your help and all you did with pycalphad!

    MonelScheil.txt ARNi.txt

    opened by AndRicci 10
  • Error while simulating Ni-Al-Cr system

    Error while simulating Ni-Al-Cr system

    I am using a revised version of Ni-database from MatCalc. This database works with pycalphad 0.8.3. When I run scheil 0.1.1, I got error message: ALN: Sublattice frozenset({Species('N', 'N1')}) of (frozenset({Species('AL', 'AL1')}), frozenset({Species('N', 'N1')})) has no components in {Species('AL', 'AL1')}

    Any suggestion?

    opened by dpttw 2
  • `simulate_equilibrium_solidification` should do order/disorder checks automatically

    `simulate_equilibrium_solidification` should do order/disorder checks automatically

    Currently there are no checks for order/disorder phase name checking in simulate_equilibrium_solidification, so a order/disorder modeled phase that is in a disordered configuration will still show as the ordered phase name.

    The main challenge in making this change that the order/disorder check assumes a pycalphad LightDataset, rather than xarray Dataset.

    opened by bocklund 1
  • Performance pass

    Performance pass

    The code should be profiled and any optimizations made if possible and reasonable.

    For example, equilibrium(..., to_xarray=False) could be used, but the indexing into the LightDataset objects would have to be updated

    opened by bocklund 1
  • Multicomponent systems incorrectly terminate at peritectic reactions

    Multicomponent systems incorrectly terminate at peritectic reactions

    Peritectic-type reactions in the ternary go from L+A -> A+B, terminating the current Scheil algorithm. Section 12.8 in Hillert's Phase Equilibria, Phase Diagrams, and Phase Transformations (2nd Edition) may be insightful. Specifically, the idea below might be able to be used to determine when a peritectic region is found and how to update the composition of the liquid so that the liquidus can continue to be followed down the liquidus projection to a eutectic.

    screen shot 2019-01-02 at 2 02 47 pm
    opened by bocklund 1
  • ENH: improve handling for ordered phases

    ENH: improve handling for ordered phases

    Introduces an OrderingRecord object to track the relationship between ordered and disordered phases, replacing the old ordering code. The new ordering approach can be used for arbitrary equilibrium calculations and is used to fix #8.

    The logic for defining how to compare the disordered phases is currently the same as before, considering the site ratios to determine equivalent sublattices. I am deferring action on this with the issue filed in https://github.com/pycalphad/scheil/issues/23.

    opened by bocklund 0
  • ENH: use adaptive sampling by default

    ENH: use adaptive sampling by default

    • Points dictionaries are now created for the user by default if they are not provided.
    • Adaptive sampling does not do any "local" random sampling by default, it just adds the point from the solution
    • Don't use pycalphad.core.utils.generate_dof to create the dof_dict (it is deprecated)
    opened by bocklund 0
  • ENH: Build phase records instead of callables

    ENH: Build phase records instead of callables

    Uses the pycalphad API to pass PhaseRecord dictionaries to calculate and equilibrium to improve the tight-loop performance of equilibrium and Scheil solidification simulations https://github.com/pycalphad/pycalphad/pull/361.

    Building phase records can give a significant performance boost, roughly 10x to 100x speedup in some cases.

    opened by bocklund 0
  • BLD/MAINT: Modernize project metadata

    BLD/MAINT: Modernize project metadata

    • Add pyproject.toml
    • Switch to setuptools_scm instead of versioneer
    • Update installation instructions in README
    • Add automated deployment on Releases
    • Update docs theme to furo
    opened by bocklund 0
  • FIX: Fix removing disordered phase candidates

    FIX: Fix removing disordered phase candidates

    Fixes a regression introduced in #11, where filter_phases was introduced to remove phases that cannot be stable or phases where the disordered part is given as a candidate phase. The change in #11 made it so the disordered phase was not a part of the list of solid_phases that could form during the solidification simulations. With the disordered phase name not included in the solid_phases, the order_disorder_eq_phases function that renamed the ordered phases with disordered configurations to their disordered counterpart would lead to the phase amount of disordered configurations to not be saved.

    This PR fixes that and adds a parameterized test case that tests that the disordered phase always is accounted for regardless of whether or not the ordered phase is in the candidate phases or not.

    opened by bocklund 0
  • FIX: Force exit in equilibrium solidification after a successful binary search

    FIX: Force exit in equilibrium solidification after a successful binary search

    • Exit the equilibrium solidification while loop after a binary search, because the solidification must be converged then by definition (fixes a floating point precision issue where 0.999... < 1 caused the loop to be infinite on some platforms.
    • Update CI for pip version of pycalphad
    • Remove environment.yml development file
    • Drop Python 3.6
    opened by bocklund 0
  • Improve logic for deciding which sublattices are equivalent when checking ordering

    Improve logic for deciding which sublattices are equivalent when checking ordering

    Currently, sublattices in ordered (partitioned) phases are considered equivalent by symmetry if their site ratios are equal. This is a poor heuristic and will fail to determine that sublattices 0 and 1 are equivalent in an FCC_L12 phase with sublattice model [['A', 'B'], ['A', 'B'], ['VA']] with site ratios [0.25, 0.75, 3].

    Relevant for this fix will be the current heuristic in pycalphad models https://github.com/pycalphad/pycalphad/pull/311, and the changes that will occur as a result of fixing https://github.com/pycalphad/pycalphad/issues/345.

    opened by bocklund 0
Releases(0.1.6)
Owner
pycalphad
Computational Thermodynamics in Python
pycalphad
Visualizations of linear algebra algorithms for people who want a deep understanding

Visualising algorithms on symmetric matrices Examples QR algorithm and LR algorithm Here, we have a GIF animation of an interactive visualisation of t

ogogmad 3 May 05, 2022
This is simply repo for line drawing rendering using freestyle in Blender.

blender_freestyle_line_drawing This is simply repo for line drawing rendering using freestyle in Blender. how to use blender2935 --background --python

MaxLin 3 Jul 02, 2022
Declarative statistical visualization library for Python

Altair http://altair-viz.github.io Altair is a declarative statistical visualization library for Python. With Altair, you can spend more time understa

Altair 8k Jan 05, 2023
Numerical methods for ordinary differential equations: Euler, Improved Euler, Runge-Kutta.

Numerical methods Numerical methods for ordinary differential equations are methods used to find numerical approximations to the solutions of ordinary

Aleksey Korshuk 5 Apr 29, 2022
🎨 Python3 binding for `@AntV/G2Plot` Plotting Library .

PyG2Plot 🎨 Python3 binding for @AntV/G2Plot which an interactive and responsive charting library. Based on the grammar of graphics, you can easily ma

hustcc 990 Jan 05, 2023
Fast scatter density plots for Matplotlib

About Plotting millions of points can be slow. Real slow... 😴 So why not use density maps? ⚡ The mpl-scatter-density mini-package provides functional

Thomas Robitaille 473 Dec 12, 2022
Plotting data from the landroid and a raspberry pi zero to a influx-db

landroid-pi-influx Plotting data from the landroid and a raspberry pi zero to a influx-db Dependancies Hardware: Landroid WR130E Raspberry Pi Zero Wif

2 Oct 22, 2021
Visualization Data Drug in thailand during 2014 to 2020

Visualization Data Drug in thailand during 2014 to 2020 Data sorce from ข้อมูลเปิดภาครัฐ สำนักงาน ป.ป.ส Inttroducing program Using tkinter module for

Narongkorn 1 Jan 05, 2022
A python script editor for napari based on PyQode.

napari-script-editor A python script editor for napari based on PyQode. This napari plugin was generated with Cookiecutter using with @napari's cookie

Robert Haase 9 Sep 20, 2022
Advanced hot reloading for Python

The missing element of Python - Advanced Hot Reloading Details Reloadium adds hot reloading also called "edit and continue" functionality to any Pytho

Reloadware 1.9k Jan 04, 2023
A Python Binder that merge 2 files with any extension by creating a new python file and compiling it to exe which runs both payloads.

Update ! ANONFILE MIGHT NOT WORK ! About A Python Binder that merge 2 files with any extension by creating a new python file and compiling it to exe w

Vesper 15 Oct 12, 2022
A python visualization of the A* path finding algorithm

A python visualization of the A* path finding algorithm. It allows you to pick your start, end location and make obstacles and then view the process of finding the shortest path. You can also choose

Kimeon 4 Aug 02, 2022
Simple plotting for Python. Python wrapper for D3xter - render charts in the browser with simple Python syntax.

PyDexter Simple plotting for Python. Python wrapper for D3xter - render charts in the browser with simple Python syntax. Setup $ pip install PyDexter

D3xter 31 Mar 06, 2021
Official Matplotlib cheat sheets

Official Matplotlib cheat sheets

Matplotlib Developers 6.7k Jan 09, 2023
Multi-class confusion matrix library in Python

Table of contents Overview Installation Usage Document Try PyCM in Your Browser Issues & Bug Reports Todo Outputs Dependencies Contribution References

Sepand Haghighi 1.3k Dec 31, 2022
This tool is designed to help administrators get an overview of their Active Directory structure.

This tool is designed to help administrators get an overview of their Active Directory structure. In the group view you can see all elements of an AD (OU, USER, GROUPS, COMPUTERS etc.). In the user v

deexno 2 Oct 30, 2022
This is a learning tool and exploration app made using the Dash interactive Python framework developed by Plotly

Support Vector Machine (SVM) Explorer This app has been moved here. This repo is likely outdated and will not be updated. This is a learning tool and

Plotly 150 Nov 03, 2022
A command line tool for visualizing CSV/spreadsheet-like data

PerfPlotter Read data from CSV files using pandas and generate interactive plots using bokeh, which can then be embedded into HTML pages and served by

Gino Mempin 0 Jun 25, 2022
BGraph is a tool designed to generate dependencies graphs from Android.bp soong files.

BGraph BGraph is a tool designed to generate dependencies graphs from Android.bp soong files. Overview BGraph (for Build-Graphs) is a project aimed at

Quarkslab 10 Dec 19, 2022
A research of IT labor market based especially on hh.ru. Salaries, rate of technologies and etc.

hh_ru_research Проект реализован в учебных целях анализа рынка труда, в особенности по hh.ru Input data В качестве входных данных используются сериали

3 Sep 07, 2022