Assembly for Design & Analysis - A python library for structural analysis and design
Project description
ADA - Assembly for Design & Analysis
A python library for working with structural analysis and design delivering an object-oriented framework for modelling and Finite Element (FE) model conversion, editing, analysis and postprocessing.
With ada
you can (among other things) convert your FE models to IFC, create your own recipes for creating FE mesh from
your IFC models, or build your design from the ground up using fully customizable and extendible python classes and
functions to build parametric designs with rules for automated joint/penetration identification and steel detailing.
Additionally, you can create unittests to not only test the code that makes your structure, but also create tests that checks the capacity of your structure by running FE analysis on it and validating the resulting stresses and strains generated by your FE software of choice.
And since everything is open source and written in regular python you are free to easily customize and create whatever design and analysis pipeline of your choosing.
The FEM formats that has received the most development are Abaqus and Code Aster (the latter being under development now), but there is also basic support for Calculix, Sesam and Usfos. There is also support for conversion of FEM meshes to/from meshio (which supports many more FEM formats, but does not support FEM information such as beam/shell thickness, materials etc..)
Part of the goal is to build the necessary tools for anyone to add support for their favorite FEM format with as few lines of code as possible.
This library is still undergoing significant development so expect there to be occasional bugs and breaking changes.
Quick Links
Clicking the link below will open a jupyter notebook client in the cloud using the latest version of adapy with Code Aster and Calculix pre-installed.
- Feel free to start/join any informal topic related to adapy here.
- Issues related to adapy can be raised here
Installation
Here are the steps necessary to install the ada package
Note that it is recommended to create an isolated environment for the installation. You can create a new environment like so:
conda create -n adaenv
activate adaenv
Using Pypi
To install ada using pip
First you need to have installed ifcopenshell
and pythonocc-core
from conda-forge.
conda -c conda-forge ifcopenshell pythonocc-core==7.5.1 occt==7.5.1
After the conda-forge dependencies are installed you can install ada using
pip install ada-py
(which will automatically include all dependencies from PyPi)
Using Conda (Note! Work in progress)
Note! Conda installation is not yet set up.
Usage
Some examples of using the ada package
Create an IFC file
The following code
from ada import Assembly, Part, Beam
a = Assembly("MyAssembly") / (Part("MyPart") / Beam("MyBeam", (0, 0, 0), (1, 0, 0), "IPE300"))
a.to_ifc("C:/temp/myifc.ifc")
creates an Ifc file containing an IfcBeam with the following hierarchy
MyAssembly (IfSite)
MyPart (IfcBuildingStorey)
MyBeam (IfcBeam)
The resulting IfcBeam (and corresponding hierarchy) shown in the figure above is taken from the awesome blender plugin blenderbim.
Create and execute a FEM analysis in Calculix, Code Aster and Abaqus
This example uses a function beam_ex1
from here that returns an
Assembly object with a single Beam
with a few holes in it (to demonstrate a small portion of the steel detailing
capabilities in ada and IFC) converted to a shell element mesh using a FE mesh recipe create_beam_mesh
found
here.
from ada.param_models.fem_models import beam_ex1
a = beam_ex1()
a.to_fem("MyCantilever_abaqus", "abaqus", overwrite=True, execute=True, run_ext=True)
a.to_fem("MyCantilever_calculix", "calculix", overwrite=True, execute=True)
a.to_fem("MyCantilever_code_aster", "code_aster", overwrite=True, execute=True)
after the code is executed you can look at the results using supported post-processing software or directly in python using Jupyter notebook/lab (currently only supported for Code Aster) for the FEA results.
To access the stress and displacement data directly using python here is a way you can use meshio to read the results from Calculix and Code Aster (continuing on the previous example).
from ada.config import Settings
import meshio
vtu = Settings.scratch_dir / "MyCantilever_calculix" / "MyCantilever_calculix.vtu"
mesh = meshio.read(vtu)
# Displacements in [X, Y, Z] at point @ index=-1
print('Calculix:',mesh.point_data['U'][-1])
rmed = Settings.scratch_dir / "MyCantilever_code_aster" / "MyCantilever_code_aster.rmed"
ca_mesh = meshio.read(rmed, 'med')
# Displacements in [X, Y, Z] at point @ index=-1
print('Code Aster:',ca_mesh.point_data['DISP[10] - 1'][-1][:3])
Note!
The above example assumes you have installed Abaqus, Calculix and Code Aster locally on your computer.
To set correct paths to your installations of Abaqus or Calculix you wish to use there are a few ways of doing so.
- Add directory path of abaqus.bat or ccx.exe to your system path.
- Add directory paths to system environment variables. This can be done by using the control panel or running the following from a cmd prompt with administrator rights:
:: Windows
setx ADA_abaqus_exe <path to your abaqus.bat>
setx ADA_ccx_exe <path to your ccx.exe>
setx ADA_code_aster_exe <path to your ccx.exe>
:: Linux?
:: Mac?
- Set parameters in python by using environment variables or the ada.config.Settings class, like so:
import os
os.environ["ADA_ccx_exe"] = "<path to your ccx.exe>"
os.environ["ADA_abaqus_exe"] = "<path to your abaqus.bat>"
or
from ada.config import Settings
Settings.fem_exe_paths["ccx"] = "<path to your ccx.exe>"
Settings.fem_exe_paths["abaqus"] = "<path to your abaqus.bat>"
For installation files of open source FEM software such as Calculix and Code Aster, here are some links:
- https://github.com/calculix/cae/releases (calculix CAE for windows/linux)
- https://code-aster-windows.com/download/ (Code Aster for Windows Salome Meca v9.3.0)
- https://www.code-aster.org/spip.php?rubrique21 (Code Aster for Linux)
- https://salome-platform.org/downloads/current-version (Salome v9.6.0 for windows/linux)
For developers
For developers interested in contributing to this project feel free to make a fork, experiment and create a pull request when you have something you would like to add/change/remove.
Before making a pull request you need to lint with, isort, flake8 and black.
pip install black isort flake8
isort .
flake8 .
black .
Project Responsible
Kristoffer H. Andersen
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