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Finite Element Analysis

Project description

FElupe - Finite Element Analysis

PyPI version shields.io Documentation Status License: GPL v3 Made with love in Graz (Austria) codecov DOI Codestyle black GitHub Repo stars PyPI - Downloads

FElupe is a Python 3.6+ finite element analysis package focussing on the formulation and numerical solution of nonlinear problems in continuum mechanics of solid bodies. Its name is a combination of FE (finite element) and the german word Lupe (magnifying glass) as a synonym for getting an insight how a finite element analysis code looks like under the hood.

Installation

Install Python, fire up a terminal and run

pip install felupe[all]

where [all] installs all optional dependencies. By default, FElupe only depends on numpy and scipy. In order to make use of all features of FElupe, it is suggested to install all optional dependencies.

Hello, FElupe!

A quarter model of a solid cube with hyperelastic material behaviour is subjected to a uniaxial elongation applied at a clamped end-face. This involves the creation of a mesh, a region as well as a displacement field (encapsulated in a field container). Furthermore, the boundary conditions are created by a template for a uniaxial loadcase. A Neo-Hookean material formulation is applied on a solid body. A step generates the consecutive substep-movements of a given boundary condition. The step is added to a job. During evaluation, each substep of each step is solved by an iterative Newton-Rhapson procedure. Finally, the solution of the last step is exported as a VTK file. For more details beside this high-level code snippet, please have a look at the documentation.

import felupe as fem

# create a hexahedron-region on a cube
region = fem.RegionHexahedron(fem.Cube(n=11))

# add a displacement field and apply a uniaxial elongation on the cube
displacement = fem.Field(region, dim=3)
field = fem.FieldContainer([displacement])
boundaries, loadcase = fem.dof.uniaxial(field, clamped=True)

# define the constitutive material behaviour and create a solid body
umat = fem.NeoHooke(mu=1.0, bulk=2.0)
solid = fem.SolidBody(umat, field)

# prepare a step with substeps
move = fem.math.linsteps([0, 0.2], num=10)
step = fem.Step(
    items=[solid], 
    ramp={boundaries["move"]: move}, 
    boundaries=boundaries
)

# add the step to a job and evaluate all substeps
job = fem.Job(steps=[step])
job.evaluate()

# save result of last substep
fem.save(region, field, filename="result.vtk")

Documentation

The documentation is located here.

Changelog

All notable changes to this project will be documented in this file. The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.

[Unreleased]

[5.0.0] - 2022-08-21

Added

  • Add SolidBodyGravity for body forces acting on a solid body.
  • Support list of linked fields in Newton-Rhapson solver newtonrhapson(fields=[field_1, field_2]).
  • Automatic init of state variables in SolidBodyTensor.
  • Add mesh.runouts() for the creation of runouts of rubber-blocks of rubber-metal structures.
  • Add FieldPlaneStrain which is a 2d-field and returns gradients of shape (3, 3) (for plane strain problems with 3d user materials).
  • Add PointLoad for the creation of external force vectors.
  • Add Step with a generator for substeps, Job and CharacteristicCurve.

Changed

  • Move MultiPointConstraint to mechanics module and unify handling with SolidBody.
  • Rename bodies argument of Newton-Rhapson solver to items (now supports MPC).
  • Return partitioned system as dict from loadcases loadcase=dict(dof0=dof0, dof1=dof1, ext0=ext0).
  • Check function residuals norm in newtonrhapson() instead of incremental field-values norm.

Fixed

  • Fix assembled vectors and results of SolidBodyPressure for initially defined pressure values.
  • Fix verbose=0 option of newtonrhapson().
  • Fix wrong assembly of axisymmetric mixed-fields due to introduced plane strain field-trimming.

[4.0.0] - 2022-08-07

Added

  • Add SolidBody.evaluate.kirchhoff_stress() method. Contrary to the Cauchy stress method, this gives correct results in incompressible plane stress.
  • Add SolidBodyTensor for tensor-based material definitions with state variables.
  • Add bodies argument to newtonrhapson().
  • Add a container class for fields, FieldContainer (renamed from FieldMixed).
  • Add len(field) method for FieldContainer (length = number of fields).

Changed

  • Unify handling of Field and FieldMixed.
  • Constitutive models use lists as in- and output (consistency between single- and mixed-formulations).
  • Allow field updates directly from 1d sparse-solved vector without splitted by field-offsets.

Fixed

  • Fix tovoigt() helper for data with more or less than two trailing axes and 2D tensors.
  • Fix errors for force() and moment() helpers if the residuals are sparse.

Removed

  • Remove wrapper for matADi-materials (not necessary with field containers).
  • Remove IntegralFormMixed and IntegralFormAxisymmetric from global namespace.

[3.1.0] - 2022-05-02

Added

  • Add optional parallel (threaded) basis evaluation and add Form(v, u, parallel=True).
  • Add mechanics submodule with SolidBody and SolidBodyPressure.

Fixed

  • Fix matADi materials for (mixed) axisymmetric analyses.
  • Fix missing radius in axisymmetric integral forms.

[3.0.0] - 2022-04-28

Added

  • Add sym argument to Bilinearform.integrate() and Bilinearform.assemble().
  • Add FieldsMixed which creates a FieldMixed of length n based on a template region.
  • Add function to mirror a Mesh mesh.mirror().
  • Add a new parallel assembly that uses a threaded version of np.einsum instead (einsumt).
  • Add parallel versions of math helpers (dya, cdya, dot, ddot) using einsumt.
  • Add parallel keyword to constitutive models (NeoHooke, LinearElasticTensorNotation and ThreeFieldVariation).
  • Add RegionBoundary along with template regions for Quad and Hexahedron and GaussLegendreBoundary.
  • Add optional normal vector argument for function and gradient methods of AreaChange.
  • Add a new Mesh-tool triangulate(), applicable on Quad and Hexahedron meshes.
  • Add a new Mesh-method Mesh.as_meshio().
  • Add a function decorator @Form(...) for linear and bilinear form objects.

Changed

  • Enforce consistent arguments for functions inside mesh (points, cells, cell_data or Mesh).
  • Rename Numba-parallel assembly to jit.
  • Move single element shape functions and their derivatives from region.h to region.element.h and region.dhdr to region.element.dhdr.
  • Repeat element shape functions and their derivatives for each cell (as preparation for an upcoming RegionBoundary).
  • Improve mesh.convert() by using the function decorator @mesh_or_data.
  • Allow an array to be passed as the expansion arguments of mesh.expand() and mesh.revolve().
  • Allow optional keyword args to be passed to Mesh.save(**kwargs), acts as a wrapper for Mesh.as_meshio(**kwargs).write().

Fixed

  • Fix area normal vectors of RegionBoundary.
  • Fix integration and subsequent assembly of BilinearForm if field and mesh dimensions are not equal.

[2.0.1] - 2022-01-11

Fixed

  • Fixed wrong result of assembly generated by a parallel loop with prange.

[2.0.0] - 2022-01-10

Added

  • Add a new method to deepcopy a Mesh with Mesh.copy()
  • Add broadcasting capability for trailing axes inside the parallel form integrators.
  • Add Basis on top of a field for virtual fields used in linear and bilinear forms.
  • Add LinearForm and BilinearForm (including mixed variants) for vector/matrix assembly out of weak form expressions.
  • Add parallel keyword for threaded integration/assembly of LinearForm and BilinearForm.

Changed

  • Enhance Boundary for the application of prescribed values of any user-defined Field which is part of FieldMixed.
  • The whole mixed-field has to be passed to dof.apply() along with the offsets returned from dof.partition for mixed-field formulations.
  • Set default value shape=(1, 1) for hessian() methods of linear elastic materials.

Fixed

  • Fixed einstein summation of math.dot() for two vectors with trailing axes.

Removed

  • Remove dof.extend because dof.partition does not need it anymore.

[1.6.0] - 2021-12-02

Added

  • Add LinearElasticPlaneStress and LinearElasticPlaneStrain material formulations.
  • Add region argument for LinearElastic.hessian().

Changed

  • Re-formulate LinearElastic materials in terms of the deformation gradient.
  • Re-formulate LinearElastic material in matrix notation (Speed-up of ~10 for elasticity matrix compared to previous implementation.)
  • Move previous LinearElastic to constitution.LinearElasticTensorNotation.

[1.5.0] - 2021-11-29

Added

  • Add kwargs of field.extract() to fun and jac of newtonrhapson.

Changed

  • Set default number of threads in MatadiMaterial to multiprocessing.cpu_count().
  • Moved documentation to Read the Docs (Sphinx).

Fixed

  • Fix dim in calculation of reaction forces (tools.force) for FieldMixed.
  • Fix calculation of reaction moments (tools.moment) for FieldMixed.

[1.4.0] - 2021-11-15

Added

  • Add mask argument to Boundary for the selection of user-defined points.
  • Add shear loadcase.
  • Add a wrapper for matadi materials as MatadiMaterial.
  • Add verbose and timing arguments to newtonrhapson.

Fixed

  • Obtain internal dim from Field in calculation of reaction force tools.force.
  • Fix math.dot for combinations of rank 1 (vectors), rank 2 (matrices) and rank 4 tensors.

[1.3.0] - 2021-11-02

Changed

  • Rename mesh.as_discontinous() to mesh.disconnect().
  • Rename constitution.Mixed to constitution.ThreeFieldVariation.
  • Rename unstack to offsets as return of dof-partition and all subsequent references.
  • Import tools (newtonrhapson, project, save) and constitution (NeoHooke, LinearElastic and ThreeFieldVariation) to FElupe's namespace.
  • Change minimal README-example to a high-level code snippet and refer to docs for details.

[1.2.0] - 2021-10-31

Added

  • Add template regions, i.e. a region with a Hexahedron() element and a quadrature scheme GaussLegendre(order=1, dim=3) as RegionHexahedron, etc.
  • Add biaxial and planar loadcases (like uniaxial).
  • Add a minimal README-example (Hello FElupe!).

Changed

  • Deactivate clamped boundary (clamped=False) as default option for uniaxial loading dof.uniaxial.

[1.1.0] - 2021-10-30

Added

  • Add inverse quadrature method quadrature.inv() for Gauss-Legendre schemes.
  • Add discontinous representation of a mesh as mesh method mesh.as_discontinous().
  • Add tools.project() to project (and average) values at quadrature points to mesh points.

Changed

  • Removed quadpy dependency and use built-in polynomials of numpy for Gauss-Legendre calculation.

Fixed

  • Fix typo in first shear component of math.tovoigt() function.
  • Fix wrong stress projection in tools.topoints() due to different quadrature and cell ordering.

[1.0.1] - 2021-10-19

Fixed

  • Fix import of dof-module if sparse is not installed.

[1.0.0] - 2021-10-19

Added

  • Start using a Changelog.
  • Added docstrings for essential classes, methods and functions.
  • Add array with point locations for all elements.

Changed

  • Rename element methods (from basis to function and from basisprime to gradient).
  • Make constitutive materials more flexible (allow material parameters to be passed at stress and elasticity evaluation umat.gradient(F, mu=1.0)).
  • Rename ndim to dim.
  • Simplify element base classes.
  • Speed-up calculation of indices (rows, cols) for Fields and Forms (about 10x faster now).
  • Update test_element.py according to changes in element methods.

Removed

  • Automatic check if the gradient of a region can be calculated based on the dimensions. The grad argument in region(grad=False) has to be enforced by the user.

License

FElupe - finite element analysis (C) 2022 Andreas Dutzler, Graz (Austria).

This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.

You should have received a copy of the GNU General Public License along with this program. If not, see https://www.gnu.org/licenses/.

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