A small package for fem
Project description
SIMple Finite Element Methods in PYthon
import matplotlib.pyplot as plt
import matplotlib.gridspec as gridspec
import pathlib, sys
simfempypath = str(pathlib.Path(__file__).parent.parent.parent)
sys.path.insert(0,simfempypath)
from simfempy.models.elliptic import Elliptic
from simfempy.models.application import Application
from simfempy.meshes import plotmesh
# define Application class
class HeatExample(Application):
def __init__(self):
super().__init__(h=0.1)
# fill problem data
# boundary conditions
self.problemdata.bdrycond.set("Dirichlet", [1000, 3000])
self.problemdata.bdrycond.set("Neumann", [1001, 1002, 1003])
self.problemdata.bdrycond.fct[1000] = lambda x, y, z: 200
self.problemdata.bdrycond.fct[3000] = lambda x, y, z: 320
# postprocess
self.problemdata.postproc.set(name='bdrymean_right', type='bdry_mean', colors=1001)
self.problemdata.postproc.set(name='bdrymean_left', type='bdry_mean', colors=1003)
self.problemdata.postproc.set(name='bdrymean_up', type='bdry_mean', colors=1002)
self.problemdata.postproc.set(name='bdrynflux', type='bdry_nflux', colors=[3000])
# paramaters in equation
self.problemdata.params.set_scal_cells("kheat", [100], 0.001)
self.problemdata.params.set_scal_cells("kheat", [200], 10.0)
# data.params.fct_glob["convection"] = ["0", "0.001"]
def defineGeometry(self, geom, h):
holes = []
rectangle = geom.add_rectangle(xmin=-1.5, xmax=-0.5, ymin=-1.5, ymax=-0.5, z=0, mesh_size=h)
geom.add_physical(rectangle.surface, label="200")
geom.add_physical(rectangle.lines, label="20") # required for correct boundary labels (!?)
holes.append(rectangle)
circle = geom.add_circle(x0=[0, 0], radius=0.5, mesh_size=h, num_sections=6, make_surface=False)
geom.add_physical(circle.curve_loop.curves, label="3000")
holes.append(circle)
p = geom.add_rectangle(xmin=-2, xmax=2, ymin=-2, ymax=2, z=0, mesh_size=h, holes=holes)
geom.add_physical(p.surface, label="100")
for i in range(len(p.lines)): geom.add_physical(p.lines[i], label=f"{1000 + i}")
disc_params={'dirichletmethod':'nitsche'}
heat = Elliptic(application=HeatExample(), fem='p1', disc_params=disc_params, linearsolver={'method':'pyamg', 'disp':0, 'smoother':'schwarz'})
result, u = heat.static(mode="newton")
print(f"{result=}")
# for p, v in result.data['scalar'].items(): print(f"{p}: {v}")
fig = plt.figure(figsize=(10, 8))
fig.suptitle(f"{heat.application.__class__.__name__} (static)", fontsize=16)
outer = gridspec.GridSpec(1, 2, wspace=0.2, hspace=0.2)
plotmesh.meshWithBoundaries(heat.mesh, fig=fig, outer=outer[0])
data = heat.sol_to_data(u)
data.update({'cell': {'k': heat.kheatcell}})
plotmesh.meshWithData(heat.mesh, data=data, alpha=0.5, fig=fig, outer=outer[1])
plt.show()
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