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Merge pull request #136 from HelgeGehring/coplanar_waveguide_example
add coplanar wavegudie example
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# --- | ||
# jupyter: | ||
# jupytext: | ||
# formats: py:percent,md:myst | ||
# text_representation: | ||
# extension: .py | ||
# format_name: percent | ||
# format_version: '1.3' | ||
# jupytext_version: 1.15.0 | ||
# kernelspec: | ||
# display_name: Python 3 | ||
# name: python3 | ||
# --- | ||
# %% [markdown] | ||
# # Coplanar waveguide | ||
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# In this example we calculate effective epsilon of the coplanar waveguides from {cite}`Jansen1978` | ||
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# %% tags=["hide-input"] | ||
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from collections import OrderedDict | ||
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import matplotlib.pyplot as plt | ||
import numpy as np | ||
import scipy.constants | ||
import shapely | ||
import shapely.ops | ||
from shapely.geometry import LineString, box | ||
from skfem import Basis, ElementTriP0 | ||
from skfem.io.meshio import from_meshio | ||
from tqdm import tqdm | ||
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from femwell.maxwell.waveguide import compute_modes | ||
from femwell.mesh import mesh_from_OrderedDict | ||
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# %% | ||
def mesh_waveguide_1(filename, wsim, hclad, hsi, wcore_1, wcore_2, hcore, gap): | ||
core_l = box(-wcore_1 - gap / 2, -hcore / 2, -gap / 2, hcore / 2) | ||
core_r = box(gap / 2, -hcore / 2, wcore_2 + gap / 2, hcore / 2) | ||
gap_b = box(-gap / 2, -hcore / 2, gap / 2, hcore / 2) | ||
clad = box(-wsim / 2, -hcore / 2, wsim / 2, -hcore / 2 + hclad) | ||
silicon = box(-wsim / 2, -hcore / 2, wsim / 2, -hcore / 2 - hsi) | ||
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combined = shapely.ops.unary_union([core_l, core_r, clad, silicon]) | ||
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polygons = OrderedDict( | ||
surface=LineString(combined.exterior), | ||
interface=LineString( | ||
[ | ||
(-wcore_1 - gap, -hcore / 2), | ||
(wcore_2 + gap, -hcore / 2), | ||
] | ||
), | ||
core_l_interface=core_l.exterior, | ||
core_l=core_l, | ||
core_r_interface=core_r.exterior, | ||
core_r=core_r, | ||
gap_b=gap_b, | ||
clad=clad, | ||
silicon=silicon, | ||
) | ||
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resolutions = dict( | ||
core_r={"resolution": 0.004, "distance": 2}, | ||
core_l={"resolution": 0.004, "distance": 2}, | ||
gap_b={"resolution": 0.004, "distance": 2}, | ||
silicon={"resolution": 0.1, "distance": 5}, | ||
interface={"resolution": 0.2, "distance": 1}, | ||
) | ||
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return mesh_from_OrderedDict( | ||
polygons, resolutions, filename=filename, default_resolution_max=30 | ||
) | ||
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# %% tags=["hide-output"] | ||
frequencies = np.linspace(1e9, 18e9, 18) | ||
gaps = [0.02, 0.06, 0.1, 0.2, 0.4, 0.6, 0.8, 1, 1.2, 1.4, 1.6, 1.8, 2] | ||
epsilon_effs = np.zeros((len(gaps), len(frequencies), 2), dtype=complex) | ||
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for i, gap in enumerate(tqdm(gaps)): | ||
for j, frequency in enumerate(tqdm(frequencies, leave=False)): | ||
mesh = from_meshio( | ||
mesh_waveguide_1( | ||
filename="mesh.msh", | ||
wsim=30, | ||
hclad=100, | ||
hsi=0.64, | ||
wcore_1=0.6, | ||
wcore_2=0.6, | ||
hcore=0.005, | ||
gap=gap, | ||
) | ||
) | ||
mesh = mesh.scaled((1e-3,) * 2) | ||
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basis0 = Basis(mesh, ElementTriP0(), intorder=4) | ||
epsilon = basis0.zeros().astype(complex) | ||
epsilon[basis0.get_dofs(elements="silicon")] = 9.9 + 0.0005 | ||
epsilon[basis0.get_dofs(elements="clad")] = 1.0 | ||
epsilon[basis0.get_dofs(elements="gap_b")] = 1.0 | ||
epsilon[basis0.get_dofs(elements="core_l")] = ( | ||
1 - 1j * 1 / (18e-6 * 1e-3) / scipy.constants.epsilon_0 / frequency | ||
) | ||
epsilon[basis0.get_dofs(elements="core_r")] = ( | ||
1 - 1j * 1 / (18e-6 * 1e-3) / scipy.constants.epsilon_0 / frequency | ||
) | ||
# basis0.plot(np.real(epsilon), colorbar=True).show() | ||
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modes = compute_modes( | ||
basis0, | ||
epsilon, | ||
wavelength=scipy.constants.speed_of_light / frequency, | ||
mu_r=1, | ||
num_modes=2, | ||
metallic_boundaries=True, | ||
) | ||
print("effective epsilons", modes.n_effs**2) | ||
modes[0].show("E", part="real", plot_vectors=True, colorbar=True) | ||
modes[1].show("E", part="real", plot_vectors=True, colorbar=True) | ||
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epsilon_effs[i, j] = modes.n_effs**2 | ||
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# %% tags=["hide-input"] | ||
plt.xlabel("Frequency / Ghz") | ||
plt.ylabel("Effective dielectric constant") | ||
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for i, gap in enumerate(gaps): | ||
plt.plot(frequencies / 1e9, epsilon_effs[i, :, 0].real) | ||
plt.annotate( | ||
xy=(frequencies[-1] / 1e9, epsilon_effs[i, :, 0].real[-1]), text=str(gap), va="center" | ||
) | ||
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plt.plot(frequencies / 1e9, epsilon_effs[i, :, 1].real) | ||
plt.annotate( | ||
xy=(frequencies[-1] / 1e9, epsilon_effs[i, :, 1].real[-1]), text=str(gap), va="center" | ||
) | ||
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plt.show() |
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