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test_transfer_matrix_method.py
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test_transfer_matrix_method.py
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from pytest import approx
import numpy as np
def test_tmm_structure():
from rayflare.transfer_matrix_method import tmm_structure
options = dict(
wavelengths=np.array([]),
pol="s",
coherent=True,
coherency_list=None,
theta_in=0,
depth_spacing=10,
)
tmm_setup = tmm_structure([])
RAT = tmm_setup.calculate(options)
assert sorted(list(RAT.keys())) == ["A", "A_per_layer", "R", "T", "all_p", "all_s"]
def test_inc_coh_tmm():
from solcore import material, si
from solcore.structure import Layer
from solcore.solar_cell import SolarCell
from rayflare.transfer_matrix_method import tmm_structure
GaInP = material("GaInP")(In=0.5)
GaAs = material("GaAs")()
Ge = material("Ge")()
Air = material("Air")()
optical_struct = SolarCell(
[
Layer(material=GaInP, width=si("5000nm")),
Layer(material=GaAs, width=si("200nm")),
Layer(material=GaAs, width=si("5um")),
Layer(material=Ge, width=si("50um")),
]
)
wl = np.linspace(400, 1200, 5)
c_list = [
["c", "c", "c", "c"],
["c", "c", "c", "i"],
["c", "i", "i", "c"],
["i", "i", "i", "i"],
]
options = dict(
wavelengths=wl * 1e-9,
pol="u",
coherent=False,
coherency_list=None,
theta_in=0,
depth_spacing=10,
)
results = []
for cl in c_list:
options["coherency_list"] = cl
tmm_setup = tmm_structure(
optical_struct, incidence=Air, transmission=Air, no_back_reflection=False
)
RAT = tmm_setup.calculate(options)
results.append(np.sum(RAT["A_per_layer"], 1))
A_calc = np.stack(results)
A_data = np.array(
[
[0.5742503, 0.67956899, 0.73481184, 0.725372, 0.76792856],
[0.5742503, 0.67956899, 0.73481184, 0.725372, 0.76792856],
[0.5742503, 0.67956899, 0.73474943, 0.70493469, 0.70361194],
[0.5742503, 0.67956899, 0.70927724, 0.71509221, 0.71592772],
]
)
assert A_calc == approx(A_data)
def test_sp_pol():
from solcore import material, si
from solcore.structure import Layer
from solcore.solar_cell import SolarCell
from rayflare.transfer_matrix_method import tmm_structure
GaInP = material("GaInP")(In=0.5)
GaAs = material("GaAs")()
Ge = material("Ge")()
Air = material("Air")()
optical_struct = SolarCell(
[
Layer(material=GaInP, width=si("5000nm")),
Layer(material=GaAs, width=si("200nm")),
Layer(material=GaAs, width=si("6um")),
Layer(material=Ge, width=si("5um")),
]
)
wl = np.linspace(400, 1200, 10)
options = dict(
wavelengths=wl * 1e-9,
pol="u",
coherent=True,
coherency_list=None,
theta_in=0,
depth_spacing=10,
)
results_s = []
options["pol"] = "s"
for angle in [0, np.pi / 4, np.pi / 3, 0.49 * np.pi]:
options["theta_in"] = angle
tmm_setup = tmm_structure(
optical_struct, incidence=Air, transmission=Air, no_back_reflection=False
)
RAT = tmm_setup.calculate(options)
results_s.append(np.sum(RAT["A_per_layer"], 1))
A_calc_s = np.stack(results_s)
results_p = []
options["pol"] = "p"
for angle in [0, np.pi / 4, np.pi / 3, 0.49 * np.pi]:
options["theta_in"] = angle
tmm_setup = tmm_structure(
optical_struct, incidence=Air, transmission=Air, no_back_reflection=False
)
RAT = tmm_setup.calculate(options)
results_p.append(np.sum(RAT["A_per_layer"], 1))
A_calc_p = np.stack(results_p)
results_u = []
options["pol"] = "u"
for angle in [0, np.pi / 4, np.pi / 3, 0.49 * np.pi]:
options["theta_in"] = angle
tmm_setup = tmm_structure(
optical_struct, incidence=Air, transmission=Air, no_back_reflection=False
)
RAT = tmm_setup.calculate(options)
results_u.append(np.sum(RAT["A_per_layer"], 1))
A_calc_u = np.stack(results_u)
assert A_calc_u == approx(0.5 * (A_calc_s + A_calc_p))
A_data = np.array(
[
[
0.5742503,
0.65157195,
0.67832579,
0.68226493,
0.68535974,
0.67909547,
0.65763539,
0.66792418,
0.75304704,
0.74521762,
],
[
0.45434853,
0.52749112,
0.5539266,
0.55795924,
0.55894821,
0.55075466,
0.54622101,
0.63196572,
0.52299822,
0.51144073,
],
[
0.34887414,
0.41235227,
0.43601998,
0.43963046,
0.47651039,
0.50886181,
0.49166823,
0.57972568,
0.48556919,
0.42998698,
],
[
0.02663692,
0.0329389,
0.03545789,
0.03586407,
0.03615642,
0.03558688,
0.04200677,
0.04284779,
0.05441022,
0.05403772,
],
]
)
assert A_calc_s == approx(A_data)
def test_tmm_structure_abs():
from solcore import si, material
from solcore.structure import Layer
from rayflare.transfer_matrix_method import tmm_structure
from solcore.solar_cell import SolarCell
InGaP = material("GaInP")(In=0.5)
GaAs = material("GaAs")()
Ge = material("Ge")()
Ag = material("Ag")()
Air = material("Air")()
Al2O3 = material("Al2O3")()
# anti-reflection coating
wavelengths = np.linspace(250, 1900, 200) * 1e-9
RCWA_wl = wavelengths
options = {
"pol": "s",
"wavelengths": RCWA_wl,
"parallel": True,
"n_jobs": -1,
"theta_in": 0,
"phi_in": 0,
"A_per_order": False,
"depth_spacing": 1,
"coherent": True,
"coherency_list": None,
}
ARC = [Layer(si("80nm"), Al2O3)]
solar_cell = SolarCell(
ARC
+ [
Layer(material=InGaP, width=si("400nm")),
Layer(material=GaAs, width=si("4000nm")),
Layer(material=Ge, width=si("3000nm")),
]
)
tmm_setup = tmm_structure(
solar_cell, incidence=Air, transmission=Ag, no_back_reflection=False
)
integrated = np.zeros((6, 3))
j1 = 0
for pol in ["s", "p", "u"]:
for angle in [0, np.pi / 3]:
options["pol"] = pol
options["theta_in"] = angle
tmm_result = tmm_setup.calculate(options)
integr = (
1e4
* np.trapz(
wavelengths[:, None] * 1e9 * tmm_result["A_per_layer"],
wavelengths * 1e9,
axis=0,
)
/ 1e9
)
integrated[j1, :] = integr[1:]
j1 += 1
expected = np.array(
[
[1.4234972, 1.67748004, 7.35621745],
[1.35543244, 1.30592315, 5.28228305],
[1.4234972, 1.67748004, 7.35621745],
[1.44652436, 1.65923102, 8.43831573],
[1.4234972, 1.67748004, 7.35621745],
[1.4009784, 1.48257709, 6.86029939],
]
)
assert integrated == approx(expected)
def test_RAT_angle_pol_ninc():
from solcore import si, material
from solcore.structure import Layer
from rayflare.transfer_matrix_method import tmm_structure
from solcore.solar_cell import SolarCell
from rayflare.options import default_options
InAlP_hole_barrier = material("AlInP")(Al=0.5)
GaAs_pn_junction = material("GaAs")()
InGaP_e_barrier = material("GaInP")(In=0.5)
Ag = material("Ag")()
wavelengths = np.linspace(303, 1000, 10) * 1e-9
# define the problem
options = default_options()
options.wavelengths = wavelengths
SiN = material("Si3N4")()
grating1 = [Layer(si(100, "nm"), SiN)]
solar_cell = SolarCell(
[
Layer(material=InGaP_e_barrier, width=si("19nm")),
Layer(material=GaAs_pn_junction, width=si("85nm")),
Layer(material=InAlP_hole_barrier, width=si("19nm")),
]
+ grating1
)
TMM_setup = tmm_structure(solar_cell, SiN, Ag)
angles = [0, np.pi / 5, np.pi / 3]
pols = ["s", "p", "u"]
# import matplotlib.pyplot as plt
for angle in angles:
for pol in pols:
options.pol = pol
options.theta_in = angle
options.phi_in = angle
RAT = TMM_setup.calculate(options)
assert RAT["R"] + RAT["T"] + np.sum(RAT["A_per_layer"], 1) == approx(1)