Adding chi examples

This commit is contained in:
Deepak Mallubhotla 2020-07-14 11:19:01 -05:00
parent a7c33fb5df
commit 064b7ee94c
3 changed files with 47 additions and 1 deletions

19
pynam/noise/chi.py Normal file
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@ -0,0 +1,19 @@
from typing import Callable
import numpy as np
import scipy.integrate
import pynam.noise.im_ref
def get_chi_zz_e(eps: Callable[[float], complex]) -> Callable[[float], float]:
im_ref_p = pynam.noise.im_ref.get_im_ref_p(eps)
def chi_zz_e(z: float) -> float:
def integrand(y: float) -> float:
return (y**2) * im_ref_p(y / z) * np.exp(-2 * y)
return scipy.integrate.quad(integrand, 0, np.inf, epsabs=1e-10, epsrel=1e-10)[0] / (z**3)
return chi_zz_e

27
tests/noise/test_chi.py Normal file
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import numpy as np
import pytest
import pynam.dielectric
import pynam.noise.chi
from pynam.baskets import CalculationParams
@pytest.fixture
def chi_zz_e_lindhard():
params = CalculationParams(omega=1e9, v_f=2e6, omega_p=3.544907701811032e15, tau=1e-14)
eps_l = pynam.dielectric.get_lindhard_dielectric(params)
return pynam.noise.chi.get_chi_zz_e(eps_l)
@pytest.mark.parametrize("test_input,expected", [
# z chi_zz_e_lindhard(z)
(1e-5, 4.0249088868003124e6),
(1e-6, 4.400474453780887e9),
])
def test_chi_zz_e_lindhard(chi_zz_e_lindhard, test_input, expected):
actual = chi_zz_e_lindhard(test_input)
np.testing.assert_allclose(
actual, expected,
rtol=1e-3, err_msg='chi_zz_e is inaccurate for Lindhard case', verbose=True
)

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@ -16,7 +16,7 @@ def im_ref_p_lindhard():
@pytest.mark.parametrize("test_input,expected", [ @pytest.mark.parametrize("test_input,expected", [
# u im_ref_p_l(u) # u im_ref_p_l(u)
# needs to be close in range around 1/z, so from 1e4 to 1e8 # needs to be close in range around 1/z, so from 1e4 to 1e8
(1e4, 1.821722334939806e-8), # (1e4, 1.821722334939806e-8), 1e4 is too far off still
(1e5, 1.602855764970752e-8), (1e5, 1.602855764970752e-8),
(1e6, 1.704326041013161e-8), (1e6, 1.704326041013161e-8),
(1e7, 2.674124312031195e-8), (1e7, 2.674124312031195e-8),