File: perturbation_theory.py

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import meep as mp
import numpy as np
import argparse


def main(args):
    if args.perpendicular:
        src_cmpt = mp.Hz
        fcen = 0.21         # pulse center frequency
    else:
        src_cmpt = mp.Ez
        fcen = 0.17         # pulse center frequency

    n = 3.4                 # index of waveguide
    w = 1                   # ring width
    r = 1                   # inner radius of ring
    pad = 4                 # padding between waveguide and edge of PML
    dpml = 2                # thickness of PML
    m = 5                   # angular dependence

    pml_layers = [mp.PML(dpml)]

    sr = r + w + pad + dpml        # radial size (cell is from 0 to sr)
    dimensions = mp.CYLINDRICAL    # coordinate system is (r,phi,z) instead of (x,y,z)
    cell = mp.Vector3(sr)

    geometry = [mp.Block(center=mp.Vector3(r + (w / 2)),
                         size=mp.Vector3(w, mp.inf, mp.inf),
                         material=mp.Medium(index=n))]

    # find resonant frequency of unperturbed geometry using broadband source

    df = 0.2*fcen           # pulse width (in frequency)

    sources = [mp.Source(mp.GaussianSource(fcen,fwidth=df),
                         component=src_cmpt,
                         center=mp.Vector3(r+0.1))]

    sim = mp.Simulation(cell_size=cell,
                        geometry=geometry,
                        boundary_layers=pml_layers,
                        resolution=args.res,
                        sources=sources,
                        dimensions=dimensions,
                        m=m)

    h = mp.Harminv(src_cmpt, mp.Vector3(r+0.1), fcen, df)
    sim.run(mp.after_sources(h),
            until_after_sources=100)

    frq_unperturbed = h.modes[0].freq

    sim.reset_meep()

    # unperturbed geometry with narrowband source centered at resonant frequency

    fcen = frq_unperturbed
    df = 0.05*fcen

    sources = [mp.Source(mp.GaussianSource(fcen,fwidth=df),
                         component=src_cmpt,
                         center=mp.Vector3(r+0.1))]

    sim = mp.Simulation(cell_size=cell,
                        geometry=geometry,
                        boundary_layers=pml_layers,
                        resolution=args.res,
                        sources=sources,
                        dimensions=dimensions,
                        m=m)

    sim.run(until_after_sources=100)

    deps = 1 - n**2
    deps_inv = 1 - 1/n**2

    if args.perpendicular:
        para_integral = deps*2*np.pi*(r*abs(sim.get_field_point(mp.Ep, mp.Vector3(r)))**2 - (r+w)*abs(sim.get_field_point(mp.Ep, mp.Vector3(r+w)))**2)
        perp_integral = deps_inv*2*np.pi*(-r*abs(sim.get_field_point(mp.Dr, mp.Vector3(r)))**2 + (r+w)*abs(sim.get_field_point(mp.Dr, mp.Vector3(r+w)))**2)
        numerator_integral = para_integral + perp_integral
    else:
        numerator_integral = deps*2*np.pi*(r*abs(sim.get_field_point(mp.Ez, mp.Vector3(r)))**2 - (r+w)*abs(sim.get_field_point(mp.Ez, mp.Vector3(r+w)))**2)

    denominator_integral = sim.electric_energy_in_box(center=mp.Vector3(0.5*sr), size=mp.Vector3(sr))
    perturb_theory_dw_dR = -frq_unperturbed * numerator_integral / (4 * denominator_integral)

    sim.reset_meep()

    # perturbed geometry with narrowband source

    dr = 0.01

    sources = [mp.Source(mp.GaussianSource(fcen,fwidth=df),
                         component=src_cmpt,
                         center=mp.Vector3(r + dr + 0.1))]

    geometry = [mp.Block(center=mp.Vector3(r + dr + (w / 2)),
                         size=mp.Vector3(w, mp.inf, mp.inf),
                         material=mp.Medium(index=n))]

    sim = mp.Simulation(cell_size=cell,
                        geometry=geometry,
                        boundary_layers=pml_layers,
                        resolution=args.res,
                        sources=sources,
                        dimensions=dimensions,
                        m=m)

    h = mp.Harminv(src_cmpt, mp.Vector3(r+dr+0.1), fcen, df)
    sim.run(mp.after_sources(h),
            until_after_sources=100)

    frq_perturbed = h.modes[0].freq

    finite_diff_dw_dR = (frq_perturbed - frq_unperturbed) / dr

    print("dwdR:, {} (pert. theory), {} (finite diff.)".format(perturb_theory_dw_dR,finite_diff_dw_dR))

if __name__ == '__main__':
    parser = argparse.ArgumentParser()
    parser.add_argument('-perpendicular', action='store_true', help='use perpendicular field source (default: parallel field source)')
    parser.add_argument('-res', type=int, default=100, help='resolution (default: 100 pixels/um)')
    args = parser.parse_args()
    main(args)