diff --git a/docs/source/examples/fe.mf b/docs/source/examples/fe.mf
new file mode 100644
index 00000000..cd93dadd
--- /dev/null
+++ b/docs/source/examples/fe.mf
@@ -0,0 +1,101 @@
+   4.5000000e+01   4.6000024e-02             NaN
+   4.5250000e+01   5.1828579e-02   3.4839262e-02
+   4.5500000e+01   5.7532098e-02   3.4486162e-02
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+   6.8000000e+01  -3.0173743e-02  -2.9030927e-03
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+   6.8500000e+01  -3.1589026e-02  -4.0038896e-04
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+   6.9000000e+01  -3.6497468e-02  -2.1805595e-03
+   6.9250000e+01  -3.9167274e-02  -1.4724472e-03
+   6.9500000e+01  -4.1390053e-02   5.8494618e-04
+   6.9750000e+01  -4.4225467e-02   1.4443758e-03
+   7.0000000e+01  -4.7192867e-02   6.0872013e-04
diff --git a/docs/source/examples/fe.nff b/docs/source/examples/fe.nff
new file mode 100644
index 00000000..6077a74e
--- /dev/null
+++ b/docs/source/examples/fe.nff
@@ -0,0 +1,101 @@
+   4.5000000e+01  -4.0523329e-01             NaN
+   4.5250000e+01  -4.4867918e-01   2.9786293e+00
+   4.5500000e+01  -4.9301281e-01   2.9149078e+00
+   4.5750000e+01  -5.4098426e-01   2.8585454e+00
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+   6.8250000e+01   1.2615136e+00   7.8150461e+00
+   6.8500000e+01   1.2731816e+00   7.8088103e+00
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+   6.9000000e+01   1.2966454e+00   7.8218059e+00
+   6.9250000e+01   1.3129338e+00   7.8260567e+00
+   6.9500000e+01   1.3293558e+00   7.8369980e+00
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diff --git a/docs/source/examples/test_elliptical_polarization.ipynb b/docs/source/examples/test_elliptical_polarization.ipynb
new file mode 100644
index 00000000..25043055
--- /dev/null
+++ b/docs/source/examples/test_elliptical_polarization.ipynb
@@ -0,0 +1,908 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 311,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import udkm1Dsim as ud\n",
+    "u = ud.u  # import the pint unit registry from udkm1Dsim\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "u.setup_matplotlib()  # use matplotlib with pint units"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 312,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    }
+   ],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 313,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Fe = ud.Atom('Fe', mag_amplitude=1.0, mag_phi=90*u.deg, mag_gamma=90*u.deg,\n",
+    "                   atomic_form_factor_path='./fe.nff', magnetic_form_factor_path='./fe.mf')\n",
+    "Si = ud.Atom('Si', atomic_form_factor_source='henke')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 314,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "density_Fe = 7874*u.kg/u.m**3\n",
+    "\n",
+    "prop_Fe = {}\n",
+    "prop_Fe['heat_capacity'] = 449*u.J/u.kg/u.K\n",
+    "prop_Fe['therm_cond'] = 80*u.W/(u.m *u.K)\n",
+    "prop_Fe['lin_therm_exp'] = 11.8e-6\n",
+    "prop_Fe['sound_vel'] = 4.910*u.nm/u.ps\n",
+    "prop_Fe['opt_ref_index'] = 2.9174+3.3545j\n",
+    "\n",
+    "layer_Fe = ud.AmorphousLayer('Fe', 'Fe amorphous', 1*u.nm,\n",
+    "                                  density_Fe, atom=Fe, **prop_Fe)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 341,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "density_Si = 2336*u.kg/u.m**3\n",
+    "\n",
+    "prop_Si = {}\n",
+    "prop_Si['heat_capacity'] = 703*u.J/u.kg/u.K\n",
+    "prop_Si['therm_cond'] = 150*u.W/(u.m*u.K)\n",
+    "prop_Si['lin_therm_exp'] = 2.6e-6\n",
+    "prop_Si['sound_vel'] = 8.433*u.nm/u.ps\n",
+    "prop_Si['opt_ref_index'] = 3.6941+0.0065435j\n",
+    "\n",
+    "layer_Si = ud.AmorphousLayer('Si', \"Si amorphous\", 100*u.nm, density_Si, atom=Si, **prop_Si)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 342,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "S = ud.Structure('Fe on Si')\n",
+    "\n",
+    "#S.add_sub_structure(layer_Fe, 10)\n",
+    "S.add_sub_structure(layer_Si, 200)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 343,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "incoming polarizations set to: sigma\n",
+      "analyzer polarizations set to: unpolarized\n"
+     ]
+    }
+   ],
+   "source": [
+    "dyn_mag = ud.XrayDynMag(S, True)\n",
+    "dyn_mag.disp_messages = True\n",
+    "dyn_mag.save_data = False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 344,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dyn_mag.energy = np.r_[46:70:1]*u.eV  # set two photon energies\n",
+    "dyn_mag.theta = np.r_[5:55:1]*u.deg"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# T-MOKE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "180.0 deg\n",
+      "90.0 deg\n",
+      "incoming polarizations set to: pi\n",
+      "analyzer polarizations set to: unpolarized\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 0.318157 s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Fe.mag_gamma = 180*u.deg # s-pol\n",
+    "Fe.mag_phi = 90*u.deg # in-\n",
+    "print(dyn_mag.S.get_layer_handle(0).atom.mag_gamma)\n",
+    "print(dyn_mag.S.get_layer_handle(0).atom.mag_phi)\n",
+    "\n",
+    "\n",
+    "dyn_mag.set_polarization(4, 0)\n",
+    "R, R_phi, _, _ = dyn_mag.homogeneous_reflectivity()\n",
+    "asym = (R-R_phi)/((R+R_phi))\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.pcolormesh(dyn_mag.theta, dyn_mag.energy,\n",
+    "               (R-R_phi)/((R+R_phi)),\n",
+    "               shading='auto', vmin=-1, vmax=1, cmap='RdBu_r')\n",
+    "plt.xlabel(r'$\\theta$ [deg]')\n",
+    "plt.ylabel('Reflectivity')\n",
+    "plt.colorbar()\n",
+    "plt.title('T-MOKE')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "incoming polarizations set to: pi\n",
+      "analyzer polarizations set to: unpolarized\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 0.506413 s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Fe.mag_gamma = 0*u.deg # s-pol\n",
+    "Fe.mag_phi = 90*u.deg # in-plane\n",
+    "\n",
+    "dyn_mag.set_polarization(4, 0)\n",
+    "R, R_phi, _, _ = dyn_mag.homogeneous_reflectivity()\n",
+    "asym = (R-R_phi)/((R+R_phi))\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.pcolormesh(dyn_mag.theta, dyn_mag.energy,\n",
+    "               asym,\n",
+    "               shading='auto', vmin=-1, vmax=1, cmap='RdBu_r')\n",
+    "plt.xlabel(r'$\\theta$ [deg]')\n",
+    "plt.ylabel('Reflectivity')\n",
+    "plt.colorbar()\n",
+    "plt.title('T-MOKE')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# P-MOKE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "incoming polarizations set to: sigma\n",
+      "analyzer polarizations set to: unpolarized\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 0.427124 s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Fe.mag_gamma = 0*u.deg # s-pol\n",
+    "Fe.mag_phi = 0*u.deg # out-of-plane\n",
+    "\n",
+    "dyn_mag.set_polarization(3, 0)\n",
+    "R, R_phi, _, _ = dyn_mag.homogeneous_reflectivity()\n",
+    "asym = (R-R_phi)/((R+R_phi))\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.pcolormesh(dyn_mag.theta, dyn_mag.energy,\n",
+    "               asym,\n",
+    "               shading='auto', vmin=-1, vmax=1, cmap='RdBu_r')\n",
+    "plt.xlabel(r'$\\theta$ [deg]')\n",
+    "plt.ylabel('Reflectivity')\n",
+    "plt.colorbar()\n",
+    "plt.title('P-MOKE')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 0.139691 s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Fe.mag_gamma = 0*u.deg # s-pol\n",
+    "Fe.mag_phi = 0*u.deg # out-of-plane\n",
+    "\n",
+    "# need to set the incoming polarization with angle and ellipticity\n",
+    "dyn_mag.set_incoming_polarization(5, [(89*u.deg, 0), (91*u.deg, 0)])\n",
+    "R, R_phi, _, _ = dyn_mag.homogeneous_reflectivity()\n",
+    "asym = (R-R_phi)/((R+R_phi))\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.pcolormesh(dyn_mag.theta, dyn_mag.energy,\n",
+    "               asym[:, :, 0],\n",
+    "               shading='auto', vmin=-.1, vmax=.1, cmap='RdBu_r')\n",
+    "plt.xlabel(r'$\\theta$ [deg]')\n",
+    "plt.ylabel('Reflectivity')\n",
+    "plt.colorbar()\n",
+    "plt.title('P-MOKE')\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.pcolormesh(dyn_mag.theta, dyn_mag.energy,\n",
+    "               asym[:, :, 1],\n",
+    "               shading='auto', vmin=-.1, vmax=.1, cmap='RdBu_r')\n",
+    "plt.xlabel(r'$\\theta$ [deg]')\n",
+    "plt.ylabel('Reflectivity')\n",
+    "plt.colorbar()\n",
+    "plt.title('P-MOKE')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 15.234175 s\n",
+      "1\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 18.953829 s\n",
+      "2\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 18.783051 s\n",
+      "3\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 18.912094 s\n",
+      "4\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 19.363263 s\n",
+      "5\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 15.924184 s\n",
+      "6\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 19.088602 s\n",
+      "7\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 13.639374 s\n",
+      "8\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 14.533917 s\n",
+      "9\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 14.277676 s\n",
+      "10\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 14.343906 s\n",
+      "11\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 14.927217 s\n",
+      "12\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 16.421848 s\n",
+      "13\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 14.425813 s\n",
+      "14\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 15.341703 s\n",
+      "15\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 19.251655 s\n",
+      "16\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 17.284143 s\n",
+      "17\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 17.502706 s\n",
+      "18\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 15.501343 s\n",
+      "19\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 16.531338 s\n",
+      "20\n",
+      "incoming polarizations set to: elliptical\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 16.830241 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "dyn_mag.energy = np.r_[46:65:.1]*u.eV  # set two photon energies\n",
+    "dyn_mag.theta = np.r_[35:55:.1]*u.deg\n",
+    "\n",
+    "alphas = np.r_[70:110:0.1]*u.deg\n",
+    "polarizations_in = [(x, 0) for x in alphas]\n",
+    "\n",
+    "magnetizations = np.r_[0:1.1:.1]\n",
+    "\n",
+    "R = np.zeros((dyn_mag.theta.shape[0], dyn_mag.theta.shape[1], len(alphas), len(magnetizations)))\n",
+    "R_phi = np.zeros_like(R)\n",
+    "\n",
+    "for i, mag in enumerate(magnetizations):\n",
+    "    print(i)\n",
+    "    Fe.mag_gamma = 0*u.deg # s-pol\n",
+    "    Fe.mag_phi = 0*u.deg # out-of-plane\n",
+    "    Fe.mag_amplitude = mag # out-of-plane\n",
+    "    # need to set the incoming polarization with angle and ellipticity\n",
+    "    dyn_mag.set_incoming_polarization(5, polarizations_in)\n",
+    "    R[:, :, :, i], R_phi[:, :, :, i], _, _ = dyn_mag.homogeneous_reflectivity()\n",
+    "\n",
+    "asym = (R-R_phi)/((R+R_phi))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# fixed energy and angle\n",
+    "energy_index = 40\n",
+    "angle_index = 100\n",
+    "mag_index = 10\n",
+    "plt.figure()\n",
+    "plt.plot(alphas, asym[energy_index , angle_index, :, mag_index])\n",
+    "plt.xlabel(r'$\\alpha$ (deg)')\n",
+    "plt.ylabel('asymmetry')\n",
+    "plt.title(r'P-MOKE asym @ $\\theta$ = {:.1f} ; {:.1f}'.format(dyn_mag.theta[0, angle_index], dyn_mag.energy[energy_index]))\n",
+    "plt.show()\n",
+    "\n",
+    "# fixed polarization and angle\n",
+    "angle_index = 100\n",
+    "pol_index = 150\n",
+    "plt.figure()\n",
+    "plt.plot(dyn_mag.energy, asym[: , angle_index, pol_index, mag_index])\n",
+    "plt.xlabel(r'Energy (eV)')\n",
+    "plt.ylabel('asymmetry')\n",
+    "plt.title(r'P-MOKE asym @ $\\theta$ = {:.1f} ; $\\alpha$ = {:.1f}'.format(dyn_mag.theta[0, angle_index], alphas[pol_index]))\n",
+    "plt.show()\n",
+    "\n",
+    "energy_index = 40\n",
+    "angle_index = 100\n",
+    "pol_index = 150\n",
+    "plt.figure()\n",
+    "plt.plot(magnetizations, asym[energy_index , angle_index, pol_index, :])\n",
+    "\n",
+    "plt.plot([magnetizations[0], magnetizations[-1]], [asym[energy_index , angle_index, pol_index, 0], asym[energy_index , angle_index, pol_index, -1]], '--k', alpha=0.2)\n",
+    "\n",
+    "plt.xlabel(r'Magnetization')\n",
+    "plt.ylabel('asymmetry')\n",
+    "plt.title(r'P-MOKE asym @ $\\theta$ = {:.1f} ; {:.1f}; $\\alpha$ = {:.1f}'.format(dyn_mag.theta[0, angle_index], dyn_mag.energy[energy_index], alphas[pol_index]))\n",
+    "plt.show()\n",
+    "\n",
+    "# fixed polarization\n",
+    "pol_index = 150\n",
+    "plt.figure()\n",
+    "plt.pcolormesh(dyn_mag.theta, dyn_mag.energy,\n",
+    "               asym[:, :, pol_index, mag_index],\n",
+    "               shading='auto', vmin=-.25, vmax=.25, cmap='RdBu_r')\n",
+    "plt.xlabel(r'$\\theta$ (deg)')\n",
+    "plt.ylabel('Energy (eV)')\n",
+    "plt.colorbar()\n",
+    "plt.title(r'P-MOKE asym @ $\\alpha$ = {:.1f}'.format(alphas[pol_index]))\n",
+    "plt.show()\n",
+    "\n",
+    "# fixed energy\n",
+    "energy_index = 40\n",
+    "plt.figure()\n",
+    "plt.pcolormesh(alphas, dyn_mag.theta[0, :],\n",
+    "               asym[energy_index, :, :, mag_index],\n",
+    "               shading='auto', vmin=-.25, vmax=.25, cmap='RdBu_r')\n",
+    "plt.xlabel(r'$\\alpha$ (deg)')\n",
+    "plt.ylabel(r'$\\theta$ (deg)')\n",
+    "plt.colorbar()\n",
+    "plt.title(r'P-MOKE asym @ {:.1f}'.format(dyn_mag.energy[energy_index]))\n",
+    "plt.show()\n",
+    "\n",
+    "# fixed angle\n",
+    "angle_index = 100\n",
+    "plt.figure()\n",
+    "plt.pcolormesh(alphas, dyn_mag.energy,\n",
+    "               asym[:, angle_index, :, mag_index],\n",
+    "               shading='auto', vmin=-.25, vmax=.25, cmap='RdBu_r')\n",
+    "plt.xlabel(r'$\\theta$ (deg)')\n",
+    "plt.ylabel('Energy (eV)')\n",
+    "plt.colorbar()\n",
+    "plt.title(r'P-MOKE asym @ $\\theta$ = {:.1f}'.format(dyn_mag.theta[0, angle_index]))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "\n",
+    "plt.subplot(2,1,1)\n",
+    "\n",
+    "plt.plot(dyn_mag.energy, np.real(Fe.get_atomic_form_factor(dyn_mag.energy)), label='f1')\n",
+    "plt.plot(dyn_mag.energy, np.imag(Fe.get_atomic_form_factor(dyn_mag.energy)), label='f2')\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.xlabel('Energy (eV)')\n",
+    "plt.ylabel('form factor')\n",
+    "\n",
+    "plt.subplot(2,1,2)\n",
+    "plt.plot(dyn_mag.energy, np.real(Fe.get_magnetic_form_factor(dyn_mag.energy)), label='m1')\n",
+    "plt.plot(dyn_mag.energy, np.imag(Fe.get_magnetic_form_factor(dyn_mag.energy)), label='m2')\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.xlabel('Energy (eV)')\n",
+    "plt.ylabel('form factor')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Test optical MOKE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 350,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.550431+0j)"
+      ]
+     },
+     "execution_count": 350,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Fe_optical = ud.Atom('Fe')\n",
+    "Si_optical = ud.Atom('Si')\n",
+    "\n",
+    "Si_optical.get_atomic_form_factor(3*u.eV)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 351,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Fe_optical.get_atomic_form_factor(3*u.eV)\n",
+    "\n",
+    "layer_Fe.atom = Fe_optical\n",
+    "layer_Si.atom = Si_optical"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 352,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dyn_mag.energy = np.r_[3.0]*u.eV\n",
+    "dyn_mag.theta = np.r_[0.1:90:0.01]*u.deg\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 353,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "incoming polarizations set to: sigma\n",
+      "analyzer polarizations set to: unpolarized\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 2.381193 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "dyn_mag.set_polarization(3, 0)\n",
+    "R, _, T, _, = dyn_mag.homogeneous_reflectivity()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 354,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[nan, nan, nan, ..., nan, nan, nan]])"
+      ]
+     },
+     "execution_count": 354,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "R"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 355,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[nan, nan, nan, ..., nan, nan, nan]])"
+      ]
+     },
+     "execution_count": 355,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 356,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.550431+0j)"
+      ]
+     },
+     "execution_count": 356,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dyn_mag.S.get_layer_handle(1).atom.get_atomic_form_factor(3*u.eV)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 357,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "incoming polarizations set to: sigma\n",
+      "analyzer polarizations set to: unpolarized\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 1.769786 s\n",
+      "incoming polarizations set to: pi\n",
+      "analyzer polarizations set to: unpolarized\n",
+      "Calculating _homogeneous_reflectivity_ ...\n",
+      "Elapsed time for _homogeneous_reflectivity_: 2.260069 s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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r3769WrdurcWLF1vbTp8+rcjISH3zzTfq0aOHXnjhBb3wwgulris7O1t+fn7KysqSr69v+ScIAPhdy83N1bFjx9SgQQN5eXk5upzbgtkxLe33t9OcWcrPz9fOnTsVHR1tbXNxcVF0dLSSkpJKHJOUlGTTX5JiYmJs+hcVFWnQoEF66aWX1Lx584opHgAAOC2nWeB97tw5FRYWFrtdMDg4WIcOHSpxTFpaWon909LSrO9nzpwpNzc3jR49utS15OXlKS8vz/o+Ozu71GMBALgZJ7roU+XZ41g6zZmlirBz507Nnz9fS5YssXlE+83MmDFDfn5+1ldYWFgFVgkA+L1wdXWVdO1qCuzj8uXLkq7drVdeTnNmKSAgQK6urkpPT7dpT09PV0hISIljQkJCTPtv2rRJGRkZCg8Pt24vLCzU2LFjNW/ePB0/frzEz504caLi4+Ot77OzswlMAIBb5ubmJh8fH509e1bu7u5ycfldn9O4JYZh6PLly8rIyJC/v781iJaH04QlDw8PtWnTRuvXr1fv3r0lXVtvtH79euvTPn8rKipK69evt1msvW7dOusP9w0aNKjENU2DBg3S0KFDb1iLp6enPD09b21CAAD8hsViUZ06dXTs2DGdOHHC0eXcFvz9/W94UqW0nCYsSVJ8fLwGDx6stm3bKiIiQvPmzVNOTo412MTFxalu3bqaMWOGJGnMmDHq3LmzZs+erR49emj58uXasWOH3n33XUkq8fdq3N3dFRISUum/OwMAgHTt5ECjRo24FGcH7u7ut3RG6TqnCkv9+/fX2bNnNXXqVKWlpal169b6+uuvrYu4U1JSbE5ZdujQQQkJCZo8ebJefvllNWrUSKtWrVKLFi0cNQUAAG7KxcWFRwdUIU71nKWqiucsAQDgfG675ywBAAA4AmEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADABGEJAADAhNOFpbffflv169eXl5eXIiMjtW3bNtP+iYmJatKkiby8vNSyZUutWbPGuq2goEDjx49Xy5YtVa1aNYWGhiouLk5nzpyp6GkAAAAn4VRhacWKFYqPj9e0adO0a9cutWrVSjExMcrIyCix/5YtWxQbG6thw4Zp9+7d6t27t3r37q19+/ZJki5fvqxdu3ZpypQp2rVrlz799FMdPnxYjzzySGVOCwAAVGEWwzAMRxdRWpGRkWrXrp0WLlwoSSoqKlJYWJhGjRqlCRMmFOvfv39/5eTkaPXq1da29u3bq3Xr1lq8eHGJ+9i+fbsiIiJ04sQJhYeHl6qu7Oxs+fn5KSsrS76+vuWYGQAAqGyl/f52mjNL+fn52rlzp6Kjo61tLi4uio6OVlJSUoljkpKSbPpLUkxMzA37S1JWVpYsFov8/f3tUjcAAHBubo4uoLTOnTunwsJCBQcH27QHBwfr0KFDJY5JS0srsX9aWlqJ/XNzczV+/HjFxsaaJsy8vDzl5eVZ32dnZ5d2GgAAwMk4zZmlilZQUKDHH39chmFo0aJFpn1nzJghPz8/6yssLKySqgQAAJXNacJSQECAXF1dlZ6ebtOenp6ukJCQEseEhISUqv/1oHTixAmtW7fupuuOJk6cqKysLOvr5MmT5ZgRAABwBk4Tljw8PNSmTRutX7/e2lZUVKT169crKiqqxDFRUVE2/SVp3bp1Nv2vB6UjR47o22+/Ve3atW9ai6enp3x9fW1eAADg9uQ0a5YkKT4+XoMHD1bbtm0VERGhefPmKScnR0OHDpUkxcXFqW7dupoxY4YkacyYMercubNmz56tHj16aPny5dqxY4feffddSdeCUr9+/bRr1y6tXr1ahYWF1vVMtWrVkoeHh2MmCgAAqgynCkv9+/fX2bNnNXXqVKWlpal169b6+uuvrYu4U1JS5OLyfyfLOnTooISEBE2ePFkvv/yyGjVqpFWrVqlFixaSpNOnT+uLL76QJLVu3dpmXxs3blSXLl0qZV4AAKDqcqrnLFVVPGcJAADnc9s9ZwkAAMARCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmCEsAAAAmyhWW/vd//9fedQAAAFRJ5QpLd911lx544AF9/PHHys3NtXdNAAAAVUa5wtKuXbt0zz33KD4+XiEhIXrmmWe0bds2e9cGAADgcOUKS61bt9b8+fN15swZvf/++0pNTdX999+vFi1aaM6cOTp79qy96wQAAHCIW1rg7ebmpj59+igxMVEzZ87UL7/8onHjxiksLExxcXFKTU21V50AAAAOcUthaceOHXruuedUp04dzZkzR+PGjdPRo0e1bt06nTlzRr169bJXnQAAAA7hVp5Bc+bM0QcffKDDhw+re/fuWrp0qbp37y4Xl2vZq0GDBlqyZInq169vz1oBAAAqXbnC0qJFi/TUU09pyJAhqlOnTol9goKC9N57791ScQAAAI5mMQzDKOug48ePKzw83Hom6TrDMHTy5EmFh4fbrUBnkJ2dLT8/P2VlZcnX19fR5QAAgFIo7fd3udYs3XnnnTp37lyx9vPnz6tBgwbl+UgAAIAqqVxh6UYnoy5duiQvL69bKggAAKAqKdOapfj4eEmSxWLR1KlT5ePjY91WWFio5ORktW7d2q4FAgAAOFKZwtLu3bslXTuztHfvXnl4eFi3eXh4qFWrVho3bpx9KwQAAHCgMoWljRs3SpKGDh2q+fPns5gZAADc9sr16IAPPvjA3nUAAABUSaUOS3369NGSJUvk6+urPn36mPb99NNPb7kwAACAqqDUYcnPz08Wi0WS5Ovra/1vAACA21m5HkoJWzyUEgAA51OhD6X861//qmPHjpW7OAAAAGdRrrCUmJiou+66Sx06dNA777xT4tO8AQAAbgflCkt79uzRf/7zH3Xp0kVvvvmmQkND1aNHDyUkJOjy5cv2rhEAAMBh7LJmafPmzUpISFBiYqJyc3OVnZ1tj9qcBmuWAABwPhW6Zum3qlWrJm9vb3l4eKigoMAeHwkAAFAllDssHTt2TK+++qqaN2+utm3bavfu3Zo+fbrS0tLsWR8AAIBDlesJ3u3bt9f27dt1zz33aOjQoYqNjVXdunXtXRsAAIDDlSssde3aVe+//76aNWtm73oAAACqFB5KaQcs8AYAwPmU9vu71GeW4uPj9corr6hatWqKj4837TtnzpzSVwoAAFCFlTos7d6923qn2+7duyusIAAAgKqEy3B2wGU4AACcT4U+Z+mpp57SxYsXi7Xn5OToqaeeKs9HAgAAVEnlCksffvihrly5Uqz9ypUrWrp06S0XBQAAUFWUKSxlZ2crKytLhmHo4sWLys7Otr4uXLigNWvWKCgoqKJqlSS9/fbbql+/vry8vBQZGalt27aZ9k9MTFSTJk3k5eWlli1bas2aNTbbDcPQ1KlTVadOHXl7eys6OlpHjhypyCkAAAAnUqaw5O/vr1q1aslisejuu+9WzZo1ra+AgAA99dRTev755yuqVq1YsULx8fGaNm2adu3apVatWikmJkYZGRkl9t+yZYtiY2M1bNgw7d69W71791bv3r21b98+a5833nhDb731lhYvXqzk5GRVq1ZNMTExys3NrbB5AAAA51GmBd7ff/+9DMPQgw8+qH/961+qVauWdZuHh4fq1aun0NDQCilUkiIjI9WuXTstXLhQklRUVKSwsDCNGjVKEyZMKNa/f//+ysnJ0erVq61t7du3V+vWrbV48WIZhqHQ0FCNHTtW48aNkyRlZWUpODhYS5Ys0YABA0pVFwu8AQBwPnZ/zpIkde7cWdK134ULDw+XxWK5tSrLID8/Xzt37tTEiROtbS4uLoqOjlZSUlKJY5KSkoo9EyomJkarVq2SdG0eaWlpio6Otm738/NTZGSkkpKSbhiW8vLylJeXZ32fnZ1d3mkBAIAqrlwLvDds2KCVK1cWa09MTNSHH354y0WV5Ny5cyosLFRwcLBNe3Bw8A1/vDctLc20//U/y/KZkjRjxgz5+flZX2FhYWWeDwAAcA7lCkszZsxQQEBAsfagoCC99tprt1xUVTdx4kRlZWVZXydPnnR0SQAAoIKUKyylpKSoQYMGxdrr1aunlJSUWy6qJAEBAXJ1dVV6erpNe3p6ukJCQkocExISYtr/+p9l+UxJ8vT0lK+vr80LAADcnsoVloKCgvSf//ynWPuePXtUu3btWy6qJB4eHmrTpo3Wr19vbSsqKtL69esVFRVV4pioqCib/pK0bt06a/8GDRooJCTEpk92draSk5Nv+JkAAOD3pUwLvK+LjY3V6NGjVaNGDXXq1EnStTvlxowZU+o7yMojPj5egwcPVtu2bRUREaF58+YpJydHQ4cOlSTFxcWpbt26mjFjhiRpzJgx6ty5s2bPnq0ePXpo+fLl2rFjh959911JksVi0QsvvKC//vWvatSokRo0aKApU6YoNDRUvXv3rrB5AAAA51GusPTKK6/o+PHj6tq1q9zcrn1EUVGR4uLiKnTNUv/+/XX27FlNnTpVaWlpat26tb7++mvrAu2UlBS5uPzfybIOHTooISFBkydP1ssvv6xGjRpp1apVatGihbXPn//8Z+Xk5GjEiBHKzMzU/fffr6+//lpeXl4VNg8AAOA8bumHdH/++Wft2bNH3t7eatmyperVq2fP2pwGz1kCAMD5VMhzln6rfv36MgxDd955p/UMEwAAwO2kXAu8L1++rGHDhsnHx0fNmze33gE3atQovf7663YtEAAAwJHKFZYmTpyoPXv26LvvvrNZ2xMdHa0VK1bYrTgAAABHK9e1s1WrVmnFihVq3769zU+eNG/eXEePHrVbcQAAAI5WrjNLZ8+eVVBQULH2nJycSv29OAAAgIpWrrDUtm1bffnll9b31wPSP/7xDx7mCAAAbivlugz32muvqVu3bjpw4ICuXr2q+fPn68CBA9qyZYu+//57e9cIAADgMOU6s3T//ffrp59+0tWrV9WyZUutXbtWQUFBSkpKUps2bexdIwAAgMPc0kMpcQ0PpQQAwPnY/aGU2dnZpd45gQEAANwuSh2W/P39b3qnm2EYslgsKiwsvOXCAAAAqoJSh6WNGzdWZB0AAABVUqnD0vz587VkyRL5+vpq6dKl6t+/vzw9PSuyNgAAAIcr9d1wq1evVk5OjiRp6NChysrKqrCiAAAAqopSn1lq0qSJJk6cqAceeECGYeiTTz654ULuuLg4uxUIAADgSKV+dMCWLVsUHx+vo0eP6vz586pRo0aJC74tFovOnz9v90KrMh4dAACA8ynt93e5nrPk4uKitLS0En8f7veIsAQAgPMp7fd3uZ7gfezYMQUGBpa7OAAAAGdRrrBUr149/fjjj3ryyScVFRWl06dPS5I++ugj/fjjj3YtEAAAwJHKFZb+9a9/KSYmRt7e3tq9e7fy8vIkSVlZWXrttdfsWiAAAIAjlSss/fWvf9XixYv197//Xe7u7tb2jh07ateuXXYrDgAAwNHKFZYOHz6sTp06FWv38/NTZmbmrdYEAABQZZQrLIWEhOiXX34p1v7jjz+qYcOGt1wUAABAVVGusDR8+HCNGTNGycnJslgsOnPmjJYtW6axY8fqT3/6k71rBAAAcJhSP8H7v02YMEFFRUXq2rWrLl++rE6dOsnT01MvvfSSnn76aXvXCAAA4DDlOrNksVg0adIknT9/Xvv27dPWrVt19uxZ+fn5qUGDBvauEQAAwGHKFJby8vI0ceJEtW3bVh07dtSaNWvUrFkz7d+/X40bN9b8+fP14osvVlStAAAAla5Ml+GmTp2qv/3tb4qOjtaWLVv02GOPaejQodq6datmz56txx57TK6urhVVKwAAQKUrU1hKTEzU0qVL9cgjj2jfvn265557dPXqVe3Zs6fEH9UFAABwdmW6DHfq1Cm1adNGktSiRQt5enrqxRdfJCgBAIDbVpnCUmFhoTw8PKzv3dzcVL16dbsXBQAAUFWU6TKcYRgaMmSIPD09JUm5ubl69tlnVa1aNZt+n376qf0qBAAAcKAyhaXBgwfbvH/yySftWgwAAEBVU6aw9MEHH1RUHQAAAFVSuR5KCQAA8HtBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADDhNGHp/PnzGjhwoHx9feXv769hw4bp0qVLpmNyc3P1/PPPq3bt2qpevbr69u2r9PR06/Y9e/YoNjZWYWFh8vb2VtOmTTV//vyKngoAAHAiThOWBg4cqP3792vdunVavXq1fvjhB40YMcJ0zIsvvqh///vfSkxM1Pfff68zZ86oT58+1u07d+5UUFCQPv74Y+3fv1+TJk3SxIkTtXDhwoqeDgAAcBIWwzAMRxdxMwcPHlSzZs20fft2tW3bVpL09ddfq3v37jp16pRCQ0OLjcnKylJgYKASEhLUr18/SdKhQ4fUtGlTJSUlqX379iXu6/nnn9fBgwe1YcOGUteXnZ0tPz8/ZWVlydfXtxwzBAAAla20399OcWYpKSlJ/v7+1qAkSdHR0XJxcVFycnKJY3bu3KmCggJFR0db25o0aaLw8HAlJSXdcF9ZWVmqVauWaT15eXnKzs62eQEAgNuTU4SltLQ0BQUF2bS5ubmpVq1aSktLu+EYDw8P+fv727QHBwffcMyWLVu0YsWKm17emzFjhvz8/KyvsLCw0k8GAAA4FYeGpQkTJshisZi+Dh06VCm17Nu3T7169dK0adP00EMPmfadOHGisrKyrK+TJ09WSo0AAKDyuTly52PHjtWQIUNM+zRs2FAhISHKyMiwab969arOnz+vkJCQEseFhIQoPz9fmZmZNmeX0tPTi405cOCAunbtqhEjRmjy5Mk3rdvT01Oenp437QcAAJyfQ8NSYGCgAgMDb9ovKipKmZmZ2rlzp9q0aSNJ2rBhg4qKihQZGVnimDZt2sjd3V3r169X3759JUmHDx9WSkqKoqKirP3279+vBx98UIMHD9arr75qh1kBAIDbiVPcDSdJ3bp1U3p6uhYvXqyCggINHTpUbdu2VUJCgiTp9OnT6tq1q5YuXaqIiAhJ0p/+9CetWbNGS5Yska+vr0aNGiXp2tok6dqltwcffFAxMTGaNWuWdV+urq6lCnHXcTccAADOp7Tf3w49s1QWy5Yt08iRI9W1a1e5uLiob9++euutt6zbCwoKdPjwYV2+fNnaNnfuXGvfvLw8xcTE6J133rFuX7lypc6ePauPP/5YH3/8sbW9Xr16On78eKXMCwAAVG1Oc2apKuPMEgAAzue2es4SAACAoxCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATDhNWDp//rwGDhwoX19f+fv7a9iwYbp06ZLpmNzcXD3//POqXbu2qlevrr59+yo9Pb3Evr/++qvuuOMOWSwWZWZmVsAMAACAM3KasDRw4EDt379f69at0+rVq/XDDz9oxIgRpmNefPFF/fvf/1ZiYqK+//57nTlzRn369Cmx77Bhw3TPPfdUROkAAMCJWQzDMBxdxM0cPHhQzZo10/bt29W2bVtJ0tdff63u3bvr1KlTCg0NLTYmKytLgYGBSkhIUL9+/SRJhw4dUtOmTZWUlKT27dtb+y5atEgrVqzQ1KlT1bVrV124cEH+/v6lri87O1t+fn7KysqSr6/vrU0WAABUitJ+fzvFmaWkpCT5+/tbg5IkRUdHy8XFRcnJySWO2blzpwoKChQdHW1ta9KkicLDw5WUlGRtO3DggP7yl79o6dKlcnEp3eHIy8tTdna2zQsAANyenCIspaWlKSgoyKbNzc1NtWrVUlpa2g3HeHh4FDtDFBwcbB2Tl5en2NhYzZo1S+Hh4aWuZ8aMGfLz87O+wsLCyjYhAADgNBwaliZMmCCLxWL6OnToUIXtf+LEiWratKmefPLJMo/Lysqyvk6ePFlBFQIAAEdzc+TOx44dqyFDhpj2adiwoUJCQpSRkWHTfvXqVZ0/f14hISEljgsJCVF+fr4yMzNtzi6lp6dbx2zYsEF79+7VypUrJUnXl28FBARo0qRJmj59eomf7enpKU9Pz9JMEQAAODmHhqXAwEAFBgbetF9UVJQyMzO1c+dOtWnTRtK1oFNUVKTIyMgSx7Rp00bu7u5av369+vbtK0k6fPiwUlJSFBUVJUn617/+pStXrljHbN++XU899ZQ2bdqkO++881anBwAAbgMODUul1bRpUz388MMaPny4Fi9erIKCAo0cOVIDBgyw3gl3+vRpde3aVUuXLlVERIT8/Pw0bNgwxcfHq1atWvL19dWoUaMUFRVlvRPut4Ho3Llz1v2V5W44AABw+3KKsCRJy5Yt08iRI9W1a1e5uLiob9++euutt6zbCwoKdPjwYV2+fNnaNnfuXGvfvLw8xcTE6J133nFE+QAAwEk5xXOWqjqeswQAgPO5rZ6zBAAA4CiEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABNuji7gdmAYhiQpOzvbwZUAAIDSuv69ff17/EYIS3Zw8eJFSVJYWJiDKwEAAGV18eJF+fn53XC7xbhZnMJNFRUV6cyZM6pRo4YsFoujy3Go7OxshYWF6eTJk/L19XV0ObctjnPl4VhXDo5z5eA42zIMQxcvXlRoaKhcXG68MokzS3bg4uKiO+64w9FlVCm+vr78H7EScJwrD8e6cnCcKwfH+f+YnVG6jgXeAAAAJghLAAAAJghLsCtPT09NmzZNnp6eji7ltsZxrjwc68rBca4cHOfyYYE3AACACc4sAQAAmCAsAQAAmCAsAQAAmCAsAQAAmCAsoczOnz+vgQMHytfXV/7+/ho2bJguXbpkOiY3N1fPP/+8ateurerVq6tv375KT08vse+vv/6qO+64QxaLRZmZmRUwA+dQEcd5z549io2NVVhYmLy9vdW0aVPNnz+/oqdSpbz99tuqX7++vLy8FBkZqW3btpn2T0xMVJMmTeTl5aWWLVtqzZo1NtsNw9DUqVNVp04deXt7Kzo6WkeOHKnIKTgFex7ngoICjR8/Xi1btlS1atUUGhqquLg4nTlzpqKnUeXZ++/zf3v22WdlsVg0b948O1fthAygjB5++GGjVatWxtatW41NmzYZd911lxEbG2s65tlnnzXCwsKM9evXGzt27DDat29vdOjQocS+vXr1Mrp162ZIMi5cuFABM3AOFXGc33vvPWP06NHGd999Zxw9etT46KOPDG9vb2PBggUVPZ0qYfny5YaHh4fx/vvvG/v37zeGDx9u+Pv7G+np6SX237x5s+Hq6mq88cYbxoEDB4zJkycb7u7uxt69e619Xn/9dcPPz89YtWqVsWfPHuORRx4xGjRoYFy5cqWyplXl2Ps4Z2ZmGtHR0caKFSuMQ4cOGUlJSUZERITRpk2bypxWlVMRf5+v+/TTT41WrVoZoaGhxty5cyt4JlUfYQllcuDAAUOSsX37dmvbV199ZVgsFuP06dMljsnMzDTc3d2NxMREa9vBgwcNSUZSUpJN33feecfo3LmzsX79+t91WKro4/zfnnvuOeOBBx6wX/FVWEREhPH8889b3xcWFhqhoaHGjBkzSuz/+OOPGz169LBpi4yMNJ555hnDMAyjqKjICAkJMWbNmmXdnpmZaXh6ehr//Oc/K2AGzsHex7kk27ZtMyQZJ06csE/RTqiijvOpU6eMunXrGvv27TPq1atHWDIMg8twKJOkpCT5+/urbdu21rbo6Gi5uLgoOTm5xDE7d+5UQUGBoqOjrW1NmjRReHi4kpKSrG0HDhzQX/7yFy1dutT0Bw1/DyryOP9WVlaWatWqZb/iq6j8/Hzt3LnT5vi4uLgoOjr6hscnKSnJpr8kxcTEWPsfO3ZMaWlpNn38/PwUGRlpesxvZxVxnEuSlZUli8Uif39/u9TtbCrqOBcVFWnQoEF66aWX1Lx584op3gn9vr+RUGZpaWkKCgqyaXNzc1OtWrWUlpZ2wzEeHh7F/lELDg62jsnLy1NsbKxmzZql8PDwCqndmVTUcf6tLVu2aMWKFRoxYoRd6q7Kzp07p8LCQgUHB9u0mx2ftLQ00/7X/yzLZ97uKuI4/1Zubq7Gjx+v2NjY3+2PwVbUcZ45c6bc3Nw0evRo+xftxAhLkCRNmDBBFovF9HXo0KEK2//EiRPVtGlTPfnkkxW2j6rA0cf5v+3bt0+9evXStGnT9NBDD1XKPoFbVVBQoMcff1yGYWjRokWOLue2snPnTs2fP19LliyRxWJxdDlVipujC0DVMHbsWA0ZMsS0T8OGDRUSEqKMjAyb9qtXr+r8+fMKCQkpcVxISIjy8/OVmZlpc9YjPT3dOmbDhg3au3evVq5cKenaHUaSFBAQoEmTJmn69OnlnFnV4ujjfN2BAwfUtWtXjRgxQpMnTy7XXJxNQECAXF1di92FWdLxuS4kJMS0//U/09PTVadOHZs+rVu3tmP1zqMijvN114PSiRMntGHDht/tWSWpYo7zpk2blJGRYXN2v7CwUGPHjtW8efN0/Phx+07CmTh60RScy/WFxzt27LC2ffPNN6VaeLxy5Upr26FDh2wWHv/yyy/G3r17ra/333/fkGRs2bLlhnd23M4q6jgbhmHs27fPCAoKMl566aWKm0AVFRERYYwcOdL6vrCw0Khbt67pgtg//vGPNm1RUVHFFni/+eab1u1ZWVks8LbzcTYMw8jPzzd69+5tNG/e3MjIyKiYwp2MvY/zuXPnbP4d3rt3rxEaGmqMHz/eOHToUMVNxAkQllBmDz/8sHHvvfcaycnJxo8//mg0atTI5pb2U6dOGY0bNzaSk5Otbc8++6wRHh5ubNiwwdixY4cRFRVlREVF3XAfGzdu/F3fDWcYFXOc9+7dawQGBhpPPvmkkZqaan39Xr58li9fbnh6ehpLliwxDhw4YIwYMcLw9/c30tLSDMMwjEGDBhkTJkyw9t+8ebPh5uZmvPnmm8bBgweNadOmlfjoAH9/f+Pzzz83/vOf/xi9evXi0QF2Ps75+fnGI488Ytxxxx3GTz/9ZPN3Ny8vzyFzrAoq4u/zb3E33DWEJZTZr7/+asTGxhrVq1c3fH19jaFDhxoXL160bj927Jghydi4caO17cqVK8Zzzz1n1KxZ0/Dx8TEeffRRIzU19Yb7ICxVzHGeNm2aIanYq169epU4M8dasGCBER4ebnh4eBgRERHG1q1brds6d+5sDB482Kb/J598Ytx9992Gh4eH0bx5c+PLL7+02V5UVGRMmTLFCA4ONjw9PY2uXbsahw8froypVGn2PM7X/66X9Prvv/+/R/b++/xbhKVrLIbx/xeHAAAAoBjuhgMAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAJQZX333XeyWCzKzMx0dCk2OnXqpISEBNM+FotFq1atsut+BwwYoNmzZ9v1MwHcHGEJQJXQpUsXvfDCCxXy2fYMLl988YXS09M1YMAAu3xeWUyePFmvvvqqsrKyKn3fwO8ZYQkAyuCtt97S0KFD5eJS+f98tmjRQnfeeac+/vjjSt838HtGWALgcEOGDNH333+v+fPny2KxyGKx6Pjx49btO3fuVNu2beXj46MOHTro8OHDNuM///xz3XffffLy8lLDhg01ffp0Xb16VZJUv359SdKjjz4qi8VifX/06FH16tVLwcHBql69utq1a6dvv/3WtM6zZ89qw4YN6tmzp037kSNH1KlTJ3l5ealZs2Zat25dsbEnT57U448/Ln9/f9WqVUu9evWymePVq1c1evRo+fv7q3bt2ho/frwGDx6s3r1723xOz549tXz5ctM6AdgXYQmAw82fP19RUVEaPny4UlNTlZqaqrCwMOv2SZMmafbs2dqxY4fc3Nz01FNPWbdt2rRJcXFxGjNmjA4cOKC//e1vWrJkiV599VVJ0vbt2yVJH3zwgVJTU63vL126pO7du2v9+vXavXu3Hn74YfXs2VMpKSk3rPPHH3+Uj4+PmjZtam0rKipSnz595OHhoeTkZC1evFjjx4+3GVdQUKCYmBjVqFFDmzZt0ubNm1W9enU9/PDDys/PlyTNnDlTy5Yt0wcffKDNmzcrOzu7xEuHERER2rZtm/Ly8sp4lAGUm6N/yRcADOPaL6SPGTPGpm3jxo2GJOPbb7+1tn355ZeGJOPKlSuGYRhG165djddee81m3EcffWTUqVPH+l6S8dlnn920hubNmxsLFiy44fa5c+caDRs2tGn75ptvDDc3N+P06dPWtq+++spmnx999JHRuHFjo6ioyNonLy/P8Pb2Nr755hvDMAwjODjYmDVrlnX71atXjfDwcKNXr142+9uzZ48hyTh+/PhN5wPAPtwcmtQAoBTuuece63/XqVNHkpSRkaHw8HDt2bNHmzdvtp5JkqTCwkLl5ubq8uXL8vHxKfEzL126pP/5n//Rl19+qdTUVF29elVXrlwxPbN05coVeXl52bQdPHhQYWFhCg0NtbZFRUXZ9NmzZ49++eUX1ahRw6Y9NzdXR48eVVZWltLT0xUREWHd5urqqjZt2qioqMhmjLe3tyTp8uXLN6wTgH0RlgBUee7u7tb/tlgskmQNEZcuXdL06dPVp0+fYuN+G2z+27hx47Ru3Tq9+eabuuuuu+Tt7a1+/fpZL4uVJCAgQBcuXChz/ZcuXVKbNm20bNmyYtsCAwPL9Fnnz58v1zgA5UdYAlAleHh4qLCwsMzj7rvvPh0+fFh33XXXDfu4u7sX++zNmzdryJAhevTRRyVdCzT/veC6JPfee6/S0tJ04cIF1axZU5LUtGlTnTx5UqmpqdazXlu3bi1W44oVKxQUFCRfX98SPzs4OFjbt29Xp06dJF07O7Zr1y61bt3apt++fft0xx13KCAgwLRWAPbDAm8AVUL9+vWVnJys48eP69y5c8UuP93I1KlTtXTpUk2fPl379+/XwYMHtXz5ck2ePNnms9evX28NOpLUqFEjffrpp/rpp5+0Z88ePfHEEzfd57333quAgABt3rzZ2hYdHa27775bgwcP1p49e7Rp0yZNmjTJZtzAgQMVEBCgXr16adOmTTp27Ji+++47jR49WqdOnZIkjRo1SjNmzNDnn3+uw4cPa8yYMbpw4YL1TNp1mzZt0kMPPVSqYwPAPghLAKqEcePGydXVVc2aNVNgYKDp2qH/FhMTo9WrV2vt2rVq166d2rdvr7lz56pevXrWPrNnz9a6desUFhame++9V5I0Z84c1axZUx06dFDPnj0VExOj++67z3Rfrq6uGjp0qM3lNBcXF3322We6cuWKIiIi9PTTT9usn5IkHx8f/fDDDwoPD1efPn3UtGlTDRs2TLm5udYzTePHj1dsbKzi4uIUFRWl6tWrKyYmxuZSYm5urlatWqXhw4eX6tgAsA+LYRiGo4sAAGeRlpam5s2ba9euXTaBzN6KiorUtGlTPf7443rllVckSYsWLdJnn32mtWvXVth+ARTHmiUAKIOQkBC99957SklJsWtYOnHihNauXavOnTsrLy9PCxcu1LFjx/TEE09Y+7i7u2vBggV22yeA0uHMEgBUASdPntSAAQO0b98+GYahFi1a6PXXX7cu+AbgOIQlAAAAEyzwBgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMPH/AF9O/rEfmOhQAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure()\n",
+    "dyn_mag.set_polarization(3, 0)\n",
+    "R, _, T, _, = dyn_mag.homogeneous_reflectivity()\n",
+    "\n",
+    "plt.plot(dyn_mag.theta[0, :], R[0, :], label='s-pol')\n",
+    "\n",
+    "dyn_mag.set_polarization(4, 0)\n",
+    "R, _, T, _, = dyn_mag.homogeneous_reflectivity()\n",
+    "plt.plot(dyn_mag.theta[0, :], R[0, :], label='p-pol')\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.title('3.0 eV')\n",
+    "plt.xlabel('theta (deg)')\n",
+    "plt.ylabel('Reflectivity')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 332,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table><tbody><tr><th>Magnitude</th><td style='text-align:left;'><pre>[0.1 0.11 0.12 ... 89.96999999999996 89.97999999999995 89.98999999999995]</pre></td></tr><tr><th>Units</th><td style='text-align:left;'>deg</td></tr></tbody></table>"
+      ],
+      "text/latex": [
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\\mathrm{deg}$"
+      ],
+      "text/plain": [
+       "array([ 0.1 ,  0.11,  0.12, ..., 89.97, 89.98, 89.99]) <Unit('degree')>"
+      ]
+     },
+     "execution_count": 332,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dyn_mag.theta[0, :]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 281,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table><tbody><tr><th>Magnitude</th><td style='text-align:left;'><pre>[1.5]</pre></td></tr><tr><th>Units</th><td style='text-align:left;'>eV</td></tr></tbody></table>"
+      ],
+      "text/latex": [
+       "$\\begin{pmatrix}\\end{pmatrix}\\ \\mathrm{eV}$"
+      ],
+      "text/plain": [
+       "array([1.5]) <Unit('electron_volt')>"
+      ]
+     },
+     "execution_count": 281,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dyn_mag.energy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "udkm1Dsim-py3.9",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/udkm1Dsim/simulations/xrays.py b/udkm1Dsim/simulations/xrays.py
index 188139a9..352345a5 100644
--- a/udkm1Dsim/simulations/xrays.py
+++ b/udkm1Dsim/simulations/xrays.py
@@ -81,9 +81,9 @@ class Xray(Simulation):
 
     def __init__(self, S, force_recalc, **kwargs):
         super().__init__(S, force_recalc, **kwargs)
-        self._energy = np.array([])
-        self._wl = np.array([])
-        self._k = np.array([])
+        self._energy = np.array([0])
+        self._wl = np.array([0])
+        self._k = np.array([0])
         self._theta = np.zeros([1, 1])
         self._qz = np.zeros([1, 1])
 
@@ -91,7 +91,8 @@ def __init__(self, S, force_recalc, **kwargs):
                               1: 'circ +',
                               2: 'circ -',
                               3: 'sigma',
-                              4: 'pi'}
+                              4: 'pi',
+                              5: 'elliptical'}
 
         self.pol_in_state = 3  # sigma
         self.pol_out_state = 0  # no-analyzer
@@ -354,12 +355,7 @@ def set_incoming_polarization(self, pol_in_state):
 
         """
         self.pol_in_state = pol_in_state
-        if (self.pol_in_state == 1):  # circ +
-            self.disp_message('incoming polarizations {:s} not implemented'.format(
-                self.polarizations[self.pol_in_state]))
-            self.set_incoming_polarization(3)
-            return
-        elif (self.pol_in_state == 2):  # circ-
+        if self.pol_in_state in [1, 2, 5]:  # circ +,-, elliptical
             self.disp_message('incoming polarizations {:s} not implemented'.format(
                 self.polarizations[self.pol_in_state]))
             self.set_incoming_polarization(3)
@@ -722,12 +718,7 @@ def set_incoming_polarization(self, pol_in_state):
 
         """
         self.pol_in_state = pol_in_state
-        if (self.pol_in_state == 1):  # circ +
-            self.disp_message('incoming polarizations {:s} not implemented'.format(
-                self.polarizations[self.pol_in_state]))
-            self.set_incoming_polarization(3)
-            return
-        elif (self.pol_in_state == 2):  # circ-
+        if self.pol_in_state in [1, 2, 5]:  # circ +,-, elliptical
             self.disp_message('incoming polarizations {:s} not implemented'.format(
                 self.polarizations[self.pol_in_state]))
             self.set_incoming_polarization(3)
@@ -1621,14 +1612,22 @@ def get_hash(self, **kwargs):
 
         return self.S.get_hash(types=['xray', 'magnetic']) + '_' + make_hash_md5(param)
 
-    def set_incoming_polarization(self, pol_in_state):
+    def set_incoming_polarization(self, pol_in_state, polarization=None):
         """set_incoming_polarization
 
         Sets the incoming polarization factor for circular +, circular -, sigma,
-        pi, and unpolarized polarization.
+        pi, unpolarized, and elliptical polarization.
+        In the case of elliptical polarization a single or list of tuple of the
+        azimuth angle :math:`\alpha` and the ellipticity :math:`e` of the
+        polarization can be input.
+        :math:`-180° \leq \alpha \leq +180°`
+        :math:`-1 \leq e \leq +1`
 
         Args:
             pol_in_state (int): incoming polarization state id.
+            polarization (list[tuple[alpha (Quantity), ellipticity (float)]]):
+                azimuth angle alpha of polarization (0 -> s; 90 -> pi) [deg]
+                ellipticity (-+1 -> circular left/right; 0 -> linear) 
 
         """
 
@@ -1641,21 +1640,51 @@ def set_incoming_polarization(self, pol_in_state):
             self.pol_in = np.array([1, 0], dtype=np.cfloat)
         elif (self.pol_in_state == 4):  # pi
             self.pol_in = np.array([0, 1], dtype=np.cfloat)
+        elif (self.pol_in_state == 5):  # elliptical
+            if polarization is None:
+                raise ValueError('For elliptical polarization a list or single tuple of azimuth '
+                                 'angle alpha and ellipticity e must be provided.')
+            if type(polarization) is tuple:
+                polarization = [polarization]
+
+            N = len(polarization)
+            self.pol_in = np.zeros((2, N), dtype=np.cfloat)
+            for i, (alpha, ellipticity) in enumerate(polarization):
+                alpha = alpha.to('rad').magnitude
+                if ellipticity > 1 or ellipticity < -1:
+                    raise ValueError('ellipticity must be -1 <= e <= +1')
+                else:
+                    epsilon = np.arctan(ellipticity)
+                self.pol_in[:, i] = np.array([np.cos(alpha)*np.cos(epsilon)
+                                              - 1j*np.sin(alpha)*np.sin(epsilon),
+                                              np.sin(alpha)*np.cos(epsilon)
+                                              + 1j*np.cos(alpha)*np.sin(epsilon)],
+                                             dtype=np.cfloat)
+
         else:  # unpolarized
             self.pol_in_state = 0  # catch any number and set state to 0
             self.pol_in = np.array([np.sqrt(.5), np.sqrt(.5)], dtype=np.cfloat)
 
+            
         self.disp_message('incoming polarizations set to: {:s}'.format(
             self.polarizations[self.pol_in_state]))
 
-    def set_outgoing_polarization(self, pol_out_state):
+    def set_outgoing_polarization(self, pol_out_state, polarization=None):
         """set_outgoing_polarization
 
         Sets the outgoing polarization factor for circular +, circular -, sigma,
-        pi, and unpolarized polarization.
+        pi, unpolarized, and elliptical polarization.
+        In the case of elliptical polarization a single or list of tuple of the
+        azimuth angle :math:`\alpha` and the ellipticity :math:`e` of the
+        polarization can be input.
+        :math:`-180° \leq \alpha \leq +180°`
+        :math:`-1 \leq e \leq +1`
 
         Args:
             pol_out_state (int): outgoing polarization state id.
+            polarization (list[tuple[alpha (Quantity), ellipticity (float)]]):
+                azimuth angle alpha of polarization (0 -> s; 90 -> pi) [deg]
+                ellipticity (-+1 -> circular left/right; 0 -> linear) 
 
         """
 
@@ -1668,6 +1697,8 @@ def set_outgoing_polarization(self, pol_out_state):
             self.pol_out = np.array([1, 0], dtype=np.cfloat)
         elif (self.pol_out_state == 4):  # pi
             self.pol_out = np.array([0, 1], dtype=np.cfloat)
+        elif (self.pol_out_state == 5):  # elliptical
+            self.pol_out = np.array([0, 1], dtype=np.cfloat)
         else:  # no analyzer
             self.pol_out_state = 0  # catch any number and set state to 0
             self.pol_out = np.array([], dtype=np.cfloat)
@@ -2665,17 +2696,32 @@ def calc_reflectivity_transmissivity_from_matrix(RT, pol_in, pol_out):
         Trans = np.matmul(np.matmul(np.array([[-1, 1], [-1j, -1j]]), Trans),
                           np.array([[-1, 1j], [1, 1j]])*0.5)
 
-        if pol_out.size == 0:
-            # no analyzer polarization
-            R = np.real(np.matmul(np.square(np.absolute(np.matmul(Ref, pol_in))),
-                        np.array([1, 1], dtype=np.cfloat)))
-            T = np.real(np.matmul(np.square(np.absolute(np.matmul(Trans, pol_in))),
-                        np.array([1, 1], dtype=np.cfloat)))
-        else:
-            R = np.real(np.square(np.absolute(np.matmul(np.matmul(Ref, pol_in), pol_out))))
-            T = np.real(np.square(np.absolute(np.matmul(np.matmul(Trans, pol_in), pol_out))))
+        # enable multiple polarizations
+        try:
+            num_pol = pol_in.shape[1]
+        except IndexError:
+            num_pol = 1
+            # add second dimension to polarization vectors for iteration
+            pol_in = pol_in[:, np.newaxis]
+
+        R = np.empty((Ref.shape[0], Ref.shape[1], num_pol))
+        T = np.empty((Ref.shape[0], Ref.shape[1], num_pol))
+
+        for i in range(num_pol):
+            if pol_out.size == 0:
+                # no analyzer polarization
+                R[:, :, i] = np.real(np.matmul(np.square(np.absolute(np.matmul(Ref, pol_in[:, i]))),
+                            np.array([1, 1], dtype=np.cfloat)))
+                T[:, :, i] = np.real(np.matmul(np.square(np.absolute(np.matmul(Trans, pol_in[:, i]))),
+                            np.array([1, 1], dtype=np.cfloat)))
+            else:
+                R[:, :, i] = np.real(np.square(np.absolute(np.matmul(np.matmul(Ref, pol_in[:, i]), pol_out))))
+                T[:, :, i] = np.real(np.square(np.absolute(np.matmul(np.matmul(Trans, pol_in[:, i]), pol_out))))
 
-        return R, T
+        if num_pol == 1:
+            return np.squeeze(R, axis=2), np.squeeze(T, axis=2)
+        else:
+            return R, T
 
     @staticmethod
     def calc_kerr_effect_from_matrix(RT):