diff --git "a/Michelson Koh\303\244renz/AO2_Auswertung_Joris.ipynb" "b/Michelson Koh\303\244renz/AO2_Auswertung_Joris.ipynb"
new file mode 100644
index 0000000000000000000000000000000000000000..4f11bcc12f82d2c43c7c67235914e6a6822dea6d
--- /dev/null
+++ "b/Michelson Koh\303\244renz/AO2_Auswertung_Joris.ipynb"	
@@ -0,0 +1,838 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "18cd8053",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 5537,
+     "status": "ok",
+     "timestamp": 1642168988824,
+     "user": {
+      "displayName": "Joris Nonnast",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhdoSSL3yH41pd-QASWegE1DfkUe4G5MYqRO9BYO8s=s64",
+      "userId": "07629792550419442180"
+     },
+     "user_tz": -60
+    },
+    "id": "18cd8053",
+    "outputId": "2f03e9d2-1ef8-4838-ea21-9f8e6ae268b9"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib\n",
+    "from scipy import interpolate\n",
+    "from uncertainties import ufloat\n",
+    "from scipy import optimize"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3ac02fd9",
+   "metadata": {
+    "id": "3ac02fd9"
+   },
+   "source": [
+    "## Inteferogramme"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "67dd11be",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 283
+    },
+    "executionInfo": {
+     "elapsed": 1765,
+     "status": "ok",
+     "timestamp": 1642168992788,
+     "user": {
+      "displayName": "Joris Nonnast",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhdoSSL3yH41pd-QASWegE1DfkUe4G5MYqRO9BYO8s=s64",
+      "userId": "07629792550419442180"
+     },
+     "user_tz": -60
+    },
+    "id": "67dd11be",
+    "outputId": "3643b09d-4a3a-45fa-a70e-9803904e2736"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "# Theoretische interferogramme\n",
+    "x = np.linspace(-1e-2, 1e-2, 1000)\n",
+    "y = np.linspace(-1e-2, 1e-2, 1000)\n",
+    "xx, yy = np.meshgrid(x, y)\n",
+    "lam = 633e-9\n",
+    "\n",
+    "angle = np.deg2rad(10e-6)\n",
+    "\n",
+    "z = np.vstack([xx, yy])\n",
+    "S1 = np.zeros_like(z).transpose()\n",
+    "S2 = np.zeros_like(z).transpose()\n",
+    "\n",
+    "S1[:, :len(xx)] = np.sin(0)\n",
+    "S1[:, len(xx):2*len(xx)] = np.cos(0)\n",
+    "S2[:, :len(xx)] = np.sin(angle)\n",
+    "S2[:, len(xx):2*len(xx)] = np.cos(angle)\n",
+    "\n",
+    "plane_phase_a = (((2*np.pi)/lam)*S1@z)\n",
+    "plane_phase_b = (((2*np.pi)/lam)*S2@z)\n",
+    "\n",
+    "plane_wave_a = np.exp(1j*plane_phase_a)\n",
+    "plane_wave_b = np.exp(1j*plane_phase_b)\n",
+    "\n",
+    "interferogram1 = np.abs(plane_wave_a + plane_wave_b)**2 * np.random.poisson(lam=25, size=xx.shape)\n",
+    "interferogram1[(xx**2 + yy**2) > 1e-2**2] = 0\n",
+    "plt.title(\"Interferogram zweier ebener Wellen mit einer Verkippung von 10 $\\mu$°\")\n",
+    "plt.imshow(0.1*interferogram1, cmap=\"hot\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 276,
+   "id": "cd14b24b",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 283
+    },
+    "executionInfo": {
+     "elapsed": 1765,
+     "status": "ok",
+     "timestamp": 1642169501662,
+     "user": {
+      "displayName": "Joris Nonnast",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhdoSSL3yH41pd-QASWegE1DfkUe4G5MYqRO9BYO8s=s64",
+      "userId": "07629792550419442180"
+     },
+     "user_tz": -60
+    },
+    "id": "cd14b24b",
+    "outputId": "f5c4b6f1-b166-4f58-ca54-cd51c33e2af6"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "plt.figure(2)\n",
+    "# Theoretische interferogramme\n",
+    "x = np.linspace(-1e-2, 1e-2, 1000)\n",
+    "y = np.linspace(-1e-2, 1e-2, 1000)\n",
+    "xx, yy = np.meshgrid(x, y)\n",
+    "lam = 633e-9\n",
+    "\n",
+    "angle = np.deg2rad(0)\n",
+    "\n",
+    "z = np.vstack([xx, yy])\n",
+    "S1 = np.zeros_like(z).transpose()\n",
+    "S2 = np.zeros_like(z).transpose()\n",
+    "\n",
+    "S1[:, :len(xx)] = 0\n",
+    "S1[:, len(xx):2*len(xx)] = 1\n",
+    "S2[:, :len(xx)] = np.sin(angle)\n",
+    "S2[:, len(xx):2*len(xx)] = np.cos(angle)\n",
+    "\n",
+    "plane_phase_a = ((2*np.pi/lam) * (S2@z))\n",
+    "\n",
+    "h = ((np.linalg.norm([xx, yy], axis=0)))\n",
+    "plane_phase_b =  (h**2 / (2e-15)) * ((((2*np.pi)/lam) * (S1 @ z)))\n",
+    "\n",
+    "plane_phase_b[plane_phase_b == np.max(plane_phase_b)] = 0\n",
+    "\n",
+    "plane_wave_a = np.exp(-1j*plane_phase_a)\n",
+    "plane_wave_b = np.exp(-1j*plane_phase_b)\n",
+    "\n",
+    "interferogram = plane_wave_a + plane_wave_b\n",
+    "\n",
+    "interferogram = np.abs(interferogram)**2 * np.random.poisson(lam=25, size=xx.shape)\n",
+    "interferogram[(xx**2 + yy**2) > 1e-2**2] = 0\n",
+    "plt.title(\"Interferogram einer ebenen und einer Kugelwelle\")\n",
+    "plt.imshow(interferogram, cmap=\"hot\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4b789e35",
+   "metadata": {
+    "id": "4b789e35"
+   },
+   "source": [
+    "## Fabry Pérot\n",
+    "### Messung 1 - Volle Leistung"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "21d463cf",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 580
+    },
+    "executionInfo": {
+     "elapsed": 666,
+     "status": "ok",
+     "timestamp": 1642089952717,
+     "user": {
+      "displayName": "Joris Nonnast",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhdoSSL3yH41pd-QASWegE1DfkUe4G5MYqRO9BYO8s=s64",
+      "userId": "07629792550419442180"
+     },
+     "user_tz": -60
+    },
+    "id": "21d463cf",
+    "outputId": "61465d33-faf0-43cd-8028-418e25326030",
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Periodenlänge: 0.40+/-0.30 mm\n",
+      "Resonatorlänge: 55.6+/-42.3 mu\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "Vpp = np.array([2.0, 1.82, 1.42, 1.10, 0.88, 1.06, 1.16, 1.30, 1.42, 1.14, 1.18, 0.98, 0.92, 0.98, 1.20, 1.14])\n",
+    "Vavg = np.array([2.1, 1.94, 1.98, 2.02, 2.02, 1.98, 1.98, 1.98, 2.04, 1.98, 2, 2, 2, 2, 2, 2])\n",
+    "d = np.arange(3.25, 4.05, 0.05)\n",
+    "plt.figure(3, figsize=(20, 8))\n",
+    "plt.rc(\"font\", size=18)\n",
+    "\n",
+    "plt.plot(d, Vpp / Vavg, 'v', label='Kontrastverlauf - 100 % Leistung')\n",
+    "\n",
+    "V = Vpp / Vavg\n",
+    "fft = np.abs(np.fft.fft((V - np.mean(V))))\n",
+    "\n",
+    "dx = 0.05\n",
+    "u_a = 1/dx\n",
+    "du = u_a / len(Vpp)\n",
+    "period_length = 1/(np.argmax(fft) * du)\n",
+    "\n",
+    "peak_width = 4\n",
+    "period_uncertainty = -((1/((np.argmax(fft) + 1.2)) * du) - (1/((np.argmax(fft) - 1.2) * du)))\n",
+    "\n",
+    "period_length = ufloat(period_length, (period_uncertainty/2))\n",
+    "\n",
+    "print(f\"Periodenlänge: {period_length} mm\")\n",
+    "\n",
+    "\n",
+    "plt.xlabel(\"Position des Messspiegels in mm\")\n",
+    "plt.ylabel(\"Kontrast\")\n",
+    "\n",
+    "plt.vlines([3.25, 3.25 + period_length.nominal_value, 3.25 + 2*period_length.nominal_value], ymin=np.min(Vpp/Vavg), ymax=np.max(Vpp/Vavg), colors=['red'], label=f\"Periodenlänge: ${period_length:L}$ mm\")\n",
+    "\n",
+    "plt.grid(True)\n",
+    "\n",
+    "n = 3.6\n",
+    "# period = 2nL\n",
+    "L = period_length / (2*n)\n",
+    "print(f\"Resonatorlänge: {1e3*L:.3} mu\")\n",
+    "sigma = None\n",
+    "gauss = lambda x, sigma, x0, c, a: (1 / (sigma * np.sqrt(2*np.pi)) * np.exp(-(x - x0)**2 / (2*sigma**2)))*a + c\n",
+    "\n",
+    "V = V[[0, 1, 7, 8, 14, 15]]\n",
+    "d = d[[0, 1, 7, 8, 14, 15]]\n",
+    "fit = optimize.curve_fit(gauss, d, V, p0=[2, 0, 0.6, 0.5])\n",
+    "sigma, x0, c, a = fit[0]\n",
+    "x = np.linspace(3, 4, 100)\n",
+    "u_sigma = np.diag(fit[1])[0]/ np.sqrt(len(d))\n",
+    "sig = ufloat(sigma, u_sigma)\n",
+    "FWHM = 2*np.sqrt(2*np.log(2)) * sig\n",
+    "\n",
+    "plt.plot(x, gauss(x, sigma, x0, c, a), label=f\"Gaussfit - FWHM: ${FWHM:L}$ mm\")\n",
+    "plt.legend(loc=\"lower center\", bbox_to_anchor=(0.5, 1.1))\n",
+    "plt.figure(4, figsize=(20, 8))\n",
+    "plt.rc(\"font\", size=18)\n",
+    "\n",
+    "dx = 0.05\n",
+    "u_a = 1/dx\n",
+    "du = u_a / len(Vpp)\n",
+    "max_mm = (len(fft) * du)\n",
+    "\n",
+    "x = np.linspace(0, max_mm, len(fft))\n",
+    "plt.plot(x, fft, label=\"Fouriertransformation des Kontrastverlaufs\")\n",
+    "plt.vlines([((np.argmax(fft) + 1.2)*du), ((np.argmax(fft) - 1.2)*du)], np.min(fft), np.max(fft), label=\"Unsicherheit der Periodenlänge ($\\\\pm 1.2$ mm$^{-1}$)\", colors=\"r\")\n",
+    "plt.xlabel(\"Frequenz in 1/mm\")\n",
+    "plt.ylabel(\"Frequenzanteil\")\n",
+    "plt.grid(True)\n",
+    "plt.legend(loc=\"lower center\", bbox_to_anchor=(0.5, 1.1))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "16bce2af",
+   "metadata": {},
+   "source": [
+    "### Messung 2 - Halbe Leistung"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "7519602e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Periodenlänge: 1.2+/-0.7\n",
+      "Resonatorlänge 0.17+/-0.10\n",
+      "Kohärenzlänge: 0.3227+/-0.0004\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "Vpp = np.array([1.44, 1.68, 1.76, 1.96, 2.24, 1.96,\n",
+    "                2.0, 1.60, 1.84, 1.88, 1.60, 1.84,\n",
+    "                1.80, 1.64, 1.56, 1.68, 1.4, 1.72,\n",
+    "                1.48, 1.24, 1.76, 1.20, 1.52, 1.40,\n",
+    "                1.60, 1.4, 1.72, 1.72, 1.8, 2.24, 2.24,\n",
+    "                2.0, 1.72, 1.56, 1.44, 1.85, 1.40, 1.28,\n",
+    "                1.40, 1.48, 1.40, 1.32, 1.68, 1.28, 1.60,\n",
+    "                1.32, 1.44, 1.72, 1.40, 1.40, 1.84, 1.68,\n",
+    "                1.92, 1.84, 2.2, 2.08, 2.0, 1.84, 1.84,\n",
+    "                1.68, 1.72, 1.56, 1.60, 1.40, 1.72, 1.40,\n",
+    "               1.32, 1.44, 1.60, 1.40, 1.44, 1.36, 1.40,\n",
+    "                1.32, 1.36, 1.88, 1.84, 2.0, 2.08, 2.24,\n",
+    "                1.88, 2.0, 1.84, 1.4, 1.68, 1.40, 1.40,\n",
+    "                1.40, 1.56, 1.40, 1.32, 1.60, 1.40,\n",
+    "                1.60, 1.52, 1.72, 1.4, 1.85, 1.40])\n",
+    "\n",
+    "Vavg = np.array([1.72, 1.8, 1.72, 1.84, 1.76, 1.76,\n",
+    "                 1.76, 1.80, 1.80, 1.80, 1.76, 1.80,\n",
+    "                 1.80, 1.80, 1.76, 1.80, 1.80, 1.80,\n",
+    "                 1.80, 1.76, 1.80, 1.72, 1.76, 1.76,\n",
+    "                 1.80, 1.80, 1.80, 1.84, 1.76, 1.76,\n",
+    "                 1.72, 1.80, 1.76, 1.76, 1.76, 1.76,\n",
+    "                 1.76, 1.76, 1.76, 1.76, 1.76, 1.76,\n",
+    "                 1.76, 1.76, 1.76, 1.76, 1.76, 1.76,\n",
+    "                 1.72, 1.68, 1.76, 1.80, 1.76, 1.80,\n",
+    "                 1.7, 1.72, 1.72, 1.72, 1.76, 1.76,\n",
+    "                 1.76, 1.76, 1.76, 1.76, 1.76, 1.76,\n",
+    "                 1.76, 1.72, 1.76, 1.72, 1.68, 1.76,\n",
+    "                 1.76, 1.76, 1.76, 1.72, 1.52, 1.7,\n",
+    "                 1.76, 1.84, 1.72, 1.76, 1.76, 1.76,\n",
+    "                 1.76, 1.76, 1.76, 1.76, 1.76, 1.76,\n",
+    "                 1.80, 1.76, 1.76, 1.76, 1.76, 1.80\n",
+    "                 , 1.76, 1.76, 1.80])\n",
+    "pos = np.arange(0, 4.95, 0.05)\n",
+    "plt.figure(5, figsize=(20, 8))\n",
+    "plt.rc(\"font\", size=14)\n",
+    "plt.plot(pos, Vpp/Vavg, 'o', label='Kontrastverlauf - 50 % Leistung')\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"Position des Messspiegels in mm\")\n",
+    "plt.ylabel(\"Kontrast\")\n",
+    "\n",
+    "V = Vpp / Vavg\n",
+    "fft = np.abs(np.fft.fft((V - np.mean(V))))\n",
+    "fft[np.argmax(fft)] = 0\n",
+    "dx = 0.05\n",
+    "u_a = 1/dx\n",
+    "du = u_a / len(V)\n",
+    "period_length = 1/(np.argmax(fft) * du)\n",
+    "peak_width = -((1/((np.argmax(fft) + 0.5)) * du) - (1/((np.argmax(fft) - 0.5) * du)))\n",
+    "\n",
+    "period_length = ufloat(period_length, (peak_width/2))\n",
+    "\n",
+    "print(f\"Periodenlänge: {period_length}\")\n",
+    "n = 3.6\n",
+    "# period = 2nL\n",
+    "L = period_length / (2*n)\n",
+    "\n",
+    "print(f\"Resonatorlänge {L}\")\n",
+    "\n",
+    "plt.vlines([np.arange(0.2, 5, period_length.nominal_value)], ymin=np.min(Vpp/Vavg), ymax=np.max(Vpp/Vavg), colors=['red'], label=f\"Periodenlänge: ${period_length:L}$ mm\")\n",
+    "gauss = lambda x, sigma, x0, c, a: (1 / (sigma * np.sqrt(2*np.pi)) * np.exp(-(x - x0)**2 / (2*sigma**2)))*a + c\n",
+    "plt.legend(loc=\"lower center\", bbox_to_anchor=(0.5, 1.1))\n",
+    "\n",
+    "plt.figure(6, figsize=(20, 8))\n",
+    "plt.rc(\"font\", size=14)\n",
+    "\n",
+    "fit = optimize.curve_fit(gauss, pos[45:65], V[45:65], p0=[1.2, 3, 0, 0.5])\n",
+    "sigma, x0, c, a = fit[0]\n",
+    "u_sigma = np.diag(fit[1])[0]/np.sqrt(len(pos[45:65]))\n",
+    "\n",
+    "x = np.linspace(2, 3.5, 1000)\n",
+    "sig = ufloat(sigma, u_sigma)\n",
+    "FWHM = 2*np.sqrt(2*np.log(2)) * sig\n",
+    "print(f\"Kohärenzlänge: {FWHM}\")\n",
+    "plt.vlines([x0 + FWHM.nominal_value/2, x0 - FWHM.nominal_value/2], np.min(V), np.max(V))\n",
+    "plt.plot(pos[45:65], V[45:65], 'o')\n",
+    "plt.plot(x, gauss(x, sigma, x0, c, a), label=f\"Gaussfit - FWHM: ${FWHM:L}$ mm\")\n",
+    "\n",
+    "plt.grid(True)\n",
+    "plt.legend(loc=\"lower center\", bbox_to_anchor=(0.5, 1.1))\n",
+    "plt.figure(7, figsize=(20, 8))\n",
+    "plt.rc(\"font\", size=14)\n",
+    "dx = 0.05\n",
+    "u_a = 1/dx\n",
+    "du = u_a / len(Vpp)\n",
+    "max_mm = (len(fft) * du)\n",
+    "\n",
+    "x = np.linspace(0, max_mm, len(fft))\n",
+    "plt.plot(x, fft,label=\"Fouriertransformation des Kontrastverlaufs (Ausschnitt)\")\n",
+    "plt.xlim((0, 10))\n",
+    "plt.vlines([(np.argmax(fft)-0.5)*du, (np.argmax(fft) + 0.5)*du], np.min(fft), np.max(fft), colors=\"r\", label=\"Unsicherheit der Periodenlänge ($\\\\pm0.5$ mm$^{-1}$)\")\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"Frequenz in 1/mm\")\n",
+    "plt.ylabel(\"Frequenzanteil\")\n",
+    "plt.legend(loc=\"lower center\", bbox_to_anchor=(0.5, 1.1))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "638546f2",
+   "metadata": {},
+   "source": [
+    "## Etwas weniger als halbe Leistung"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "d9288fb2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.2+/-0.7\n",
+      "Periodenlänge: 1.2+/-0.7\n",
+      "Resonatorlänge 0.17+/-0.10\n",
+      "Kohärenzlänge: 0.1714+/-0.0005\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f6b0d2b3dc0>"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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rBoOXX375agEAUA/MjAIAIEbWbdkeMggJN+6V888/f/U777zT8t577+3knNO99977U/D9K1euTNu2bVvKXnvttUsg1KlTp8r27duXr1ixYpeAaa+99trlKnw5OTkVGzdujOrni969e4e8mt+mTZtSJk6cmPv888+3Wb169S6vYVFRUaokZWVluZtvvvnHa665plufPn3677HHHmUHHXTQ5tGjRxf//ve/j+iqeenp6TruuOOK/v3vf3f67LPPMgcMGLB98+bNKQsWLGjz61//enO3bt0qJGnVqlVpxcXFae+8806r3NzcgaH2FRzQBeTn50d8xcLCwsK0yy+/PG/hwoU5GzZs2OW1LCoqSmvbtm3crwpXs39QZmamC17CWNOaNWtSr7rqqm4nnHDC+uHDh+92VtPTTz/d6oQTTtjz8ccf/+YPf/jD5sD4ySefvLFfv377TJgwofvHH39csLv9ZGZmugMOOGDnDLWqqiqdffbZPX/3u99tGDVq1JZ77723zQ033NDt9ttvX9azZ88dZ599ds/x48fbww8/HLafVaQCwc3FF1/c8+KLLw65zdq1a8OeD3vttdeOCy64YNWdd97ZpXv37gP79Omz7Te/+c2Wk046acMhhxyyrb71hdOtW7ddPo/t27evlKT169enSb6/F0pLS1P22GOPXf5eGDBgQNyuwAkAaBoIowAAiJEOLTN3rA0RPHVomZnQy8k3a9as6uWXX/5mxIgRe/773//uVFVVZffdd1/I5WzRSEtLC3llMOdcVLNOwjWqPu64436xaNGi1mPGjFl38MEHl3To0KEiNTXVzZ8/v/V9993XqbKycufzXHHFFetOPPHE4qeffrr1m2++2fLFF19s8+CDD3Y8+uijN86fPz9sz55g48aNK/r3v//d6d///ne7GTNmrHzooYdytm3blnLqqacWBbapqvKVeuCBB26+4oorIp4d0rx584hmRVVVVenwww/f6/vvv88aN27c2iFDhmxt06ZNZWpqqrv//vvbP//8820DNUiSmYV8D8rLy+s986dHjx7VwrahQ4eWfPDBB2HDoUmTJuWWlpamnHvuuev+97//7Qwvy8rKzDmn//3vf5lZWVlVvXv3LpekadOmdc7Ozq4KDqIkqXv37hVDhw4tefPNN1uXlZVZVlZWVFegu+WWWzosW7Ys88UXX/xGkh544IH2I0eO3BhY3njJJZesvuqqq7rPnj17RWpqajS73kXgs37ttdf+NHjw4JDhUbdu3Wq9YuWMGTNWjh8/fv0zzzyT884777SYM2dO+3vuuafT+PHjV991112FtT1WkszCv9WVlaGzw9qO2zku+AcAiD/CKAAAYuTCw/csDO4ZJUmZaSlVFx6+525/oYy3Fi1auIULF34zYsSI3vfff39H55zuv//+HyUpNze3onnz5lVff/11Vs3HrVu3LnX9+vXpffv2rdMsjdp+Ua7N+vXrUxctWtR61KhRRY8++mi1GSwLFy4MueypR48e5Zdeeun6Sy+9dH1FRYWOO+64XvPnz2/7xhtvNDvkkEO27a6WAw88sDQ/P7/06aefbnf77bevfOSRR9q1bNmy8uSTTy4ObJObm1vRsmXLypKSktRRo0ZFNOsqGu+//352QUFB9sUXX7xq+vTp1Xod/fvf/+5Qc/ucnJzKzz//fJef577++uuolkqG8swzz3wd/H27du3CzoqSpB9//DGjtLQ05bDDDts71P39+/ffp3fv3mXffPPN55K0evXqjKqqKlVVVe0ym6yiosIqKysVHLxF4ocffkj/61//mjdt2rQVnTt3rgw8z7777rvz89ujR48d27dvt9WrV6fl5eXVuQm4JAVmEzZv3ryqPp+Hvn377ujbt+9aSWu3bdtmhxxyyF53331352uuuWZNXl5eRbjQUfL12JJ+nikY7Mcff8xMT0+vU7qUm5tbkZ2dXfXdd9/t8vfCZ599Vu/PFwCgaUvangMAADQ0p/6yx4Zrj+m7vGPLzB0mqWPLzB3XHtN3eTJcTU/aGUh9+6tf/WrzrFmzOp5xxhndJN8sicMOO6z4yy+/bPbUU09VC3quu+66zlVVVTr22GOL6/KcgSvjbdiwIaopKKmpqU7adZbG8uXL0+fMmdM+eGzLli0pW7ZsqfYzTVpamvr3718q/bzsKJJaTjrppPUrV67MuOeee9q+//77rY455pgNzZo121lEamqqRo0atWHp0qXNZ82a1SbUPurT+ycw26zmcX/44YdZCxcuzKm5fe/evcu2bt2a8vrrr+9sJl1ZWanbb7+9U11rCBg1atSW4NtvfvObWgPJSZMmrb7//vu/r3nbY489yjIzM93999///S233LJzRt6ee+5ZWlpamnL//fdXex2/+uqrjA8//LDFnnvuWRr82kfi7LPP7j5o0KCtwU3eO3XqVP7FF1/s7D+1ZMmS7PT0dNe5c+d6BVGSdNxxx21u27ZtxT//+c/Oa9as2eVzVVJSYhs3bgz783ZRUVHq9u3bq6WkzZo1c3vuuWfgs5sq/dxHLNSyzX79+pVJ0ssvv1zt3L3nnnvarlu3bveNu8JIS0vTIYccsmnp0qXNFy5c2Dz4vltvvbVzXfcLAIDEzCgAAGLq1F/22JAs4VMoLVq0cC+//PK3I0aM6P3AAw90rKqq0uzZs3+89dZbC99+++1Wp5xySu+XXnppbe/evbe//fbbLV944YU2Q4YMKZkwYcL63e99V507d67s3r379ueee67tzTffvL1Tp07lLVq0qDr55JM31fa4Nm3aVB100EGbn3322XYnn3yyGzJkyNbly5dnPPTQQx3y8vJ2FBcX7/wZZunSpZkjR47MHzFiRHG/fv1K27RpU/nll19mBbYdMWJESaS1nHXWWRtuvvnmrldccUX3qqoqjRs3rqhmbdOnTy/88MMPW5x55pm/ePrppzfuv//+JRkZGW758uUZr776auv+/ftvq3k1vUgNGjSorHfv3mV33XVX523btqXk5+eXff3111mPPPJIh7322qu05hXMLrjggnUzZ87sdOKJJ/Y+55xz1mRkZLhnn322TUVFRUwadEfjiCOO2Cppl15Rd911V8eVK1dmnHHGGdUaZl9zzTWr3nrrrdbnnXder0WLFrXcd999t/30008Zs2fP7rBjx46UG2+8MaoZhQ888EDOu+++22rx4sWfB4+PGTOm6OKLL+45bty4bl27dt0xffr0Lscee+yGSJfozZ07N+fLL7/cZXbQHnvssf3cc8/dMHPmzB9OOeWU3n369NlnzJgx63v37r29uLg4taCgIOull15q8+ijj34X7mp6L774YsuLLrqox1FHHbUxPz+/rEWLFlUff/xxsyeeeKLDgAEDtgauajdo0KDS5s2bV91///0dmjVrVpWTk1PRuXPnimOPPXbLwIEDtx944IGb58yZ08E5p3333Xfbp59+2mzBggVtunfvvr0+n4WpU6cWvvXWW62PO+64vU4//fS1Xbt23fHSSy+1LioqSpfqPvMRAADCKAAAmphmzZq5hQsXfjty5MjeDz74YMeqqiqbPXv2infffffLSZMm5c2dO7fdli1bUjt16lR+/vnnr54yZcqqSK6MFs4DDzzw/WWXXdb9b3/7W15ZWVlKbm7ujpNPPnnp7h73xBNP/HDxxRfnvfLKK62ffvrpdj169Ci7+uqrC9PT091FF13UM7DdL37xix0nnHBC0TvvvNNy4cKFOeXl5SkdO3bccdJJJ62//vrrVwdfxW53teTl5VUcfPDBm19//fXWPXr02O4PWKpp165d5QcffPDVTTfd1OnZZ59t88orr+Skpqa6Tp067dh///1LzjnnnDoFd5JvNsoLL7zwzUUXXdT1ySefbFdWVpbSu3fvsv/7v//74dNPP21WM4zq06fPjocffvi766+/Pu+WW27Jy8nJqTj++OOLxo8fv37ffffdp651eOGQQw7Z9uqrr3558803d/nPf/7T5rHHHuvQrFmzyoEDB2698sorV4cLcEIpKipKveKKK7pfeeWVhfn5+dV6tE2YMKFo1apV6Q888ECH0tLS1OHDhxfPnDkz4ubl8+fPbzt//vxdxn/9619vPvfcczccf/zxm7t37/7FX/7yly5PP/10u40bN6a1atWqsnv37tvPPffcNUOHDg07o2zo0KHbjjzyyI3//e9/Wz777LPtKisr1aVLlx0TJkxYde21164JbNeiRQt33333fX/jjTfmXnvttd127NhhQ4cOLTn22GMLJOmxxx774dxzz+3+7LPPtnvmmWfaDRkypGThwoUF48eP71FYWFjnCygMHDhw+8KFC7+6/PLLu91///0dMzIy3GGHHVZ8zz33rNh77737Z2VlRbeOEgAAP6NJIQCgqVmyZMmygQMH1jkwAICm7K233mp28MEH7z158uTCv/3tbxE38pekJUuWtB84cGDPOJUGAGgg6BkFAAAAIKSSkpJqa/Gqqqo0derUzpJ01FFHbQ79KAAAascyPQAAAAAh7bPPPv0OOuigzf379y/dunVryn/+85+cjz/+uMXRRx+9cXdN7QEACIcwCgAAAEBIRx55ZPHChQtbP/PMM+0qKystLy9v+8SJE1fefPPNUS3PAwAgGGEUAAAAgJDuvvvunyT9lOg6AACNCz2jAAAAAAAA4BnCKAAAAAAAAHiGMAoAAAAAAACeIYwCAAAAAACAZwijAAAAAAAA4BnCKAAAAAAAAHiGMAoAAAAAAACeIYwCAAAAAACAZwijAAAAAAAA4BnCKAAAAAAAAHiGMAoAAMTU/PnzW5rZfjNmzGgX633n5eX133///fNjvd9Qwh3HjBkz2gWP5+Xl9c/Ly+vvRU0AAACNAWEUAACNWCBQCb41a9ZsUL9+/fa++eabO1ZUVCS6xAbniCOO2HLnnXf+cMQRR2yRpKlTp/44derUHxNdV6xMnjy581FHHfWLrl279jez/aIN2j777LPMiy++OHfgwIF92rRpM7B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+      "text/plain": [
+       "<Figure size 1440x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Vpp = np.array([168, 152, 168, 160, 232, 232, 232,\n",
+    "                240, 200, 232, 232, 248, 248, 256,\n",
+    "                288, 256, 280, 264, 264, 256, 272,\n",
+    "                304, 272, 280, 288, 288, 296, 280,\n",
+    "                288, 280, 280, 280, 280, 288, 280,\n",
+    "                296, 304, 312, 304, 312, 288, 280,\n",
+    "                336, 304, 304, 304, 296, 304, 320,\n",
+    "                312, 320, 328, 328, 336, 344, 392,\n",
+    "                440, 488, 512, 424, 424, 472, 400,\n",
+    "                448, 480, 424, 400, 432, 344, 496,\n",
+    "                480, 469, 528, 464, 392, 432, 392,\n",
+    "                400, 416, 400, 400, 488, 552, 508,\n",
+    "                580, 400, 376, 392, 400])\n",
+    "\n",
+    "Vavg = np.array([284, 952, 840, 416, 1020, 1020,\n",
+    "                 1020, 1020, 760, 1030, 1030, 1040,\n",
+    "                 1040, 1040, 1040, 1040, 1050, 1050,\n",
+    "                 1050, 1050, 1050, 1060, 1060, 1060,\n",
+    "                 1060, 1060, 1060, 1060, 1060, 1060,\n",
+    "                 1060, 1060, 1070, 1070, 1070, 1070,\n",
+    "                 1080, 1080, 1080, 1080, 1080, 1080,\n",
+    "                 1080, 1080, 1080, 1080, 1080, 1090,\n",
+    "                 1090, 1090, 1090, 1090, 1100, 1100, 1100,\n",
+    "                 1100, 1090, 1090, 1100, 1100, 1090,\n",
+    "                 1090, 1100, 1100, 1090, 1100, 1110,\n",
+    "                 1110, 768, 1110, 1100, 1100, 1160, 1120,\n",
+    "                 1140, 1140, 1150, 1150, 1150, 1140,\n",
+    "                 1150, 1170, 1200, 1140, 1130, 1160,\n",
+    "                 1150, 1140, 1150])\n",
+    "posa = np.linspace(4.0, 6.0, 74)\n",
+    "posb = np.linspace(1.0, 1.70, 15)\n",
+    "pos = np.append(posa, posb)\n",
+    "plt.figure(8, figsize=(20, 8))\n",
+    "plt.plot(pos, Vpp/Vavg, 'o', label=\"Kontrastverlauf - 48 % Leistung\")\n",
+    "plt.grid(True)\n",
+    "plt.xlabel(\"Position des Messspiegels in mm\")\n",
+    "plt.ylabel(\"Kontrast\")\n",
+    "\n",
+    "V = Vpp / Vavg\n",
+    "fft = np.abs(np.fft.fftshift(np.fft.fft(Vpp/Vavg)))\n",
+    "\n",
+    "fft = np.abs(np.fft.fft((V - np.mean(V))))\n",
+    "#fft[np.argmax(fft)] = 0\n",
+    "dx = 0.05\n",
+    "u_a = 1/dx\n",
+    "du = u_a / len(V)\n",
+    "#period_length = 1/(np.argmax(fft) * du)\n",
+    "#peak_width = -((1/((np.argmax(fft) - 1.2)) * du) - (1/((np.argmax(fft) + 1.2) * du)))\n",
+    "\n",
+    "#period_length = ufloat(period_length, (peak_width/2))\n",
+    "print(period_length)\n",
+    "\n",
+    "print(f\"Periodenlänge: {period_length}\")\n",
+    "n = 3.6\n",
+    "# period = 2nL\n",
+    "L = period_length / (2*n)\n",
+    "print(f\"Resonatorlänge {L}\")\n",
+    "plt.vlines([np.arange(1.5, 6, period_length.nominal_value)], ymin=np.min(Vpp/Vavg), ymax=np.max(Vpp/Vavg), colors=['red'], label=f\"Periodenlänge: ${period_length}$ mm\")\n",
+    "\n",
+    "fit = optimize.curve_fit(gauss, pos[80:90], V[80:90], p0=[1.2, 3, 0, 0.5])\n",
+    "sigma, x0, c, a = fit[0]\n",
+    "#plt.vlines([pos[45], pos[60]], np.min(V), np.max(V))\n",
+    "u_sigma = np.diag(fit[1])[0]/ np.sqrt(len(pos[80:90]))\n",
+    "plt.legend(loc=\"lower center\", bbox_to_anchor=(0.5, 1.1))\n",
+    "\n",
+    "plt.figure(9, figsize=(20, 8))\n",
+    "x = np.linspace(1, 1.8, 1000)\n",
+    "plt.plot(x, gauss(x, sigma, x0, c, a))\n",
+    "plt.plot(pos[80:90], V[80:90], 'o')\n",
+    "sig = ufloat(sigma, u_sigma)\n",
+    "FWHM = 2*np.sqrt(2*np.log(2)) * sig\n",
+    "\n",
+    "print(f\"Kohärenzlänge: {FWHM}\")\n",
+    "\n",
+    "plt.vlines([x0-(FWHM.nominal_value/2), x0 + (FWHM.nominal_value/2)], np.max(V), np.min(V), label=f\"FWHM ${FWHM:L}$ mm\")\n",
+    "plt.xlabel(\"Position des Messpiegels in mm\")\n",
+    "plt.ylabel(\"Kontrast\")\n",
+    "plt.grid(True)\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5c23f132",
+   "metadata": {},
+   "source": [
+    "# Kontrastverlauf HeNE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "d690a920",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9.25147016572096\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#V = np.array([2.25, 3.06, 3.26, 3.40, 3.50])\n",
+    "def lorentzian( x, x0, gam, a):\n",
+    "    return a / ((np.pi*gam)*(1 + ((x - x0)/gam)**2))\n",
+    "V = np.array([3.52, 3.26, 3.06])\n",
+    "V = V - 3\n",
+    "p = np.array([7, 12, 17])\n",
+    "plt.figure(10, figsize=(20, 8))\n",
+    "plt.plot(p, V, 'o')\n",
+    "fun = lambda x, gam, a: lorentzian(x, 7, gam, a)\n",
+    "res = optimize.curve_fit(fun, p, V)\n",
+    "gam, a = res[0]\n",
+    "x = np.linspace(-20, 30, 100)\n",
+    "y = fun(x, gam, a)\n",
+    "\n",
+    "\n",
+    "fwhm = 2*gam\n",
+    "\n",
+    "std_gam = np.sqrt(np.diag(res[1])[0])\n",
+    "\n",
+    "\n",
+    "plt.plot(x, y)\n",
+    "\n",
+    "print(fwhm)\n",
+    "plt.vlines([7 + fwhm/2, 7 - fwhm/2], ymin=0, ymax=0.8, label=f\"FWHM: {ufloat(fwhm, std_gam/np.sqrt(3))} mm\")\n",
+    "\n",
+    "plt.xlim(-20,30)\n",
+    "plt.ylim((0, 0.8))\n",
+    "plt.xlabel(\"Position des Messspiegels in mm\")\n",
+    "plt.ylabel(\"Kontrast\")\n",
+    "plt.legend(loc=\"lower center\", bbox_to_anchor=(0.5, 1.1))\n",
+    "plt.grid(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "038a16e2",
+   "metadata": {},
+   "source": [
+    "## Kohärenzlänge Fabry-Pérot über Betriebsleistung"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "c3644b69",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f6b0cce9250>"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(11, figsize=(15, 8))\n",
+    "plt.rc(\"font\", size=18)\n",
+    "x = [1, 0.5, 0.48]\n",
+    "y = [0.69, 0.32, 0.1714]\n",
+    "plt.errorbar(x, y, [0.06, 0.0004, 0.0005], fmt='o', label=\"Messunsicherheit\")\n",
+    "plt.xlabel(\"Leistung als Anteil der Maximalleistung\")\n",
+    "plt.ylabel(\"Kohärenzlänge in mm\")\n",
+    "plt.title(\"Abhängigkeit der Kohärenzlänge von der Betriebsleistung der Laserdiode\")\n",
+    "plt.grid()\n",
+    "plt.legend(loc=\"lower right\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b3342656",
+   "metadata": {},
+   "source": [
+    "## FWHM der Lorentzverteilung"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "7669bd6b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/latex": [
+       "$\\displaystyle \\frac{a}{\\pi \\gamma}$"
+      ],
+      "text/plain": [
+       "a/(pi*gamma)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/latex": [
+       "$\\displaystyle \\frac{a}{\\pi \\gamma \\left(1 + \\frac{\\left(x - x_{0}\\right)^{2}}{\\gamma^{2}}\\right)} = \\frac{a}{2 \\pi \\gamma}$"
+      ],
+      "text/plain": [
+       "Eq(a/(pi*gamma*(1 + (x - x0)**2/gamma**2)), a/(2*pi*gamma))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/latex": [
+       "$\\displaystyle 2 \\gamma$"
+      ],
+      "text/plain": [
+       "2*gamma"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import sympy as sp\n",
+    "a, gam, x, x0 = sp.symbols(\"a, gamma, x, x0\")\n",
+    "f = a / ((sp.pi*gam)*(1 + ((x - x0)/gam)**2))\n",
+    "display(f.subs(x, 0).subs(x0, 0))\n",
+    "eq = sp.Eq(f, a /(2*sp.pi*gam))\n",
+    "display(eq)\n",
+    "sol = sp.solveset(eq, x)\n",
+    "xl = sol.args[0].args[0]\n",
+    "xr = sol.args[0].args[1]\n",
+    "display(xl - xr)"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "collapsed_sections": [],
+   "name": "AO2_Auswertung_Joris.ipynb",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}