{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exam of Numerical methods, 25/01/2024."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise 1\n",
    "\n",
    "Consider a square potential of width w and height V. Using Schrodinger equation it is possible to show that the energy levels $E_n$ of a quantum particle of mass $m$ inside the well satisfy the relations:\n",
    "\n",
    "\\begin{equation}\n",
    "\\tan{\\sqrt{w^2 m E_n / 2 \\hbar^2}} = \\sqrt{ {(V-E_n)/E_n} }, \\;\\;\\; n = 0,2,4,\\ldots\n",
    "\\end{equation}\n",
    "\\begin{equation}\n",
    "\\tan{\\sqrt{w^2 m E_n / 2 \\hbar^2}} = -\\sqrt{ {E_n/(V-E_n)} }, \\;\\;\\; n = 1,3,5,\\ldots\n",
    "\\end{equation}\n",
    "\n",
    "Consider an electron (${m = 0.51 \\times 10^6 / c^2}$ eV, $c = 3 \\times 10^8 \\, {\\rm m/s}$) in a well with $V = 20$ eV and $w = 10^{-9}$ m. For the reduced Planck constant take the value $\\hbar = 6.582 \\times 10^{-16}$ eV s\n",
    "\n",
    "\\begin{enumerate}\n",
    "\n",
    "\\item Plot on the same graph the three functions $y_1 = \\tan{\\sqrt{w^2 m E / 2 \\hbar^2}}$, $y_2 = \\sqrt{ {(V-E)/E} }$, $y_3 = -\\sqrt{ {E/(V-E)} }$, from $E = 0$ to $E = 6$ eV. You can use this plot to get a by eye estimate of the energy levels.\n",
    "\n",
    "\\item Calculate the values of $E_n$, for $n = 0,1,2,3$, to an accuracy of $0.001$ eV.\n",
    "\n",
    "\\end{enumerate}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n=0, E (eV) = 0.3189\n",
      "n=1, E (eV) = 1.2739\n",
      "n=2, E (eV) = 2.8597\n",
      "n=3, E (eV) = 5.0656\n"
     ]
    },
    {
     "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": [
    "import numpy as np\n",
    "import scipy.optimize as opt\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "c = 3e8              # Speed of light m/s\n",
    "m = 0.51e6/(c**2)    # Electron's mass in eV\n",
    "V = 20.              # Potential well's depth\n",
    "w = 1e-9             # Potential well's width\n",
    "hbar = 6.582e-16\n",
    "\n",
    "# Defining functions y1, y2, y3\n",
    "def f1(E): return np.tan(np.sqrt(w**2*m*E/(2.*hbar**2)))\n",
    "def f2(E): return np.sqrt( (V-E)/E )\n",
    "def f3(E): return - np.sqrt( E/(V-E) )\n",
    "\n",
    "\n",
    "# Computing y1, y2, y3 in a set of values in the range [0,20] eV\n",
    "energies = np.linspace(0.1,6.,1000)\n",
    "\n",
    "y1 = f1(energies)\n",
    "# This line below is a trick to tell pyplot not to connect points on opposite sides of the vertical asymptotes of tan\n",
    "y1[:-1][np.diff(y1) < 0] = np.nan\n",
    "y2 = f2(energies)\n",
    "y3 = f3(energies)\n",
    "    \n",
    "# Plotting y1,y2,y3\n",
    "plt.plot(energies,y1,label='$y_1$')\n",
    "plt.plot(energies,y2,label='$y_2$ (n even)')\n",
    "plt.plot(energies,y3,label='$y_3$ (n odd)')\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0,6)\n",
    "plt.ylim(-10,20)\n",
    "plt.xlabel('E (eV)',fontsize=16)\n",
    "\n",
    "# Finding roots using the bisection method.\n",
    "# Use the plot to understand how to bracket the solution in each case\n",
    "def En_even(E): return f1(E) - f2(E)\n",
    "def En_odd(E): return f1(E) - f3(E)\n",
    "\n",
    "# n = 0\n",
    "a = 0.01\n",
    "b = 0.35\n",
    "root0 = opt.bisect(En_even,a,b,xtol=1e-4)\n",
    "print('n=0, E (eV) =',\"{:.4f}\".format(root0))\n",
    "\n",
    "# n = 1\n",
    "a = 0.5\n",
    "b = 2.\n",
    "root1 = opt.bisect(En_odd,a,b,xtol=1e-4)\n",
    "print('n=1, E (eV) =', \"{:.4f}\".format(root1))\n",
    "\n",
    "# n = 2\n",
    "a = 2.5\n",
    "b = 3.\n",
    "root2 = opt.bisect(En_even,a,b,xtol=1e-4)\n",
    "print('n=2, E (eV) =', \"{:.4f}\".format(root2))\n",
    "\n",
    "# n = 3\n",
    "a = 3.5\n",
    "b = 7.\n",
    "root3 = opt.bisect(En_odd,a,b,xtol=1e-4)\n",
    "print('n=3, E (eV) =', \"{:.4f}\".format(root3))\n",
    "\n",
    "# Plotting vertical lines in correspondence of the solutions\n",
    "plt.axvline(x=root0,linestyle='dashed',color='red',lw=1, label = \"$E_n$ eigenvalues\")\n",
    "plt.axvline(x=root1,linestyle='dashed',color='red',lw=1)\n",
    "plt.axvline(x=root2,linestyle='dashed',color='red',lw=1)\n",
    "plt.axvline(x=root3,linestyle='dashed',color='red',lw=1)\n",
    "plt.title(\"Quantum particle in square potential\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise 2\n",
    "\n",
    "Consider the following ODE (van der Pol oscillator):\n",
    "\n",
    "$\\large\\frac{d^2 x}{d t^ 2} - \\mu (1 - x^2)\\frac{dx}{dt} + \\omega^2 x = 0$\n",
    "\n",
    "Take $\\omega = 1$ and $\\mu = 0.1$ (small $\\mu$ limit. Initial conditions: $x = 1$ and ${dx/dt = 0}$.\n",
    "\n",
    "\n",
    "- Solve the equation numerically and plot the solutions $x(t)$, ${dx/dt}$, as functions of t, from $t=0$ to $t=100$\n",
    "\n",
    "- For the solution derived above, make now a phase space plot, i.e., plot dx/dt (\"velocity\") on the y-axis vs. $x(t)$ on the x-axis\n",
    "\n",
    "- Solve again the equation with the same values of $\\omega = 1$ and $\\mu = 0.1$, but change initial conditions to $x = 3$ and ${dx/dt = 2}$. Make again the three plots required in the previous two points, overplotting the new solutions to the previous ones. You should verify that at large $t$ the curves converge to the same solution (attractor).\n",
    "\n",
    "- Find the solution and make the same plots again, but now for the case $\\mu = 10$ (large $\\mu$ limit), leaving $\\omega$ and setting initial conditions again to $x = 1$ and ${dx/dt = 0}$.\n",
    "\n",
    "Make sure to choose a small enough step to get accurate and smooth phase space plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "import numpy as np\n",
    "import scipy as sp\n",
    "from scipy import integrate\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Turning 2nd order equation into system of 2 first order ODES\n",
    "# Function computing the vector of derivatives: the list \"params\" contains the values of mu and omega.\n",
    "def g(x,t,params):\n",
    "    \n",
    "    mu = params[0]\n",
    "    omega = params[1]\n",
    "    \n",
    "    x1 = x[0]\n",
    "    x2 = x[1]\n",
    "    \n",
    "    f0 = x2  # dx/dt = y\n",
    "    f1 = mu*(1-x1**2)*x2 - omega**2*x1\n",
    "    \n",
    "    return np.array([f0,f1])\n",
    "\n",
    "# Writing the function in a form which can be passed to scipy odeint\n",
    "omega = 1.\n",
    "mu = 0.1\n",
    "\n",
    "def f(x,t): return g(x,t,params=[mu,omega])\n",
    "\n",
    "# Times at which I evaluate the solution\n",
    "tmin = 0.\n",
    "tmax = 100.\n",
    "h = 0.001\n",
    "t = np.arange(tmin, tmax, h)\n",
    "\n",
    "# Initial conditions\n",
    "y0 = [1.,0.]\n",
    "              \n",
    "y = sp.integrate.odeint(f,y0,t) \n",
    "\n",
    "plt.title('Initial conditions (1,0), small $\\mu$, position')\n",
    "plt.plot(t,y[:,0])\n",
    "plt.xlabel('t',size=16)\n",
    "plt.ylabel('x(t)',size=16)\n",
    "plt.show()\n",
    "plt.title('Initial conditions (1,0), small $\\mu$, velocity')\n",
    "plt.plot(t,y[:,1])\n",
    "plt.xlabel('t',size=16)\n",
    "plt.ylabel('${dx/dt}$',size=16)\n",
    "plt.show()        \n",
    "          \n",
    "plt.title('Initial conditions (1,0), small $\\mu$, phase space')\n",
    "plt.plot(y[:,0],y[:,1])\n",
    "plt.xlabel('x',size=16)\n",
    "plt.ylabel('${dx/dt}$',size=16)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# Initial conditions\n",
    "y0 = [3.,2.]\n",
    "\n",
    "y1 = sp.integrate.odeint(f,y0,t) \n",
    "\n",
    "plt.title('Comparing initial conditions, position')\n",
    "plt.plot(t,y[:,0])\n",
    "plt.plot(t,y1[:,0])\n",
    "plt.xlabel('t',size=16)\n",
    "plt.ylabel('x(t)',size=16)\n",
    "plt.show()\n",
    "\n",
    "plt.title('Comparing initial conditions, velocity')\n",
    "plt.plot(t,y[:,1])\n",
    "plt.plot(t,y1[:,1])\n",
    "plt.xlabel('t',size=16)\n",
    "plt.ylabel('${dx/dt}$',size=16)\n",
    "plt.show()\n",
    "\n",
    "plt.title('Comparing initial conditions, phase space')\n",
    "plt.plot(y1[:,0],y1[:,1])\n",
    "plt.plot(y[:,0],y[:,1])\n",
    "plt.xlabel('x',size=16)\n",
    "plt.ylabel('${dx/dt}$',size=16)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "#Setting mu = 10\n",
    "mu = 10.\n",
    "\n",
    "y0 = [1.,0.]\n",
    "\n",
    "def f(x,t): return g(x,t,params=[mu,omega])\n",
    "\n",
    "y2 = sp.integrate.odeint(f,y0,t) \n",
    "\n",
    "plt.title('Initial conditions (1,0), large $\\mu$, position')\n",
    "plt.plot(t,y2[:,0])\n",
    "plt.xlabel('t',size=16)\n",
    "plt.ylabel('x(t)',size=16)\n",
    "plt.show()\n",
    "\n",
    "plt.title('Initial conditions (1,0), large $\\mu$, velocity')\n",
    "plt.plot(t,y2[:,1])\n",
    "plt.xlabel('t',size=16)\n",
    "plt.ylabel('${dx/dt}$',size=16)\n",
    "plt.show()\n",
    "\n",
    "plt.title('Initial conditions (1,0), large $\\mu$, phase space')\n",
    "plt.plot(y2[:,0],y2[:,1])\n",
    "plt.xlabel('x',size=16)\n",
    "plt.ylabel('${dx/dt}$',size=16)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "3.10.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
