{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tokamak GOLEM - electron energy confinement $\\tau_E$ calculation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Strategic flowchart\n",
    "<br/>\n",
    "<img src=\"drawing.jpg\" width=\"75%\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python Intro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# NOTE: Please use  python 2 version of language/kernel\n",
    "\n",
    "# First we import the necessary modules (libraries)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import sys\n",
    "from scipy.integrate import cumtrapz\n",
    "from scipy import constants\n",
    "\n",
    "# The following line activates the inline plotting backend in the notebook.\n",
    "%matplotlib inline\n",
    "\n",
    "# Next we define some fundamental constants and parameters\n",
    "RogowskiCalibration = 5.3e6  # Calibration for Rogowski coil\n",
    "UloopCalibration = 5.5 # Calibration for U loop measurement\n",
    "V_p = 0.057 #m^3 Plasma volume\n",
    "k_B = constants.k # Boltzmann constant\n",
    "eV = constants.e # 1 eV equivalent to J\n",
    "baseURL = \"http://golem.fjfi.cvut.cz/utils/data/\"\n",
    "VacuumShotNo = 22819\n",
    "PlasmaShotNo = 22820\n",
    "\n",
    "#The following function will download the text file of the given data in the given shot and read it into an array and return it.\n",
    "ds = np.DataSource()\n",
    "\n",
    "def open_data(shot_no, data_id):\n",
    "    f = ds.open(baseURL + str(shot_no) + '/' + str(data_id) + '.npz')\n",
    "    return np.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chamber resistance $R_{ch}$ calculation from vacuum shot\n",
    "### Plot raw data from NIstandard DAS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi8AAAGSCAYAAAAraCFyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8dc83a66d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First let's get the data from the DAS in the columns specified by the given identifiers.\n",
    "IDuloop = open_data(VacuumShotNo,'uloop')\n",
    "IDirog = open_data(VacuumShotNo,'irog')\n",
    "time =  np.linspace(IDuloop['t_start'],IDuloop['t_end'], len(IDuloop['data']))\n",
    "\n",
    "# Let's show raw data:\n",
    "f,ax = plt.subplots(2,sharex=True)\n",
    "f.suptitle('Vacuum shot: #'+str(VacuumShotNo)+ '- raw data from NIstandard DAS')\n",
    "\n",
    "f.subplots_adjust(hspace=0.05)\n",
    "ax[0].set_ylim(0,2)\n",
    "ax[0].set_ylabel('channel #1 [V]')\n",
    "ax[0].plot(time*1e3, IDuloop['data'],label='ID:uloop')\n",
    "ax[1].set_ylim(-.1,0.3)\n",
    "ax[1].set_ylabel('channel #3 [V]')\n",
    "ax[1].plot(time*1e3, IDirog['data'],label='ID:irog')\n",
    "ax[1].set_xlabel('Time [ms]')\n",
    "[a.legend(loc='best') for a in ax]\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get real physical quantities from raw data\n",
    "Physical quantities can be obtained by multiplying the raw data by appropriate calibration constants. In the case of the current, the derivative is measured, so the signal has to be numerically integrated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAGSCAYAAADuGrvjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmJmZWeb8PwgRfSYXQKUyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8dec578910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Uloop from IDuloop needs only multiplication\n",
    "U_l = IDuloop['data']*UloopCalibration\n",
    "# Chamber current I_ch needs offset correction, integration and calibration\n",
    "i_offset = time.searchsorted(.004)\n",
    "offset = np.mean(IDirog['data'][:i_offset]) # Up to 4 ms no signal, good zero specification\n",
    "I_ch = cumtrapz(IDirog['data']-offset, time,initial=0)  # offset correction and integration\n",
    "I_ch *= RogowskiCalibration # calibration\n",
    "\n",
    "# And let's plot it\n",
    "f,ax = plt.subplots(2,sharex=True)\n",
    "f.subplots_adjust(hspace=0.05)\n",
    "f.suptitle('Vacuum shot: #'+str(VacuumShotNo)+ '- real data')\n",
    "\n",
    "ax[0].set_ylabel('$U_l$ [V]')\n",
    "ax[0].plot(time*1e3,U_l,label='Loop voltage $U_l$')\n",
    "ax[1].set_ylabel('$I_{ch}$ [A]')\n",
    "ax[1].plot(time*1e3,I_ch,label='Chamber current $I_{ch}$')\n",
    "ax[1].set_xlabel('Time [ms]')\n",
    "[a.legend(loc='best') for a in ax]\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final chamber resistance specification\n",
    "The chanber resistnace should be calculated in the time span where the physical quantities are reasonably stationary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chamber resistance =  (11.19 +/- 0.07) mOhm\n"
     ]
    }
   ],
   "source": [
    "t_start = time.searchsorted(0.014) \n",
    "t_end = time.searchsorted(0.015) \n",
    "# R_ch calculation via Ohm's law:\n",
    "R_ch = (U_l[t_start:t_end]/I_ch[t_start:t_end]) # in Ohms\n",
    "# final value\n",
    "R_ch, R_err = np.mean(R_ch), np.std(R_ch)\n",
    "\n",
    "print(\"Chamber resistance =  (%.2f +/- %.2f) mOhm\"%(R_ch*1e3, R_err*1e3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Energy confinement time  $\\tau_{E}$ calculation from plasma shot\n",
    "### Plot raw data from NIstandard DAS and interferometer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiQAAAGSCAYAAADTiNqFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npx0s6LRleEgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8dc79db810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiEAAAGHCAYAAABmuoLpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8dc7b01950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get data\n",
    "IDuloop = open_data(PlasmaShotNo,'uloop')\n",
    "IDirog = open_data(PlasmaShotNo,'irog')\n",
    "#time =  np.linspace(IDuloop['t_start'],IDuloop['t_end'], len(IDuloop['data']))\n",
    "\n",
    "IDelectron_density = open_data(PlasmaShotNo,'electron_density')\n",
    "#interpolate the density on the same time axis as the rest of the quantities\n",
    "n_e = IDelectron_density['data']\n",
    "time_ne =  np.linspace(IDelectron_density['t_start'],IDelectron_density['t_end'], len(n_e))\n",
    "n_e = np.interp(time, time_ne, n_e)\n",
    "\n",
    "# Let's show raw data from NIstandard:\n",
    "f,ax = plt.subplots(2,sharex=True)\n",
    "f.subplots_adjust(hspace=0.1)\n",
    "f.suptitle('Plasma shot: #'+str(PlasmaShotNo)+ '- raw data from NIstandard DAS')\n",
    "\n",
    "ax[0].set_ylim(0,2)\n",
    "ax[0].set_ylabel('channel #1 [V]')\n",
    "ax[0].plot(time*1e3, IDuloop['data'],label='ID:uloop')\n",
    "ax[1].set_ylim(0,0.3)\n",
    "ax[1].set_ylabel('channel #3 [V]')\n",
    "ax[1].plot(time*1e3, IDirog['data'],label='ID:irog')\n",
    "ax[1].set_xlabel('Time [ms]')\n",
    "[a.legend(loc='best') for a in ax]\n",
    "plt.show()\n",
    "\n",
    "# Let's show raw data from interferometer diagnostics :\n",
    "f,ax = plt.subplots()\n",
    "ax.set_title('Plasma shot: #'+str(PlasmaShotNo)+ '- raw data from TektronixDPO DAS')\n",
    "\n",
    "ax.set_xlabel('Time [ms]')\n",
    "ax.set_ylabel('$n_e\\ \\mathrm{[m^{-3}]}$')\n",
    "ax.plot(time*1e3, n_e,label='ID:electron_density')\n",
    "ax.legend() \n",
    "ax.set_ylim(0,None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get real physical data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiYAAAGSCAYAAADXfQq4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niRuWmBhjjDEmbvw/vv6d5FSkxzIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8dc8377e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Uloop from IDuloop needs only multiplication\n",
    "U_l = IDuloop['data']*UloopCalibration\n",
    "# Chamber current I_ch needs offset correction, integration and calibration\n",
    "offset = np.mean(IDirog['data'][:i_offset]) # Up to 4 ms no signal, good zero specification\n",
    "I_chANDp = cumtrapz(IDirog['data']-offset, time, initial=0)  # offset correction and integration\n",
    "I_chANDp *= RogowskiCalibration # calibration\n",
    "I_p=I_chANDp-U_l/R_ch # getting real plasma current from Ohm's law\n",
    "\n",
    "# And let's plot it\n",
    "f,ax = plt.subplots(3,sharex=True )\n",
    "f.subplots_adjust(hspace=0.05)\n",
    "f.suptitle(r'Plasma shot: #'+str(PlasmaShotNo)+ '- real data')\n",
    "\n",
    "ax[0].set_ylabel('$U_l$ [V]')\n",
    "ax[0].plot(time*1e3, U_l,label='Loop voltage $U_l$')\n",
    "ax[1].set_ylabel('$I_{ch+p}$ [kA]')\n",
    "ax[1].plot(time*1e3,I_chANDp/1e3,label='Chamber+plasma current $I_{ch+p}$')\n",
    "ax[2].set_ylabel('$I_{p}$ [kA]')\n",
    "ax[2].plot(time*1e3,I_p/1e3,label='Plasma current $I_{p}$')\n",
    "ax[2].set_xlabel('Time [ms]')\n",
    "[a.legend(loc='best') for a in ax]\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data correlation .."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiEAAAGSCAYAAAA1oRHBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDMMwjIjw/5JbazBh//1aAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8df286cbd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#select only a signal with the plasma \n",
    "i_start,i_end = time.searchsorted((IDuloop['plasma_start']+5e-4,IDuloop['plasma_end']-5e-4))\n",
    "\n",
    "n_e = n_e[i_start:i_end]\n",
    "I_p = I_p[i_start:i_end]\n",
    "U_l = U_l[i_start:i_end]\n",
    "time = time[i_start:i_end]\n",
    "\n",
    "\n",
    "# And let's plot it\n",
    "f,ax = plt.subplots(3,sharex=True)\n",
    "f.subplots_adjust(hspace=0.05)\n",
    "f.suptitle('Plasma shot: #'+str(PlasmaShotNo)+ '- real data')\n",
    "\n",
    "ax[0].set_ylabel('$U_l$ [V]')\n",
    "ax[0].plot(time*1e3, U_l,label='Loop voltage $U_l$')\n",
    "ax[1].set_ylabel('$I_{p}$ [kA]')\n",
    "ax[1].plot(time*1e3,I_p/1e3,label='Plasma current $I_{p}$')\n",
    "ax[2].set_ylabel('$n_{e}$ [$m^{-3}$]')\n",
    "ax[2].plot(time*1e3,n_e,label='Electron density $n_{e}$')\n",
    "ax[-1].set_xlabel('Time [ms]')\n",
    "[a.legend(loc='best') for a in ax]\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Final calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAGSCAYAAADJtDoLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njDFJxwYoxhhjjEk6NkAxxhhjTNL5/3iqq8vJsvLTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8dc8381f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Energy confinement time =  (57 +/- 8) us\n"
     ]
    }
   ],
   "source": [
    "R_p = np.maximum(0,U_l/I_p) # plasma resistivity adopted to avoid power(xx,-2./3) problems @ T_e calculation\n",
    "P_OH = U_l*I_p  # Plasma heating power\n",
    "T_e = 0.9*R_p**(-2./3) # Electron temperature (the GOLEM specific case)\n",
    "W_p = V_p*n_e*eV*T_e/3 # Energy content in the plasma\n",
    "# Let's make final calculations in the stationary phase to avoid complex derivation calculations of plasma energy balance\n",
    "imin,imax = time.searchsorted((0.020, 0.022))\n",
    "P_OH = P_OH[imin:imax]\n",
    "W_p = W_p[imin:imax]\n",
    "time = time[imin:imax]\n",
    "tau = W_p/P_OH \n",
    "#Plot\n",
    "f,ax = plt.subplots(3, sharex=True)\n",
    "f.suptitle('Plasma shot: #'+str(PlasmaShotNo)+ ' energy balance')\n",
    "\n",
    "f.subplots_adjust(hspace=0.001)\n",
    "ax[0].set_ylabel('$P_{OH}$ [kW]')\n",
    "ax[0].plot(time*1e3, P_OH/1000,label='Ohming heating power $P_{OH}$')\n",
    "ax[1].set_ylabel('$W_p$ [J]')\n",
    "ax[1].plot(time*1e3,W_p,label='Plasma energy volume $W_p$')\n",
    "ax[2].set_ylabel(r'$\\tau_E$ [us]')\n",
    "ax[2].plot(time*1e3,tau*1e6,label=r'Energy confinement time $\\tau_E$')\n",
    "ax[2].set_ylim(0,80)\n",
    "ax[2].grid('on')\n",
    "[a.legend(loc='best') for a in ax]\n",
    "ax[-1].set_xlabel('Time [ms]')\n",
    "plt.show()\n",
    "\n",
    "# Final calculation\n",
    "tau, tau_err = np.mean(tau), np.std(tau)\n",
    "print(\"Energy confinement time =  (%.0f +/- %.0f) us\"%(tau*1e6,tau_err*1e6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resources:\n",
    "\n",
    "* [Notebook (.ipynb)](script.ipynb)\n",
    "* [python (.py)](script.py)\n",
    "* [(.pdf) version](script.pdf)\n",
    "* [(.html) version](http://golem.fjfi.cvut.cz/wikiraw/Education/ExperimentMenu/ElectronEnergyConfinementTime/Code/Jupyter/script.html)\n",
    "* [flowchart](drawing.jpg)\n",
    "* [all in zip](script.zip)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
