impact-testing.ipynb 514 KB
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{
 "cells": [
  {
   "cell_type": "code",
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   "execution_count": 44,
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   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: pylab import has clobbered these variables: ['f']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n"
     ]
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    }
   ],
   "source": [
    "from __future__ import division\n",
    "from numpy import *\n",
    "%pylab inline\n",
    "style.use('bmh')\n",
    "bmhcols=['#348ABD', '#A60628', '#7A68A6', '#467821', '#D55E00', '#CC79A7', '#56B4E9', '#009E73', '#F0E442', '#0072B2']"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 45,
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   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def smooth(x,window_len=11,window='hanning'):\n",
    "    #smooth the data using a window with requested size.\n",
    "    if window_len<3:\n",
    "        return x\n",
    "    if not window in ['flat', 'hanning', 'hamming', 'bartlett', 'blackman']:\n",
    "        raise ValueError, \"Window is on of 'flat', 'hanning', 'hamming', 'bartlett', 'blackman'\"\n",
    "    s=numpy.r_[x[window_len-1:0:-1],x,x[-1:-window_len:-1]]\n",
    "    if window == 'flat': #moving average\n",
    "        w=numpy.ones(window_len,'d')\n",
    "    else:\n",
    "        w=eval('numpy.'+window+'(window_len)')\n",
    "    y=numpy.convolve(w/w.sum(),s,mode='valid')\n",
    "    return y[(window_len/2):-(window_len/2)] #y"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 92,
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   "metadata": {
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    "collapsed": false,
    "scrolled": false
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   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/ipykernel/__main__.py:13: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n"
     ]
    },
    {
     "data": {
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7tf6AzA4k6pGYEA2RuBBmEhPCTGJCuIPHJFqe6tSpU2RmZhIREcG2bdta9bkbm/I+OTmZ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\nPT5M489EEfSIWolwi49gRTOmfuk0fLiJUJ2r0/nmtYpcmXs29osn8caHV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OEITUtWdblN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X9LSeyx23X4/dodPgryExKhWtgy91KGhgsR5c723w88Y/vqKh5eWFsQlugoEQQ8Z0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\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8K14GXx4f8XbtW+vTKSjPYfqqKQC0jexCTskxfAx+XLtQoHjuSkSDDuvDNxH39EQEQUCW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\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x1055dafd0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "askers = [60,50,40,25,60,50,40,25,60,50,40,25]\n",
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    "labels = [\"Asker %d C\"%i for i in askers]\n",
    "labels += [r\"Kiri $\\gamma=%d^\\circ$\"%i for i in [45,40]]\n",
    "colors = [bmhcols[i] for i in [0,1,2,3,0,1,2,3,0,1,2,3,4,5]]\n",
    "#colors = {60:bmhcols[0], 50:bmhcols[1], 40:bmhcols[2], 25:bmhcols[3],175:bmhcols[4],165:bmhcols[5]}\n",
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    "fns = ['asker-tests-25mm/ADXL%02d.TXT'%(i+17) for i,a in enumerate(askers)]\n",
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    "fns += ['kiri-tests/2017.5.16/kiri65.TXT','kiri-tests/2017.5.16/kiri75.TXT']\n",
    "\n",
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    "data = {}\n",
    "for fn in fns:\n",
    "    data[fn] = []\n",
    "    with open(fn,'r') as f:\n",
    "        data_start = int(f.readline().strip('\\n').split(',')[1])\n",
    "        voltage = f.readline().strip('\\n')\n",
    "        for line in f.readlines():\n",
    "            data[fn].append(map(int,line.strip('\\n\\r').split(',')))\n",
    "    data[fn] = asarray(data[fn])    \n",
    "close('all')\n",
    "fig,axarr = subplots(2,1,figsize=(12,10),dpi=300)\n",
    "vfs = [] #final velocities\n",
    "hts = [] #half flight times\n",
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    "for i,fn in enumerate(fns):\n",
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    "    times = cumsum((3./2)*data[fn][:,0])/1e3 #fix timing bug and convert to ms\n",
    "    times -= times[-data_start]\n",
    "    gs = (200/2**12)*data[fn][:,1]/16\n",
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    "    gs = smooth(gs,window_len=21,window='flat')\n",
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    "    \n",
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    "    zero_g_time = where(times>-300)[0][0]\n",
    "    one_g_time = where(times<-500)[0][0]\n",
    "    zero_g = average(gs[zero_g_time:zero_g_time+20])\n",
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    "    gs -= zero_g\n",
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    "    one_g = average(gs[one_g_time:one_g_time+50])\n",
    "    gs /= one_g\n",
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    "    impact_time = where(gs[zero_g_time:]>.2)[0][0] + zero_g_time\n",
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    "\n",
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    "    release_time = where(gs[impact_time:]<.05)[0][0] + impact_time\n",
    "    dt = times[impact_time:release_time+1]-times[impact_time-1:release_time]\n",
    "    dv = 9.81*1e-3*sum( dt*gs[impact_time-1:release_time] )\n",
    "    vfs.append(-1+dv)\n",
    "    \n",
    "    next_impact_time = where(gs[release_time:]>.2)[0][0] + release_time\n",
    "    hts.append( .5*(times[next_impact_time]-times[release_time]) )\n",
    "    \n",
    "    times -= times[impact_time]-.25\n",
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    "\n",
    "    axarr[0].plot(times,gs,label=labels[i],c=colors[i])\n",
    "    axarr[1].plot(times,gs,label=labels[i],c=colors[i])\n",
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    "    \n",
    "for ax in axarr:\n",
    "    ax.set_ylabel('acceleration (g)')\n",
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    "    ax.set_ylim([-.2,16])\n",
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    "axarr[1].set_xlabel('time (ms)')\n",
    "handles, labels = axarr[0].get_legend_handles_labels()\n",
    "handle_list, label_list = [], []\n",
    "for handle, label in zip(handles, labels):\n",
    "    if label not in label_list:\n",
    "        handle_list.append(handle)\n",
    "        label_list.append(label)\n",
    "axarr[0].legend(handle_list, label_list,loc='upper left')\n",
    "axarr[1].legend(handle_list, label_list,loc='upper right')\n",
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    "axarr[0].set_xlim([-200,400]);\n",
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    "axarr[1].set_xlim([-5,70]);\n",
    "axarr[0].set_title(\"Foam Drop Test, Thickness 25mm\")\n",
    "tight_layout()"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 70,
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   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[60, 50, 40, 25, 60, 50, 40, 25, 60, 50, 40, 25, 175, 165]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Python/2.7/site-packages/numpy-1.8.1-py2.7-macosx-10.9-intel.egg/numpy/core/_methods.py:55: RuntimeWarning: Mean of empty slice.\n",
      "  warnings.warn(\"Mean of empty slice.\", RuntimeWarning)\n",
      "/Library/Python/2.7/site-packages/numpy-1.8.1-py2.7-macosx-10.9-intel.egg/numpy/core/_methods.py:67: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "/Library/Python/2.7/site-packages/numpy-1.8.1-py2.7-macosx-10.9-intel.egg/numpy/core/_methods.py:79: RuntimeWarning: Degrees of freedom <= 0 for slice\n",
      "  warnings.warn(\"Degrees of freedom <= 0 for slice\", RuntimeWarning)\n",
      "/Library/Python/2.7/site-packages/numpy-1.8.1-py2.7-macosx-10.9-intel.egg/numpy/core/_methods.py:91: RuntimeWarning: invalid value encountered in true_divide\n",
      "  arrmean, rcount, out=arrmean, casting='unsafe', subok=False)\n",
      "/Library/Python/2.7/site-packages/numpy-1.8.1-py2.7-macosx-10.9-intel.egg/numpy/core/_methods.py:113: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
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     ]
    },
    {
     "data": {
      "text/plain": [
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       "<matplotlib.legend.Legend at 0x10f5e5350>"
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      ]
     },
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     "execution_count": 70,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": 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ACu2L6TJ+ITN/T4XbITNzp96qTZKkgaraUDAZeHdmPt8bxUiSpPqp9pbEBcAm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\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x10f60b050>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print askers\n",
    "e_vels = asarray(vfs)**2 #energy ratio calculated by integrating acceleration\n",
    "e_time = (asarray(hts)/150.)**2 #energy ratio calculated by measuring times between impacts\n",
    "\n",
    "avg_e_vels = [average(e_vels[i::4]) for i in range(4)][::-1]\n",
    "std_e_vels = [std(e_vels[i::4]) for i in range(4)][::-1]\n",
    "avg_e_time = [average(e_time[i::4]) for i in range(4)][::-1]\n",
    "std_e_time = [std(e_time[i::4]) for i in range(4)][::-1]\n",
    "\n",
    "N=4\n",
    "ind = np.arange(N)  # the x locations for the groups\n",
    "width = 0.35       # the width of the bars\n",
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "rects1 = ax.bar(ind, avg_e_vels, width, color=bmhcols[0], yerr=std_e_vels,\n",
    "                error_kw=dict(ecolor='k', lw=2, capsize=3, capthick=2))\n",
    "rects2 = ax.bar(ind + width, avg_e_time, width, color=bmhcols[2], yerr=std_e_time,\n",
    "               error_kw=dict(ecolor='k', lw=2, capsize=3, capthick=2))\n",
    "ax.set_ylabel('Energy return ($E_{out}/E_{in}$)')\n",
    "ax.set_xlabel('Asker C Scale')\n",
    "#ax.set_title('Scores by group and gender')\n",
    "ax.set_xticks(ind + width)\n",
    "ax.set_xticklabels(tuple(askers[::-1]))\n",
    "ax.set_xlim([-.2,3.9])\n",
    "grid(False)\n",
    "ax.legend((rects1[0], rects2[0]), ('Integration', 'Timing'))\n",
    "\n",
    "\n",
    "#plot( askers, asarray(vfs)**2, marker='o',ls='' )\n",
    "#ylim([0,1.])\n",
    "#xlabel(\"Asker C Scale\")\n",
    "#ylabel(\"Energy return ($E_{out}/E_{in}$)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 443,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x12f6e7e10>"
      ]
     },
     "execution_count": 443,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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w9vTro4QMYI46KSEDlJGjhAxQTo5edHvv/b2BHTLzV/0YjCRJ6p9ur9O/Gnhj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\nxhKutQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1408efb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(8,6))\n",
    "plot( askers, (asarray(hts)/150.)**2, marker='o',ls='' )\n",
    "ylim([0,1.])\n",
    "xlim([20,65])\n",
    "xlabel(\"Asker C Scale\")\n",
    "ylabel(\"Energy return ($E_{out}/E_{in}$)\")"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 57,
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   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "data_start,2069\r\n",
      "battery_voltage,3.92\r\n",
      "data_start,2819\r\n",
      "battery_voltage,3.92\r\n"
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
293
      "/usr/local/lib/python2.7/site-packages/ipykernel/__main__.py:13: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n"
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     ]
    },
    {
     "data": {
      "text/plain": [
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       "<matplotlib.text.Text at 0x10c1e3510>"
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      ]
     },
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     "execution_count": 57,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": 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Mvvvd79KjRw9CoVDCaTzFxcW8+eabXHPNNUf1HusyefJkdu3axX//938zffp0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SAAAg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\niAAAAABJRU5ErkJggg==\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x103813e10>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
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    "#fns = ['kiri-tests/kiri-test-fail.TXT','kiri-tests/kiri-35-pp-017.TXT']\n",
    "#fns = ['kiri-tests/kiri-35-pp-017.TXT']\n",
    "fns = ['kiri-tests/2017.5.16/kiri65.TXT','kiri-tests/2017.5.16/kiri75.TXT']\n",
    "\n",
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    "data = {}\n",
    "for fn in fns:\n",
    "    data[fn] = []\n",
    "    with open(fn,'r') as f:\n",
    "        print f.readline().strip('\\n')\n",
    "        print f.readline().strip('\\n')\n",
    "        for line in f.readlines():\n",
    "            data[fn].append(map(int,line.strip('\\n\\r').split(',')))\n",
    "    data[fn] = asarray(data[fn])    \n",
    "figure(figsize=(18,6))\n",
    "for fn in fns:\n",
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    "    times = cumsum((3./2)*data[fn][:,0])/1e3\n",
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    "    gs = (200/2**12)*data[fn][:,1]/16\n",
    "    #gs = data[fn][:,1]/16\n",
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    "    gs = smooth(gs,window_len=13,window='flat')\n",
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    "    #detect impact\n",
    "    #impact = where(gs[20:]-gs[:-20] > 3)[0][0]\n",
    "    #print impact\n",
    "    plot(times,gs,label='%s'%fn)\n",
    "xlabel('time (ms)')\n",
    "ylabel('acceleration (g)')\n",
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    "legend(loc='upper right')\n",
    "#xlim([350,700])\n",
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    "#xlim([amin(times),amax(times)]);\n",
    "title(\"Thickness 12mm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([120, 120, 120, ..., 120, 121, 121])"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = data[fns[-1]]\n",
    "#1/((d[1:,0]-d[:-1,0])*1e-6)\n",
    "(d[1:,0]-d[:-1,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "181.8181818181818"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1e6/5500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aq5QeBaFCmYCh3TWK4vBAFiVmCv5zzzlt9axZ47QLryh2IhPyzNzCT31SUcoT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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113429590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axarr = subplots(2,1)\n",
    "for i in [0,1]:\n",
    "    axarr[i].plot(data[fns[i]][:,0]/1e3,data[fns[i]][:,1]/40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8295.43916903 45.3503565643\n"
     ]
    }
   ],
   "source": [
    "freq = 1e3/(times[1:]-times[:-1])\n",
    "print average(freq), std(freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.05714286,  0.11428571,  0.05714286, ..., -0.20952381,\n",
       "       -0.13333333, -0.15238095])"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.0079117037037036344"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#integrate over series\n",
    "dv = sum(gs)*.12e-3 #change in velocity (m/s)\n",
    "dv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.5"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2.75*2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def square(x,nmin=1,nmax=100):\n",
    "    k = arange(nmin,nmax).reshape(-1,1)\n",
    "    return (4/pi)*sum( sin(2*pi*(2*k-1)*x)/(2*k-1)  , axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x116885290>]"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jo/e0/5prrNkzyGJ0QY0YYUuIeBmIsXq1Nd+NGBH8eF6vT69Ltod1wQVWWRs6\n1Gr/iZYtsyzo/PMtuGfb4MG22GOmrNVlfwFQJMEAsAd+TJmSuabX3GwdujfeaDMxc+nCC+2L5e67\n02+3YoU1LQS98PwEgw8/dD88LpW+fa1J6oEHrBnotdfs6XDPPms321tvWXa3xx65KY+fYBA0MxAB\nhg/31hw5ZYqdi1w8JCheWRnwt7/ZqrOZhprecYdl1PvuG/x4Xq/PKVNyEwwAW+rj8sutVn7TTbZ6\n8YwZNoR0wAC7d4MuEujXzjvb+Z0xI/12LvsLgCIKBu3bW5t0pkkgd95pSwWEWYwuqNJSe7jKDTek\nnyh3xRUWCIKOVvCz9suHH7qd0JXJXnvZkMQzz7Ra8Mkn24ijiy6yztZcBmivwaC5OVy77KWXWiUl\n3eJ969ZZzfOuu9yOqffq8MOt6eeii1J/Ua9cCdx3X/gRXl6CwddfWy19QOjF7r0bPtwGFSxebMNu\nzzvPvpDfftuGomazMz/RIYfYfZKO68wgbw++T/UDH8tRJFq3TnXffVWffDL5+6+8orr77vbA93x6\n5BFbqmHRom3fe/ZZm+IfZqmApiZVEW/bDhqkOmlS8GMVsk2bVDt0yPww8pEjVW++Odyxnn5atbxc\ndfPmbd9raVH94Q9VL7003DHC2rxZtaIi+VIdmzapHnWU6vXXhz/Obbep/va36beZNEn10EPDH6tQ\n3XWX6rBh6bepq1Pt3dt+R0SWo4iMnXe2nv7hw7d9/OKUKTaq5amnwqW4Llx4oaXkFRVbj79/8klr\n7nrwQX/P901UUmL9Epn6Jhobrcaa6qHqxa6szFaxzFQDC5sZADZfoHdv+38f3xbc1GR9Q0uWWNaa\nT23b2jX44os2oiu2tv4XX9jfnTsHn0AYz0tmMHVq7pqIomjgwMwPiXLdTORoUFJ0HHqoNRUddpg1\nQ/TrZ7MYH37Y2qqzOYTSj8svB3bZxWYXd+sGbNhg49EnTgz/5SyyZcRGui+x2lprisrWWP5CcOih\n1lSUbu2bMH0GMSJWUTnzTFvu+JJLLCiMG2cjm157LTed5pl06WIVp8suswmTBx9s7eexIbJBHywU\nz0swmD49N0Nro2rAABvu29iY+ulprpuJii4YAFbTOvJIW172tddsQbuamnAPBsmGCy+0pyNVVwO7\n7WaBK0xGEM/LWO4PP3S/BEWhGTAg81PpXGQGgH3ZP/20tbs/+KC9NmyYXQNBH5eYDTvuaJWnpUst\nc+zdG9jF6/4gAAAOy0lEQVRvP3f79xoMvMxLKVYdO9rQ59mzU/ebMBh41K9fuDWLcqWszIa0ueZl\nLHeuO4+jaMAA4E9/Sr+Ni8wgpqzMssLLL3ezv2zq3t1+XMs0wGHTJhtllqs5QFEV60ROFww4mogy\n8lL7mjaNmUF5uX3xbNqUehtXmQGZTNdmba3160Wh2SyfMvUbbNzIeQbkQaYbrqXFms5yObkpinbY\nwZbKSPdUMpeZAWW+NqdPz+2Q0qjKFAw46Yw8ydRnsGiRjWffZZecFSmy+ve3L6BUmBm4lSkYzJjB\nSgpg52DWrNT3MYMBeZKpz2DWLFsRlawWmm62JzMDtzJVVBgMTKdONpx34cLk73MGMnmSqfZVUwMc\neGDuyhNlzAxyK11FRZXNRPEOOij1agXMDMgTL8GAmYHp399qo6km6TEzcCvdtblsmY24itow8Hxh\nMKDQMqXis2YxM4jZfXeb35FqCWNmBm6lCwazZ/O6jJcpGLCZiDJKl4pv3gzMn28PUCFzwAGpRxQx\nM3ArUzAoL89teaIsXTDg0FLyJN0NV1dnsxu393Hc8crLUwcDZgZupZt0NmcOg0G8fv1s5F+yR8ay\nmYg8SRcM2ES0rXTBgJmBW+muzTlzOPM4XlmZzYOprd32PQYD8iRdnwGDwbaYGeROqmCgymaiZA46\nyBYLTMShpeRJuj6D2lrecInKy+2LKNmIImYGbqUKBp98Yl9uXbrkvkxRdtBByZ/gyMyAPMnUZ9Cv\nX27LE3VdutgX0SefbPseMwO3UvUZzJ7NJqJkysvZTEQhpAoGjY02o7F379yXKepSjShiZuBWqmuT\nncfJpWrCZDMReZLqhps/35Yl5kiibaW66ZgZuMVg4E/PnsCKFVuePBfDzIA8SZWK19ayiSiVVMGA\nmYFbDAb+tGljmXx9/davRyoYiMguIjJRROpF5BUR+VaK7RaJyAwR+UhE3g9zTPIm1Q1XV8fJZqkw\nM8iNVCPd2JeVWrJrM1LBAMBoAK+pal8AbwC4OsV2LQAqVPU7qrodP+Y6d9IFA95wyaUaUcTMwK1k\nI91Wr7b+LK5JlFyyYBC1PoPTADzc+vvDAE5PsZ04OBb5kCoYsJkotd12sy+qTz/d+nVmBm4luzbn\nzgX69gVE8lOmqCuEzGB3VV0JAKq6AsDuKbZTAK+KyFQRuSTkMcmDZH0GqswM0hFJftMxM3ArWTCo\nrwf69MlPeQpBLoJBxvqOiLwKID55E9iX+3VJNk+xCDCGqOpyEdkNFhRqVXVyqmNWVVV983tFRQUq\nKioyFZMSJLvhli/npJ5MYjfdMcdseY2ZgVvJ+gximQEl16uXraobaxqqrq7G8uXVuP9+ewCOCxkv\ncVU9PtV7IrJSRLqq6koR2QPAp8m2U9Xlrf9+JiJPAxgEwFMwoGCSBYO6Ot5wmTAzyL5kfQb19cDZ\nZ+enPIWgbVtg330taB58sFWSO3SowMiRNlR8zJgxoY8RtpnoWQA/bv39YgATEjcQkQ4ismPr7x0B\nDAWQZHI1uZQsGMybx8lmmSQLBswM3ErVTMSKSnqJ12bU+gxuBXC8iNQDOBbALQAgInuKyPOt23QF\nMFlEPgLwHoDnVHViyONSBslScQaDzJLNQmZm4FZiMGhutsmQvDbTy3YwCFXfUdU1AI5L8vpyAKe0\n/r4QAJ9ommPJUvF584DDDstPeQrFHnvYw39WrQJ23dVeY2bgVmIwWLLEznXHjvkrUyEoLweeeGLL\n31EbWkoRlSwV//hj1r4ySTaiiJmBW4kj3dhE5E38ddnSYvd327bu9s9gUKQSg0FLC7BggY1KoPQS\ngwEzA7cSr825czms1Is+fWyRyc2brYmorMztvAwGgyKV2GfQ0GBDSpmKZ7b//lsvGczMwK3EYMC+\nLG/atQP22ssyfNdNRACDQdFK7DPgDeddYjBgZuBWYjCYPx/Yb7/8laeQxLJW153HAINB0WLtK7j4\nYKBq55GZgTuJWev8+Wy+9IrBgHxjMAiuRw9gzRrgyy/tS6ukhGvmuBSftTY3A4sX25r9lFnsqWeb\nNrGZiDxKrH0xGHhXUmKddXV17C/IhviKSkODDStt3z6/ZSoUscxg40ZmBuRRYp8Bh5X6E2sqYn+B\ne/HBgE1E/vTrZxW79esZDMij+BuupcWGpDEV9y4WDJgZuBeftbLz2J8OHWxiZG0tgwF5FB8Mli8H\ndtnFLiTyhplB9sRnrR9/zGDgV3k5MG0a+wzIo/jaF7MC//bfn30G2cJmonDKy4GPPmJmQB7F174Y\nDPzr1QtYtAjYsIGZgWuJwYCZgT/l5cCMGQwG5FH8Dcdg4F+7drZ+/MyZzAxcKymx+RstLWwmCqK8\nHPjqKzYTkUfxwWDBAgaDIIYMAd56i5mBayL2s2KFfaF16pTvEhWW/fe3f5kZkCfMDMI78kigupqZ\nQTaUllolZZ998l2SwrPTTrZGEYMBeRK/TPDChdbkQf4cdZSN2mBm4F5pqV2XPXrkuySFqbzcfTDg\nZV6kYpnB5s3AypX2nFTyp2dPoGtXZgbZUFpqHfQMBsGUl7u/LhkMilQsGCxZAnTrxtptECLWVBS/\ngim5UVJiwaC8PN8lKUyXXQY0NrrdJ5uJilQsGLC/IJwjj2RmkA2xzGCvvfJdksK03362NIVLrC8W\nqVifAUcShXPiicD06fkuRfFhM1H0MDMoUrHMYNEiBoMw+vQBHnww36UoPqWl1oTJzCA6GAyKVCwY\nfPqpdYISRUms6W2PPfJbDtqCwaBIxYLBqlW2XjxRlJSU2MAG9sdEB4NBkYotVLd6NdClS75LQ7S1\n0lL2F0QNg0GRii1Ux2BAUVRayv6CqGEwKFJsJqIoYzCIHgaDIlVaamvxr10LdO6c79IQba2khM1E\nUcNgUKRKS4E1a4COHTn7mKKHmUH0hAoGInKWiMwSkWYRGZhmuxNFpE5E5orIqDDHJG9KSmxYKfsL\nKIo6d7Y5HBQdYeuMNQDOAHB/qg1EpATAXwAcC+ATAFNFZIKq1oU8NqVRWmrBgP0FFEWTJ9vaTxQd\noTIDVa1X1XkA0v1vHQRgnqouVtVGAOMBnBbmuJRZaamtVsrMgKKIgSB6ctFn0A1AQ9zfS1tfoywq\nLbXOYwYDIvIiYzORiLwKIH5BAwGgAK5V1eeyVTAKp6Q1zDMYEJEXGYOBqh4f8hjLAMQPIuve+lpK\nVVVV3/xeUVGBioqKkEXY/sSm+bPPgKj4VFdXo7q62uk+RVXD70TkTQBXquqHSd4rBVAP60BeDuB9\nAOepatJHhoiIuijT9u5//xc480xg3Dhg+PB8l4aIsklEoKqhemLCDi09XUQaABwG4HkRean19T1F\n5HkAUNVmACMATAQwG8D4VIGA3IllBmwmIiIvQg0tVdVnADyT5PXlAE6J+/tlAH3DHIv8ifUZsJmI\niLzgDOQixcyAiPxgMChSDAZE5AeDQZFiMCAiPxgMilRJCdChA9C+fb5LQkSFgMGgSJWWMisgIu8Y\nDIoUgwER+eFk0plLnHTmxsaNwLRpwBFH5LskRJRtLiadMRgQERW4vM9AJiKi4sBgQEREDAZERMRg\nQEREYDAgIiIwGBARERgMiIgIDAZERAQGAyIiAoMBERGBwYCIiMBgQEREYDAgIiIwGBARERgMiIgI\nDAZERAQGAyIiAoMBERGBwYCIiMBgQERECBkMROQsEZklIs0iMjDNdotEZIaIfCQi74c5JhERuRc2\nM6gBcAaAtzJs1wKgQlW/o6qDQh6TPKqurs53EYoKz6dbPJ/REioYqGq9qs4DIBk2lbDHIv94s7nF\n8+kWz2e05OoLWgG8KiJTReSSHB2TiIg8apNpAxF5FUDX+JdgX+7XqupzHo8zRFWXi8husKBQq6qT\n/ReXiIiyQVQ1/E5E3gTwW1Wd5mHbSgBfquofU7wfvkBERNsZVc3UXJ9WxszAh6QFEZEOAEpU9SsR\n6QhgKIAxqXYS9j+IiIj8Czu09HQRaQBwGIDnReSl1tf3FJHnWzfrCmCyiHwE4D0Az6nqxDDHJSIi\nt5w0ExERUWGLzHBPETlRROpEZK6IjMp3eQpRssl9IrKLiEwUkXoReUVEvpXvckaViDwgIitFZGbc\naynPn4hcLSLzRKRWRIbmp9TRlOJcVorIUhGZ1vpzYtx7PJdpiEh3EXlDRGaLSI2IXN76urPrMxLB\nQERKAPwFwAkADgBwnoj0y2+pClKyyX2jAbymqn0BvAHg6ryVLvr+AbsG4yU9fyJSDuBsAPsDOAnA\nOBFhf9cWyc4lAPxRVQe2/rwMACKyP3guM2kC8BtVPQDA4QAua/2OdHZ9RiIYABgEYJ6qLlbVRgDj\nAZyW5zIVomST+04D8HDr7w8DOD2nJSogrcOdP094OdX5OxXAeFVtUtVFAObBrmNCynMJJB9ochp4\nLtNS1RWqOr31968A1ALoDofXZ1SCQTcADXF/L219jfyJn9z389bXuqrqSsAuKAC75610hWn3FOcv\n8ZpdBl6zXowQkeki8ve4Jg2eSx9EZB8AA2ADclLd377PaVSCAbkxRFUHAjgZlkYeBQsQ8ThiIBye\nv+DGAdhXVQcAWAHgjjyXp+CIyI4AngRwRWuG4Oz+jkowWAagR9zf3VtfIx9UdXnrv58BeAaWFq4U\nka4AICJ7APg0fyUsSKnO3zIAe8Vtx2s2A1X9TLcMX/wbtjRb8Fx6ICJtYIHgUVWd0Pqys+szKsFg\nKoBeIrK3iJQBOBfAs3kuU0ERkQ6ttQbETe6rgZ3HH7dudjGACUl3QDGCrdu1U52/ZwGcKyJlItIT\nQC8AXJ59a1udy9Yvq5j/BjCr9XeeS28eBDBHVf8c95qz69PlDOTAVLVZREYAmAgLUA+oam2ei1Vo\nugJ4unU5jzYA/qWqE0XkAwD/EZGfAlgMG2FASYjIYwAqAHQRkSUAKgHcAuCJxPOnqnNE5D8A5gBo\nBPDLuFrvdi/FuTxGRAbARr0tAjAM4Ln0QkSGALgAQE3rBF4FcA2AW5Hk/g5yTjnpjIiIItNMRERE\necRgQEREDAZERMRgQEREYDAgIiIwGBARERgMiIgIDAZERATg/wGeIGTRXtSODwAAAABJRU5ErkJg\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11612db10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = linspace(-1,1,200)\n",
    "plot(square(x,nmin=3,nmax=100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.814239501953125"
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmin = -144335\n",
    "tmax = 433315\n",
    "(tmax-tmin)/2**16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.1169999999999618,\n",
       " 0.12399999999999523,\n",
       " 0.12036882683892487,\n",
       " 0.00072019892819037484)"
      ]
     },
     "execution_count": 317,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = times[1:]-times[:-1]\n",
    "amin(dt), amax(dt), average(dt), std(dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1321faf50>]"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Y5Sr/nXJl9GtxNibdHVKubUaQwl4E+u6qC1/JleUvTYfvMCQV/WtxPrfBqb9G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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x131eeda90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(20,4))\n",
    "plot(dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0509683995923\n"
     ]
    }
   ],
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   "source": []
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  },
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  {
   "cell_type": "code",
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   "execution_count": 29,
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   "metadata": {
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    "collapsed": false,
    "scrolled": false
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "<matplotlib.legend.Legend at 0x109a45310>"
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      ]
     },
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     "execution_count": 29,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": 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PXEJX1S5G376ZzMk9ix/WNZ3g//vxQorySvnp114Ke257WyePf+8VMrO8fH3lgpjXeuml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XAAAg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\n9P03GC8AAAAASUVORK5CYII=\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x1096e7f50>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#approximating initital stiffness of curve crease kiricombs\n",
    "#parameterize the bending of a plate by a bending radius r (m)\n",
    "#z is the height (perp to bend)\n",
    "#t is thickness, E is elastic modulus, \n",
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    "#l is total length perp to bend axis\n",
    "#w is length parallel to bend axis\n",
    "#th is the half the angle through with the bend occurs. (beta)\n",
    "l = .003 #meters\n",
    "#e = .01 #meters\n",
    "#th = pi/4 #radians\n",
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    "w = .01 #meters\n",
    "E = 1e9 #Pa\n",
    "t = .0005 #.0005 #meters\n",
    "N = 10\n",
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    "def e(r,th,l):\n",
    "    return .5*l-th*r\n",
    "def dedr(r,th,l):\n",
    "    return -th\n",
    "def z(r,th,l):\n",
    "    #return 2*r*sin(l/(2*r)) + 2*e*cos(l/(2*r))\n",
    "    return 2*r*sin(th) + 2*e(r,th,l)*cos(th)\n",
    "def dzdr(r,th,l):\n",
    "    #return 2*sin(l/(2*r)) - (l/r)*cos(l/(2*r)) + e*l/r**2*sin(l/(2*r))\n",
    "    return 2*sin(th) - th*2*cos(th)\n",
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    "def U(r,l):\n",
    "    return t**3/(32*r**2)*l*w*E\n",
    "def dUdr(r,l):\n",
    "    return -t**3/(16*r**3)*l*w*E\n",
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    "def Fz(r,th,l):\n",
    "    return -dUdr(r,l)/dzdr(r,th,l)\n",
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    "def stress(r):\n",
    "    return E*t/(2*r)\n",
    "\n",
    "cycles = [4,5,7] #for 10^X cycles\n",
    "cycle_stresses = [16,13,12] #Mpa, Cyclic Fatigue and Thermal Softening of Polypropylene\n",
    "\n",
    "fig,axarr = subplots(1,2,figsize=(12,6))\n",
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    "ths = linspace(pi/6.,pi/3,5)\n",
    "l = .006\n",
    "r = linspace(pi*l,10*pi*l,200)\n",
    "for th in ths:\n",
    "    axarr[0].plot(r,N*Fz(r,th,l),label=r'$\\theta=%.1f^\\circ$'%(180*th/pi))\n",
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    "axarr[1].plot(r,stress(r)/1e6)\n",
    "for c,cs in zip(cycles,cycle_stresses):\n",
    "    axarr[1].plot([0, amax(r)],[cs,cs],ls='--',label='$10^%d$ cycles'%c)\n",
    "\n",
    "axarr[0].set_title('Initial Force vs. Curvature')\n",
    "axarr[0].set_xlabel('radius of curvature')\n",
    "axarr[0].set_ylabel('$F_z$ (N)')\n",
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    "axarr[0].set_ylim([0,1.1*amax(N*Fz(r,th,ls[0]))])\n",
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    "axarr[0].legend(loc='upper right')\n",
    "\n",
    "axarr[1].set_title('Stress vs. Curvature')\n",
    "axarr[1].set_xlabel('radius of curvature')\n",
    "axarr[1].set_ylabel('$\\sigma$ (MPa)')\n",
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    "axarr[1].set_ylim([0,1.1*amax(cycle_stresses)])\n",
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    "axarr[1].legend(loc='center right')\n"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200.00 kWh/kg = 0.720 MJ/cm^3\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#From http://onlinelibrary.wiley.com/doi/10.1111/jiec.12589/full\n",
    "# \"Energy Consumption Modeling of Stereolithography-Based Additive Manufacturing \n",
    "# Toward Environmental Sustainability\"\n",
    "# we have specific energy consumptions from 30-200 kWh/kg.\n",
    "\n",
    "mj_per_kwh = 3.6\n",
    "rho = 1 #g/cm^3\n",
    "def convert(kwh_per_kg):\n",
    "    result = kwh_per_kg*mj_per_kwh / 1000 * rho\n",
    "    print \"%.2f kWh/kg = %.3f MJ/cm^3\"%(kwh_per_kg, result)\n",
    "convert(200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Process Rate: 3.57e-04 cm^3/s'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#this same study quotes about 7 seconds per layer, and a layer height of 25 um.\n",
    "#Thus, volumetric process rate depends on cross sectional area.\n",
    "def process_rate(area,t_layer=7,h_layer=.025):\n",
    "    #area (mm^2), t_layer (s), h_layer (mm)\n",
    "    return area*h_layer / t_layer / 1000 #cm^3/s\n",
    "\"Process Rate: %.2e cm^3/s\"%process_rate(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#This does not fall on the linear relationship between these two parameters established in \n",
    "#http://web.mit.edu/2.813/www/readings/Gutowski-CIRP.pdf\n"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
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   "source": [
    "#what would an energy expression for bending look like?  We have the following effects to use:\n",
    "# 1. poisson effects -- depends on boundary conditions\n",
    "# 2. hinge stiffness\n",
    "# 3. panel stiffness\n",
    "#can we integrate the last two over z?\n",
    "#for the former, what can we do?  \n",
    "#  best for impact is to assume friction immobilizes.  \n",
    "#  easiest to model is to assume no friction\n",
    "#  for hinge stiffness, is the angle rho? or what coordinate system is it relevant to...\n",
    "#  can we incorporate thickness effects into this?  do hinges stretch?\n",
    "\n",
    "\n",
    "#is there an equivalent zero poisson polyhedron to use?"
   ]
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