{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Navn på gruppens medlemmer:**\n",
    "\n",
    "*Levér en ferdig kjørt notebook som inkluderer alle resultater, helst eksportert som HTML-dokument. Det er tilstrekkelig at ett gruppemedlem leverer på vegne av alle i gruppa.*\n",
    "\n",
    "# Tidsutvikling av bølgefunksjonen\n",
    "\n",
    "Utviklingen av en tilstand $\\Psi = \\Psi(x, t)$ over tid er beskrevet av den tidsavhengige Schrödingerlikningen\n",
    "$$ i \\hbar \\frac{\\partial \\Psi}{\\partial t} = \\hat{H} \\Psi = -\\frac{\\hbar^2}{2m} \\frac{\\partial^2 \\Psi}{\\partial x^2} + V \\Psi $$\n",
    "\n",
    "Ved hjelp av separasjon av variable er det mulig å vise at en generell løsning av denne ligningen er\n",
    "$$ \\Psi(x, t) = \\sum_n c_n \\psi_n(x) e^{-i E_n t / \\hbar} $$\n",
    "der summen går over alle de stasjonære tilstandene $\\psi_n$ med energier $E_n$ som løser den tidsuavhengige Schrödingerligningen\n",
    "$$ \\hat{H} \\psi_n = -\\frac{\\hbar^2}{2 m} \\psi_n'' + V \\psi_n = E_n \\psi_n $$\n",
    "\n",
    "Det viser seg at *enhver* tilstand $\\Psi(x, t)$ kan skrives som en slik lineærkombinasjon av de stasjonære tilstandene, og vi sier derfor at de utgjør et *fullstendig sett*.\n",
    "Gitt en vilkårlig starttilstand $\\Psi_0 = \\Psi(x, 0)$, er det bare snakk om å finne de rette konstantene $c_n$ som oppfyller\n",
    "$$ \\Psi_0 = \\sum_n c_n \\psi_n $$\n",
    "og vi har da all informasjonen vi trenger for å beregne $\\Psi$ for alle $t$.\n",
    "Dette er ingen vanskelig oppgave, da de stasjonære tilstandene er *ortogonale*, og *ortonormale*, så lenge vi velger dem normerte, dvs.\n",
    "$$\\int \\psi_m \\psi_n \\mathrm{d}x = \\delta_{m n} = \\begin{cases}0 & \\text{for}\\,\\, m \\neq n \\\\ 1 & \\text{for}\\,\\, m = n\\end{cases}$$\n",
    "Vi kan utnytte dette til å \"plukke ut\" en av konstantene $c_m$ i lineærkombinasjonen ved å integrere begge sider av likningen:\n",
    "$$ \\int \\Psi_0 \\psi_m \\mathrm{d}x = \\int \\sum_n c_n \\psi_n \\psi_m \\mathrm{d}x = \\sum_n c_n \\int \\psi_n \\psi_m \\mathrm{d}x = \\sum_n c_n \\delta_{m n} = c_m $$\n",
    "\n",
    "I denne øvingen skal vi se nærmere på egenskapene om ortogonalitet og fullstendighet i en diskretisert modell og utnytte dette til å studere tidsutviklingen til vilkårlige starttilstander i vilkårlige potensialer.\n",
    "\n",
    "Vi bruker samme modell for diskretiseringen av rommet som i den første numeriske øvingen.\n",
    "Der diskretiserte vi rommet i $N + 2$ ekvidistante punkter fra $x_0$ til $x_{N+1}$ og satte $V(x \\leq x_0) = V(x \\geq x_{N+1}) = \\infty$, slik at $\\psi_n(x \\leq x_0) = \\psi_n(x \\geq x_{N+1}) = 0$.\n",
    "Vi innførte så et vilkårlig potensial $\\boldsymbol{V} = [V(x_1), \\ldots, V(x_N)]^T$ på rutenettet $\\boldsymbol{x} = [x_1, \\ldots, x_N]^T$ og fant de stasjonære tilstandene $\\boldsymbol{\\psi_n} = [\\psi_n(x_1), \\ldots, \\psi_n(x_N)]^T$ og energiene $E_n$ ved å finne egenverdiene og egenvektorene til Hamiltonmatrisen $H$.\n",
    "\n",
    "Hamiltonmatrisen $H$ er en reell og symmetrisk matrise, og har da ifølge et teorem fra lineæralgebraen ortogonale egenvektorer.\n",
    "Vi kan så oversette formen for den generelle løsningen på den tidsavhengige Schrödingerlikningen til vår diskretiserte modell med vektorlikningen\n",
    "$$ \\boldsymbol{\\Psi} = \\boldsymbol{\\Psi}(x, t) = [\\Psi(x_1, t), \\ldots, \\Psi(x_N, t)]^T = \\sum_{n=1}^{N} c_n \\boldsymbol{\\psi_n} e^{-i E_n t / \\hbar} $$\n",
    "I denne diskretiserte modellen får vi dermed helt tilsvarende ortogonalitets- og fullstendighetsegenskaper som med de eksakte funksjonene $\\psi$ og $\\Psi$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# uncomment ONE line to choose matplotlib backend\n",
    "# if using Jupyter Notebook, use interactive \"notebook\" backend for best results\n",
    "# if using Jupyter Lab, use interactive \"widget\" backend for best results\n",
    "# if both fail, use static \"inline\" backend\n",
    "%matplotlib notebook \n",
    "#%matplotlib widget \n",
    "#%matplotlib inline \n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation\n",
    "import numpy as np\n",
    "from IPython.display import HTML, clear_output\n",
    "\n",
    "# helpful to raise exception upon complex number calculation error\n",
    "# instead of just a useless warning\n",
    "import warnings\n",
    "warnings.filterwarnings(action=\"error\", category=np.ComplexWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For å finne de stasjonære tilstandene $\\boldsymbol{\\psi_n}$ og energiene $E_n$ til en partikkel i et vilkårlig potensial $\\boldsymbol{V}$, bruker vi teknikken fra den første numeriske øvingen.\n",
    "Vi har lagt ved fungerende funksjonalitet for dette i funksjonen `get_stationary_states()` under. \n",
    "**Merk at**\n",
    "* **det brukes atomære enheter med $\\hbar = m_e = 1$, slik at naturlige avstander og tider også har tallverdier i størrelsesorden rundt 1,**\n",
    "* **de stasjonære tilstandene $\\boldsymbol{\\psi_n}$ normeres i forstanden $\\boldsymbol{\\psi_m} \\cdot \\boldsymbol{\\psi_n} = \\sum_{i=1}^N \\psi_{m,i} \\psi_{n,i} \\Delta x = \\delta_{mn}$ (der $\\psi_{n,i}$ er $i$-te element i vektoren $\\boldsymbol{\\psi_n}$), i tråd med normeringsintegralet $\\int \\psi_m \\psi_n \\mathrm{d}x \\approx \\sum_{i=1}^N \\psi_m(x_i) \\psi_n(x_i) \\Delta x$, og at**\n",
    "* **de stasjonære tilstandene kommer ut i en $N \\times N$ matrise med $\\boldsymbol{\\psi_n}$ langs den $n$-te *raden*, som så kan hentes ut med `waves[n-1]`.**\n",
    "\n",
    "Du kan selvfølgelig erstatte dette med din egen løsning fra den første numeriske øvingen, da du kanskje er bedre kjent med denne. For å passe inn med noe inkludert programkode senere i øvingen, anbefaler vi likevel at kravene over er tilfredsstilt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff33aee8520>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hbar = 1\n",
    "\n",
    "def hamiltonian(x, v, m):\n",
    "    dx = x[1] - x[0]\n",
    "    diag = hbar**2 / (m*dx**2) + v\n",
    "    semidiag = np.full(len(x)-1, -hbar**2 / (2*m*dx**2))\n",
    "    H = np.diag(diag, k=0) + np.diag(semidiag, k=+1) + np.diag(semidiag, k=-1)\n",
    "    return H\n",
    "\n",
    "def normalize(x, wave):\n",
    "    dx = x[1] - x[0]\n",
    "    norm = np.sum(np.abs(wave)**2) * dx\n",
    "    wave /= norm**(1/2)\n",
    "    return wave\n",
    "\n",
    "def get_stationary_states(x, v, m):\n",
    "    H = hamiltonian(x, v, m)\n",
    "    eigvals, eigvecs = np.linalg.eigh(H) # eigh converges more often than eigh_tridiagonal\n",
    "    energies, waves = eigvals, eigvecs.T\n",
    "    \n",
    "    for i in range(0, len(waves)):\n",
    "        waves[i] = normalize(x, waves[i])\n",
    "    \n",
    "    return energies, waves\n",
    "\n",
    "# example usage:\n",
    "x = np.linspace(-10, +10, 1000)\n",
    "m = 1\n",
    "w = 1\n",
    "v = 1/2*m*w**2*x**2\n",
    "energies, waves = get_stationary_states(x, v, m)\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x, np.abs(waves[0])**2, label=f\"$E_0 = {energies[0]:.2f} \\, E_h$\")\n",
    "ax.plot(x, np.abs(waves[1])**2, label=f\"$E_1 = {energies[1]:.2f} \\, E_h$\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nedenfor har vi konstruert noen potensialer $\\boldsymbol{V}$.\n",
    "\n",
    "**For hvert av disse potensialene, finn de stasjonære tilstandene for et elektron og bekreft at de er ortonormale og utgjør et fullstendig sett.**\n",
    "\n",
    "**Ta deg friheten til å endre litt på potensialene, om de ikke \"passer inn\" i programmet ditt i formen under.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = 1\n",
    "w = 1\n",
    "x, dx = np.linspace(-20, +20, 400, retstep=True)\n",
    "\n",
    "v_infwell = 0*x\n",
    "v_harmosc = 1/2*m*w**2*x**2\n",
    "v_finwell = np.piecewise(x, [np.abs(x) > 2, np.abs(x) <= 2], [0, -10])\n",
    "v_weird = np.random.rand(len(x))\n",
    "potentials = [v_infwell, v_harmosc, v_finwell, v_weird]\n",
    "titles = [\"Infinite well\", \"Harmonic oscillator\", \"Finite well\", \"Weird potential\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nå som vi har bekreftet ortogonaliteten til de stasjonære tilstandene, er vi godt forberedt til å beregne koeffisientene $c_n$ som behøves for å representere en vilkårlig starttilstand $\\boldsymbol{\\Psi_0}$ som en lineærkombinasjon $\\boldsymbol{\\Psi_0} = \\sum_n c_n \\boldsymbol{\\psi_n}$ av de stasjonære tilstandene.\n",
    "For å finne $\\boldsymbol{\\Psi}$ for $t > 0$, trenger vi så bare sette på eksponentialfaktorene $e^{-i E_n t / \\hbar}$.\n",
    "\n",
    "**Skriv en funksjon som beregner og returnerer koeffisientene $c_n$ som behøves for å representere en starttilstand $\\boldsymbol{\\Psi_0}$ som en lineærkombinasjon av de stasjonære tilstandene $\\boldsymbol{\\psi_n}$ i et diskretisert rom $\\boldsymbol{x}$.**\n",
    "\n",
    "**Skriv også en funksjon som beregner $\\boldsymbol{\\Psi}$ for en vilkårlig tid $t>0$ ut fra koeffisientene $c_n$, de stasjonære tilstandene $\\boldsymbol{\\psi_n}$ og energiene $E_n$. Merk at beregningene involverer tallet $i = \\sqrt{-1}$, som i Python er representert med `1j`.**\n",
    "\n",
    "**Du kan godt verifisere at funksjonene i det minste klarer å reprodusere en eller annen starttilstand i et eller annet potensial ved $t = 0$. I de neste oppgavene vil du få testet dem også for $t > 0$.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nå har vi alt vi trenger for å studere tidsutviklingen av bølgefunksjonen.\n",
    "Dette skal vi gjøre ved å lage en animasjon.\n",
    "`matplotlib` er ikke et spesielt velegnet bibliotek til dette, men fungerer allikevel godt nok for vårt formål.\n",
    "\n",
    "Nedenfor har vi satt sammen funksjonen `animate_wave()` som du skal modifisere til å gjøre nettopp dette.\n",
    "Den tar inn et diskretisert rom $\\boldsymbol{x}$, potensialverdier $\\boldsymbol{V}$, en masse $m$, en starttilstand $\\boldsymbol{\\Psi_0}$ og antall bilder som skal vises per sekund, `fps`.\n",
    "Funksjonen kaller `animate()` én gang per bilde i animasjonen, der en (foreløpig meningsløs) \"bølgefunksjon\" beregnes og vises i animasjonen.\n",
    "\n",
    "Nedenfor har vi satt sammen litt mer informasjon om funksjonen og noen tips om hvordan du kan bruke den til å få tilfredsstillende resultater.\n",
    "* Du kan vise real- eller imaginærdelen til funksjonen som animeres med argumentene `real` og `imag`.\n",
    "* Du kan bestemme når animasjonen skal starte og slutte med argumentene `t1` og `t2`. Om du ikke ber om annet, vil den begynne ved $t_1 = 0$ og fortsette for evig og alltid til $t_2 = \\infty$. Differansen mellom disse tallene bestemmer også varigheten på animasjonen i *sekunder*.\n",
    "* Du kan bestemme om animasjonen skal vises i sanntid eller forhåndsberegnes med argumentet `realtime`.\n",
    "    * I sanntidsmodus gjøres beregningene parallelt med animeringen. Du vil se resultater fra første sekund, men animasjonen kan bli hakkete hvis tidssteget er så lite at beregningene ikke klarer å holde følge med animeringen.\n",
    "    * I forhåndsberegningsmodus bruker maskinen tiden den trenger til å sette sammen alle bildene i animasjonen til en video. Tidssteget vil respekteres, men forhåndsberegningen kan ta en stund og du må bruke et endelig tidsintervall. **Kjør animasjonene i forhåndsberegningsmodus før du leverer oppgaven, slik at de kan spilles av som en video.**\n",
    "\n",
    "Det er også noen tekniske ting som er greit å merke seg, i tilfelle ting ikke fungerer.\n",
    "* **Funksjonen `animate_wave()` må kalles nederst i en Jupyter Notebook-celle for at animasjonen skal vises.**\n",
    "* Hvis du irriterer deg over at figuren som animeres vises to ganger, kan du kommentere ut kodeblokken med `clear_output()`.  **Vær i så fall klar over at dette vil fjerne all output som er generert av en celle fram til `clear_output()` kalles.**\n",
    "* Sanntidsmodus `realtime=True` kan kun brukes om du har bedt Jupyter Notebook eller Jupyter Lab bruke en interaktiv backend med `%matplotlib notebook` eller `%matplotlib widget` øverst i notebooken. Om ikke må du forhåndsberegne animasjonene med `realtime=False`.\n",
    "\n",
    "**Sett deg inn i og modifiser funksjonen `animate_wave()`, slik at den animerer $\\boldsymbol{\\Psi}$ fra starttilstanden $\\boldsymbol{\\Psi_0}$ i potensialet $V$ i rommet $\\boldsymbol{x}$.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Animation information:\n",
      "  Frames   : 50\n",
      "  Framerate: 25 FPS\n",
      "  Duration : 2.00\n",
      "  Time step: 0.04\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_imgd65da19838574a15b13664be3f3b0599\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_sliderd65da19838574a15b13664be3f3b0599\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"animd65da19838574a15b13664be3f3b0599.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"animd65da19838574a15b13664be3f3b0599.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"animd65da19838574a15b13664be3f3b0599.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animd65da19838574a15b13664be3f3b0599.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"animd65da19838574a15b13664be3f3b0599.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"animd65da19838574a15b13664be3f3b0599.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animd65da19838574a15b13664be3f3b0599.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"animd65da19838574a15b13664be3f3b0599.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animd65da19838574a15b13664be3f3b0599.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animd65da19838574a15b13664be3f3b0599.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_selectd65da19838574a15b13664be3f3b0599\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_d65da19838574a15b13664be3f3b0599\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio1_d65da19838574a15b13664be3f3b0599\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_d65da19838574a15b13664be3f3b0599\"\n",
       "             >\n",
       "      <label for=\"_anim_radio2_d65da19838574a15b13664be3f3b0599\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_d65da19838574a15b13664be3f3b0599\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_d65da19838574a15b13664be3f3b0599\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_imgd65da19838574a15b13664be3f3b0599\";\n",
       "    var slider_id = \"_anim_sliderd65da19838574a15b13664be3f3b0599\";\n",
       "    var loop_select_id = \"_anim_loop_selectd65da19838574a15b13664be3f3b0599\";\n",
       "    var frames = new Array(50);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "YII=\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        animd65da19838574a15b13664be3f3b0599 = new Animation(frames, img_id, slider_id, 40.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 4,
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   "source": [
    "def animate_wave(x, v, m, wave0, fps, t1=0, t2=None, realtime=True, real=False, imag=False):\n",
    "    assert not (not realtime and t2 is None), \"non-realtime animation must be finite in time\"\n",
    "    \n",
    "    dt = 1 / fps\n",
    "    nframes = None if t2 is None else int((t2 - t1) / dt) # None animates forever\n",
    "    \n",
    "    # print information about this animation\n",
    "    nframesstr = \"infinite\" if t2 is None else f\"{nframes}\"\n",
    "    durationstr = \"infinite\" if t2 is None else f\"{t2-t1:.2f}\"\n",
    "    print(\"Animation information:\")\n",
    "    print(f\"  Frames   : {nframesstr}\")\n",
    "    print(f\"  Framerate: {fps} FPS\")\n",
    "    print(f\"  Duration : {durationstr}\")\n",
    "    print(f\"  Time step: {dt}\")\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    \n",
    "    # prevent duplicate animation figure in non-realtime mode\n",
    "    #if not realtime:\n",
    "        #clear_output()\n",
    "        \n",
    "    ax.set_xlabel(\"$x$\")\n",
    "    ax.set_ylabel(\"$|\\Psi|$, $\\Re{(\\Psi)}$, $\\Im{(\\Psi)}$\")\n",
    "    \n",
    "    # create objects for the graphs that will be updated every frame\n",
    "    # the commas matter!\n",
    "    ymax = max(np.max(np.abs(wave0)**2), np.max(np.abs(wave0)))\n",
    "    graph, = ax.plot([x[0], x[-1]], [0, +2*ymax]) # plot 2x wave0 to make room\n",
    "    if real:\n",
    "        graph2, = ax.plot([x[0], x[-1]], [0, -2*ymax]) # make room for negative values\n",
    "    if imag:\n",
    "        graph3, = ax.plot([x[0], x[-1]], [0, -2*ymax]) # make room for negative values\n",
    "    \n",
    "    # plot potential extended with indications of infinite walls at ends\n",
    "    ax2 = ax.twinx()\n",
    "    v_max = np.min(v) + 1.1 * (np.max(v) - np.min(v)) + 1 # + 1 if v = const\n",
    "    x_ext = np.concatenate(([x[0]], x, [x[-1]]))\n",
    "    v_ext = np.concatenate(([v_max], v, [v_max]))\n",
    "    ax2.set_ylabel(\"$V(x)$\")\n",
    "    ax2.plot(x_ext, v_ext, linewidth=3, color=\"black\", label=\"V\")\n",
    "    ax2.legend(loc=\"upper right\")\n",
    "    \n",
    "    # call this function for every frame in the animation\n",
    "    def animate(i):\n",
    "        time = t1 + i*dt\n",
    "        wave = meaningless_wave(x, time)\n",
    "        \n",
    "        # update graph objects\n",
    "        # set_data() etc. modifies existing an existing object in a figure\n",
    "        # it is much more efficient than creating a new figure for every animation frame\n",
    "        graph.set_data(x, np.abs(wave))\n",
    "        graph.set_label(f\"$|\\Psi(x, t = {time:.2f})|$\")\n",
    "        if real:\n",
    "            graph2.set_data(x, np.real(wave))\n",
    "            graph2.set_label(f\"$\\Re(\\Psi(x, t = {time:.2f}))$\")\n",
    "        if imag:\n",
    "            graph3.set_data(x, np.imag(wave))\n",
    "            graph3.set_label(f\"$\\Im(\\Psi(x, t = {time:.2f}))$\")     \n",
    "        ax.legend(loc=\"upper left\")\n",
    "\n",
    "    # create matplotlib animation object\n",
    "    ani = matplotlib.animation.FuncAnimation(fig, animate, frames=nframes, interval=dt*1000, repeat=False)   \n",
    "    if realtime:\n",
    "        return ani\n",
    "    else:\n",
    "        return HTML(ani.to_jshtml())\n",
    "    \n",
    "def meaningless_wave(x, time):\n",
    "    return (x/np.max(x)) * np.exp(1j * x * time)\n",
    "\n",
    "# example usage:\n",
    "x = np.linspace(0, 10, 400)\n",
    "v = 0*x\n",
    "m = 1\n",
    "wave0 = meaningless_wave(x, 0)\n",
    "animate_wave(x, v, m, wave0, 25, t2=2, realtime=False, real=True, imag=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I resten av øvingen skal vi rett og slett bare teste ut animasjonsfunksjonen på en del forskjellige situasjoner.\n",
    "\n",
    "### Partikkel i boks\n",
    "\n",
    "I regneøvingene har vi sett på superposisjonen av grunntilstanden og første eksiterte tilstand\n",
    "$$ \\Psi(x, 0) = \\frac{1}{\\sqrt{2}} (\\psi_1(x) + \\psi_2(x)) $$\n",
    "for en partikkel i boks.\n",
    "Vi fant så at sannsynlighetstettheten $|\\Psi(x, t)|^2$ skulle oscillere fram og tilbake med perioden\n",
    "$$ T = \\frac{2 \\pi \\hbar}{E_2 - E_1} $$\n",
    "\n",
    "**Preparér denne starttilstanden for et elektron i en boks og bekreft at perioden er riktig. Du kan for eksempel variere størrelsen på boksen for å finne en periode du har tid til å observere.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fri partikkel representert ved Gaussisk bølgepakke\n",
    "\n",
    "I regneøvingene har vi også sett hvordan vi kan representere en fri partikkel som en gaussisk bølgepakke\n",
    "$$ \\Psi(x, 0) = (2 \\pi \\Delta x^2)^{-1/4} e^{-(x-x_0)^2/4 \\Delta x^2} e^{i p_0 x / \\hbar} $$\n",
    "med \n",
    "$$ \\langle x \\rangle = x_0 \\quad \\text{og} \\quad \\langle p \\rangle = p_0 $$\n",
    "Slik oppnådde vi også et \"beste kompromiss\" mellom usikkerhetene i posisjon $\\Delta x$ og impuls $\\Delta p$, nemlig\n",
    "$$ \\Delta x \\Delta p = \\hbar / 2 $$\n",
    "Dette er altså det nærmeste vi kommer å kunne representere en fri partikkel med en noenlunde veldefinert posisjon **og** impuls.\n",
    "\n",
    "**Plassér et elektron i en uendelig brønn med en gaussisk bølgepakke. Sørg for at den har plass til å bevege seg et stykke før den kræsjer i veggen. Studér utviklingen over tid. Hva skjer med formen til bølgepakken over tid? Hva skjer ved veggene? Hvilken hastighet har bølgepakkens tyngdepunkt?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Koherent tilstand i harmonisk oscillator\n",
    "\n",
    "En forskjøvet grunntilstand\n",
    "$$ \\Psi(x, 0) = \\left(\\frac{m \\omega}{\\pi \\hbar}\\right)^{1/4} e^{-m \\omega (x-x_0)^2 / 2 \\hbar} $$\n",
    "i den harmoniske oscillatoren kalles på engelsk en *coherent state*.\n",
    "På norsk kan vi kalle dette en *koherent* eller kanskje en *sammenhengende tilstand*.\n",
    "Slike tilstander er av spesiell interesse når vi sammenligner kvantemekanikken med den klassiske mekanikken.\n",
    "\n",
    "**Studér tidsutviklingen til en slik tilstand for et elektron i en harmonisk oscillator. Plassér den et sted til siden for sentrum av oscillatoren. Kan du se for deg motivasjonen bak navngivningen? Hvilken karakteristisk egenskap ved tilstanden tror du gjør den spesielt relevant for sammenligning med klassisk mekanikk?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transmisjon og refleksjon av fri partikkel ved potensialbarriere\n",
    "\n",
    "I den klassiske mekanikken kan en partikkel umulig befinne seg i et område der partikkelens energi er lavere enn den potensielle energien.\n",
    "Men i kvantemekanikken er ikke ting så enkelt.\n",
    "Her kan en partikkel bevege seg gjennom et potensial, selv om potensialet på et punkt er høyere enn partikkelens energi.\n",
    "Mulighetene for transmisjon og refleksjon avhenger spesielt av partikkelens (forventede) energi\n",
    "$$ \\langle E \\rangle = \\sum_{n=1}^N |c_n|^2 E_n $$\n",
    "\n",
    "**Send et fritt elektron (i form av en gaussisk bølgepakke) inn mot en potensialbarriere. Studér transmisjonen og refleksjonen av bølgepakken. Undersøk hvordan partikkelens (forventede) energi påvirker dens muligheter for å reflekteres og transmitteres, særlig for energier rundt barrierehøyden. Du kan enkelt variere energien ved å justere for eksempel partikkelens impuls.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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