{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3Ds-dDo_sPb7"
   },
   "source": [
    "# Autonomní rovnice a systémy\n",
    "\n",
    "Tento zápisník obsahuje výpočty k cvičení z Aplikované matematiky věnované [autonomním systémům](http://user.mendelu.cz/marik/am/slidy/cviceni/cviceni10.md.html). \n",
    "\n",
    "* Příklady s velikostmi populací a se syntézou kolagenu jsou převzaty nebo silně inspirovány knihou _Alan Garfinkel, Jane Shevtsov, Yina Guo: Modeling Life, The Mathematics of Biological Systems._\n",
    "* Příklad se skladováním stavebního materiálu je inspirovaný okolím vlakového nádraží, ze kterého jezdím na fakultu."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "muGzWDao_xG9"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1002\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\": \"HjagQp6T0/7bxYTAXbLotF1MLAGWmhkY5siA1Gc/pcEgvgRPtMsRn0gQtMwGKiw1\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\": \"ZEPPTjL+mdyqgIq+/pl9KTwzji8Kow2NnI3zWY8+sFinWP/SYJ80BnfeJsa45iYj\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\": \"exLqv2ACDRIaV7ZK1iL8aGzGYQvKVuT3U2CT7FsQREBxRah6JrkVCoFy0koY1YqV\"};\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\": \"HjagQp6T0/7bxYTAXbLotF1MLAGWmhkY5siA1Gc/pcEgvgRPtMsRn0gQtMwGKiw1\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\": \"ZEPPTjL+mdyqgIq+/pl9KTwzji8Kow2NnI3zWY8+sFinWP/SYJ80BnfeJsa45iYj\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\": \"exLqv2ACDRIaV7ZK1iL8aGzGYQvKVuT3U2CT7FsQREBxRah6JrkVCoFy0koY1YqV\"};\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt   # knihovna pro statické grafy, grafy budeme kreslit sem do zápisníku\n",
    "%matplotlib inline               \n",
    "\n",
    "\n",
    "import numpy                      # knihovna pro numerické výpočty\n",
    "from scipy.integrate import solve_ivp  # řešení diferenciálních rovnic\n",
    "\n",
    "import bokeh.io                   # knihovna pro kreslení interaktivních grafů\n",
    "import bokeh.plotting             # knihovna pro kreslení interaktivních grafů\n",
    "bokeh.io.output_notebook()        # grafy kreslit sem do zápisníku\n",
    "\n",
    "colors = 10*bokeh.palettes.Greens5  # paleta barev"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FHPPUXOUiOjG"
   },
   "source": [
    "## Skladování stavebního recyklátu\n",
    "\n",
    "Hromada sypkého materiálu má tvar kužele. Úhel u vrcholu je konstantní, daný mechanickými vlastnostmi materiálu a je nezávislý na objemu. \n",
    "\n",
    "* Předpokládejme, že personál stavebnin přisypává na hromadu materiál konstantní rychlostí (v jednotkách objemu za jednotku času). \n",
    "* Tato hromada je však v poměrně otevřené krajině a vítr rozfoukává materiál po okolí. Je rozumné předpokládat, že rozfoukávání (opět v jednotkách objemu za jednotku času) se děje rychlostí úměrnou povrchu návětrné strany pláště.\n",
    "\n",
    "Diferenciální rovnice popisující růst hromady je \n",
    "$$\n",
    "\\frac{\\mathrm dV}{\\mathrm dt} = R - k_0S\n",
    "$$\n",
    "a po vyjádření pomocí objemu \n",
    "$$\n",
    "\\frac{\\mathrm dV}{\\mathrm dt} = R - k V^{\\frac 23},\n",
    "$$\n",
    "kde $R$ a $k$ jsou konstanty. Vhodnou volbou jednotky objemu můžeme docílit toho, že jsou tyto konstanty numericky stejné a vhodnou volbou jednotky času poté toto, že tato společná hodnota je rovna jedné. Budeme tedy modelovat rovnici pro $R=k=1$. Na obrázku vidíme jediné stabilní řešení, které je globálně atraktivní."
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"AAAAAAAAAAAS7hlX+u+DP6MPD9TOnJM/4Fo9S5IEnT/AQ6qJ/xujP64CzPQlnqc/Yi5OO+QKrD/hI/Er+zGwPzuG0DVWVbI/iwF2gfdvtD+LUWDlZYK2Pzz0rokDjbg/Qjl6lxSQuj+sYTGD2ou8P+qfmgyUgL4/7otpnz43wD9ibye45yrBP6l9bKFgG8I/y7LJUcMIwz+Gg3tlKPPDP03daR6n2sQ/RiYoZFW/xT9KPfXDR6HGP+d5u3CRgMc/XqwQQ0RdyD+mHTa5cDfJP2ePGPclD8o//ztQxnHkyj+B1iCWYLfLP7KKeXv9h8w/Cv30MFJWzT+2StkWZyLOP479jPRF7M4/IYWyJAu0zz93dB8+4TzQP3UpJI25ntA/g1fABJL/0D+c1Rogbl/RP75bKFBRvtE/5YKr+z4c0j8RxTR/OnnSP0F9Ii1H1dI/duegTWgw0z+0IKoeoYrTP/wmBtT049M/VtlKl2Y81D/F99uH+ZPUP1Ij67qw6tQ/Bd53O49A1T/oik8KmJXVPwVuDR7O6dU/aKwaYzQ91j8fTK67zY/WPzg0zf+c4dY/wixK/aQy1z/Q3sV36ILXP3DUrihq0tc/unhBvywh2D+/F4jgMm/YP5feWid/vNg/VttfJBQJ2T8Y/Qpe9FTZP/ITnlAioNk/AtEobqDq2T9hxogecTTaPy5nab+Wfdo/hgdEpBPG2j+I3F8W6g3bP1T80VQcVds/Dl59lKyb2z/X2RIAneHbP9QoEbjvJtw/KuXE0qZr3D/+iUhcxK/cP3pzhFZK89w/xt4uuTo23T8M6stxl3jdP3eUrWNiut0/NL7zZ5373T9wKIxNSjzeP1x1MtlqfN4/KChwxQC83j8CpZzCDfvePyAx3XaTOd8/svIkfpN33z/y8DRqD7XfPxEUnMII8t8/pZJbgkAX4D9qZ9jRPDXgP/XNQAT6UuA/ZPz3yHhw4D9SGUjKuY3gP+I7Yq29quA/sGteEoXH4D/boDuUEOTgPwjE38hgAOE/Va4XQXYc4T9lKZeIUTjhP1nv+CXzU+E/1Kq+mltv4T/69lBji4rhP3Bf//aCpeE/BS82AEPA4T+9Np2bzNrhPxYULEgg9eE/z1ljeD4P4j/azBSeJyniP1NkYyrcQuI/h0nDjVxc4j/w1/k3qXXiPzadHZjCjuI/MFmWHKmn4j/i/RwzXcDiP4Cvu0jf2OI/aMTNyS/x4j8sxf8hTwnjP4dsT7w9IeM/ZacLA/w44z/glNRfilDjPz6GmzvpZ+M/9v6i/hh/4z+rtH4QGpbjPy+PE9jsrOM/gqiXu5HD4z/STJIgCdrjP3z622tT8OM/C2KeAXEG5D81ZlRFYhzkP+MbypknMuQ/KcocYcFH5D9L6rr8L13kP7gnZM1zcuQ/EWApM42H5D8jo2yNfJzkP+ky4TpCseQ/joOLmd7F5D9oO8EGUtrkP/0yKd+c7uQ/A3W7fr8C5T9aPsFAuhblPxT+1H+NKuU/b1XilTk+5T/XFybcvlHlP+dKLqsdZeU/aCbaWlZ45T9RFFpCaYvlP8ewL7hWnuU/HcotEh+x5T/WYHilwsPlP5+nhMZB1uU/WAMZyZzo5T8LC00A1PrlP/OHib7nDOY/eHWIVdge5j8wAVUWpjDmP9+KS1FRQuY/eKQZVtpT5j8cEr5zQWXmPxnKiPiGduY/7PQaMquH5j9A7WZtrpjmP+8/sPaQqeY//6uLGVO65j+mIt8g9crmP0jH4VZ32+Y/du8bBdrr5j/wImd0HfzmP6Ub7uxBDOc/sMUstkcc5z9aP/AWLyznPx7ZVlX4O+c/ohXQtqNL5z+5qRyAMVvnP2d8TvWhauc/3abIWfV55z96dD/wK4nnP8piuPpFmOc/iiGKukOn5z+iklxwJbbnPyzKKFzrxOc/ag45vZXT5z/T1yjSJOLnPwfR5NiY8Oc/2NaqDvL+5z9D+AmwMA3oP3R24vhUG+g/x8RlJF8p6D/EiBZtTzfoPyKayAwmReg/xAKhPONS6D/A/hU1h2DoP1b87i0Sbug/9JtEXoR76D86sID83YjoP/I9Xj4flug/FnzpWEij6D/O03+AWbDoP55VUu5Sveg/JXogAjXK6D82V/vs/9boPznMRNOz4+g/06RB2VDw6D/rmBkj1/zoP6VM19RGCek/ZFBoEqAV6T/LIJ3/4iHpP7omKcAPLuk/UbeidyY66T/uE4NJJ0bpPzFqJlkSUuk/9NPLyedd6T9TV5W+p2npP6nmh1pSdek/j2CLwOeA6T/cj2oTaIzpP6cr03XTl+k/RtdVCiqj6T9OImbza67pP5KIWlOZuek/JHJsTLLE6T9VM7gAt8/pP7YMPZKn2uk/FivdIoTl6T+Bp13UTPDpP0aHZsgB++k/77uCIKMF6j9HIyD+MBDqP1eHj4KrGuo/Z54EzxIl6j/+CpYEZy/qP+JbPUSoOeo/GQzXrtZD6j/lgiJl8k3qP8gTwof7V+o/hv46N/Jh6j8db/WT1mvqP8x9PL6odeo/Ey8+1mh/6j+tcwv8FonqP5YomE+zkuo/CRe78D2c6j+A9C3/tqXqP7JijZoer+o/l+9Y4nS46j9lFfP1ucHqP5E6ofTtyuo/z7GL/RDU6j8Rur0vI93qP4p+Jaok5uo/qBaUixXv6j8dhr3y9ffqP9a8OP7FAOs//5Z/zIUJ6z8G3e57NRLrP5RDxirVGus/lGso92Qj6z8u4hr/5CvrP8gghmBVNOs/C401ObY86z/aeNemB0XrP1si/cZJTes/77Mat3xV6z84RIeUoF3rPxfWfHy1Zes/rFgYjLtt6z9Vp1ngsnXrP6+JI5abfes/lrM7ynWF6z8mxUqZQY3rP7hK3B//lOs/5bxeeq6c6z+EgCPFT6TrP6zmXhzjq+s/sywonGiz6z8sfHlg4LrrP+rqL4VKwus/AXsLJqfJ6z+/Gq9e9tDrP7akoEo42Os/tN9IBW3f6z/GfvOplObrPzghz1Ov7es/lVLtHb306z+oikIjvvvrP3otpn6yAuw/U4vSSpoJ7D+44GSidRDsP3BW3Z9EF+w/fwGfXQce7D8p4+/1vSTsP+7o+IJoK+w/kuzFHgcy7D8StEXjmTjsP6/xSeogP+w/5kOHTZxF7D9yNZUmDEzsP1E97o5wUuw/vL7vn8lY7D8sCdpyF1/sP1hY0CBaZew/ONTYwpFr7D8CkdxxvnHsPyuPp0bgd+w/ZbvoWfd97D+j7jHEA4TsPxfu950Fiuw/MGuS//yP7D+cAzwB6pXsP0xBErvMm+w/a5oVRaWh7D9kcSm3c6fsP+EUFCk4rew/zb9+svKy7D9PmfVqo7jsP8+052lKvuw/8xGnxufD7D+enGiYe8nsP/UsRPYFz+w/XIc094bU7D9xXBey/tnsPxdJrT1t3+w/bNaZsNLk7D/PeWMhL+rsP9yUc6aC7+w/bnUWVs307D+iVXtGD/rsP89btI1I/+w/j5q2QXkE7T+5EFp4oQntPyy4iUTBDu0/ozlHltgT7T/86bZu5xjtP4HpTNjtHe0/TYp63esi7T9PUK6I4SftP0fxU+TOLO0/x1TU+rMx7T81lJXWkDbtP8f6+oFlO+0/hgVlBzJA7T9MYzFx9kTtP8f0usmySe0/dcxZG2dO7T+nLmNwE1PtP4KRKdO3V+0/+Zz8TVRc7T/VKinr6GDtP7BG+bR1Ze0/9C20tfpp7T/fT573d27tP4JN+YTtcu0/vvkDaFt37T9GWfqqwXvtP6KiFVgggO0/Kj6MeXeE7T8HxpEZx4jtPzYGV0IPje0/hvwJ/k+R7T+W2NVWiZXtP9v74la7me0/l/lWCOad7T/kllR1CaLtP6jK+6clpu0/oL1pqjqq7T9YyriGSK7tPzB9AEdPsu0/WZRV9U627T/W/8mbR7rtP33hbEQ5vu0/9oxK+SPC7T+7h2zEB8btPxaJ2a/kye0/JnqVxbrN7T/bdaEPitHtP/jI+5dS1e0/D/KfaBTZ7T+JoYaLz9ztP5y5pQqE4O0/VE7w7zHk7T+MpVZF2eftP/Q2xhR66+0/DawpaBTv7T8p4GhJqPLtP23gaMI19u0/0esL3bz57T8dczGjPf3tP+wYth64AO4/rbFzWSwE7j+eQ0FdmgfuP9EG8zMCC+4/KWVa52MO7j9d+kWBvxHuP/STgQsVFe4/SDHWj2QY7j+FAwoYrhvuP6lt4K3xHu4/hQQaWy8i7j+6jnQpZyXuP70EqyKZKO4/1JB1UMUr7j8Zj4m86y7uP3WNmXAMMu4/pktVdic17j86u2nXPDjuP5P/gJ1MO+4/421C0lY+7j8vjVJ/W0HuP08WU65aRO4/7PPiaFRH7j+CQp64SEruP15QHqc3Te4/oJ35PSFQ7j853MOGBVPuP+3vDYvkVe4/U+5lVL5Y7j/RHlfsklvuP6P6aVxiXu4/1Cwkrixh7j9Ekgjr8WPuP6E5lxyyZu4/b2NNTG1p7j8CgqWDI2zuP4I5F8zUbu4/5V8XL4Fx7j/5/Be2KHTuP1lKiGrLdu4/dLPUVWl57j+N1WaBAnzuP7V/pfaWfu4/07L0viaB7j+dobXjsYPuP56wRm44hu4/MXYDaLqI7j+DukTaN4vuP5V3YM6wje4/ONmpTSWQ7j8RPXFhlZLuP5YyBBMBle4/Dnuta2iX7j+UCbV0y5nuPxUDYDcqnO4/T77wvISe7j/Sw6YO26DuPwHOvjUto+4/EslyO3ul7j8K0/koxafuP8Q7iAcLqu4/6YRP4Eys7j/3YX68iq7uPz64QKXEsO4/3p6/o/qy7j/MXiHBLLXuP8xyiQZbt+4/d4cYfYW57j82e+wtrLvuP0ReICLPve4/sXLMYu6/7j9bLAb5CcLuP/Uw4O0hxO4/BFhqSjbG7j/dqrEXR8juP6lkwF5Uyu4/YvKdKF7M7j/V8k5+ZM7uP6E21Whn0O4/N8Av8WbS7j/Zw1ogY9TuP5ynT/9b1u4/ZwMFl1HY7j/0oG7wQ9ruP897fRQz3O4/U8EfDB/e7j+x0EDgB+DuP+o6yZnt4e4/0sKeQdDj7j8OXaTgr+XuPxcwun+M5+4/NpS9J2bp7j+IE4nhPOvuP/pp9LUQ7e4/TYXUreHu7j8ThfvRr/DuP7G6OCt78u4/XKlYwkP07j8eBiWgCfbuP9G3ZM3M9+4/I9fbUo357j+Rrks5S/vuP226cokG/e4/2qgMTL/+7j/OWdKJdQDvPw/feUspAu8/Nny2mdoD7z+wpjh9iQXvP8hQUf01B+8/xWPj/N8I7z8JjZluhwrvP9pThlQsDO8/+AK+sM4N7z+kqFaFbg/vP5sWaNQLEe8/GOILoKYS7z/TY13qPhTvPwS4ebXUFe8/Xb5/A2gX7z8SGpDW+BjvP9IxzTCHGu8/yi9bFBMc7z+kAWCDnB3vP4tYA4AjH+8/JaluDKgg7z+VK80qKiLvP37bS92pI+8//3cZJicl7z+2g2YHoibvP71EZYMaKO8/rsRJnJAp7z+g0ElUBCvvPyX5nK11LO8/UZJ8quQt7z+zsyNNUS/vP1g4z5e7MO8/zL69jCMy7z8XqS8uiTPvP8AcZ37sNO8/ywKof0027z+6Bzg0rDfvP46bXp4IOe8/wvFkwGI67z9TAZacujvvP7qEPjUQPe8/7PmsjGM+7z9eojGltD/vPwODHoEDQe8/SWTHIlBC7z8f0oGMmkPvP/AbpcDiRO8/pFSKwShG7z+iUoyRbEfvP8+vBzOuSO8/jMlaqO1J7z+6wOXzKkvvP7V5ChhmTO8/WZwsF59N7z//k7Hz1U7vP32PALAKUO8/KIGCTj1R7z/THqLRbVLvP8vhyzucU+8/4QZuj8hU7z9djvjO8lXvPwo83fwaV+8/LpePG0FY7z+O6oQtZVnvP2tENDWHWu8/hnYWNadb7z8bFqYvxVzvP+d7XyfhXe8/IsTAHvte7z+DzkkYE2DvPz4+fBYpYe8/BXrbGz1i7z8JrOwqT2PvP/bBNkZfZO8/+WxCcG1l7z+6IZqreWbvP18YyvqDZ+8/jkxgYIxo7z9pfezekmnvP48tAHmXau8/HaMuMZpr7z+w5wwKm2zvP2DIMQaabe8/xdU1KJdu7z/xY7Nykm/vP3mKRuiLcO8/aySNi4Nx7z9V0CZfeXLvP0PwtGVtc+8/vqnaoV907z/L5TwWUHXvP/FQgsU+du8/MVtTsit37z8LOFrfFnjvP33eQk8Aee8/Agm7BOh57z+SNXICznrvP6alGUuye+8/Ml5k4ZR87z+nJwfIdX3vP/aNuAFVfu8/jOAwkTJ/7z9VMip5DoDvP7pZYLzogO8/ovCQXcGB7z9xVHtfmILvPwmm4MRtg+8/zMmDkEGE7z+VZynFE4XvP8Hql2Xkhe8/KYKXdLOG7z8kIPL0gIfvP4Z6c+lMiO8/oQrpVBeJ7z9HDSI64InvP8OC75uniu8/4i4kfW2L7z/umJTgMYzvP6wLF8n0jO8/YpWDObaN7z/RB7Q0do7vPzr4g700j+8/W7/Q1vGP7z9veXmDrZDvPzAGX8Znke8/0whkoiCS7z8P6Gwa2JLvPxXOXzGOk+8/lKgk6kKU7z+9KKVH9pTvPzjDzEyole8/MbCI/FiW7z9N68dZCJfvP7Ize2e2l+8/AQyVKGOY7z9cugmgDpnvP19Iz9C4me8/J4PdvWGa7z9M+y1qCZvvP+UEvNivm+8/iLeEDFWc7z9H7oYI+ZzvP7FHw8+bne8/1SU8ZT2e7z8+rvXL3Z7vP/XJ9QZ9n+8/giVEGRug7z/qMOoFuKDvP60f889Toe8/zuhreu6h7z/JRmMIiKLvP5u36Xwgo+8/vHwR27ej7z8km+4lTqTvP0fblmDjpO8/GMkhjnel7z8HtKixCqbvPwKvRs6cpu8/dJAY5y2n7z9I8jz/vafvP+Mx1BlNqO8/K3AAOtuo7z+CkeViaKnvP8k9qZf0qe8/XeBy23+q7z8aqGsxCqvvP1qHvpyTq+8/8jOYIBys7z86JyfAo6zvPwKem34qre8/m5gnX7Ct7z/T2v5kNa7vP/brVpO5ru8/zRZn7Tyv7z+faWh2v6/vPzK2lTFBsO8/xpErIsKw7z8eVWhLQrHvP3ccjLDBse8/jMfYVECy7z+X+ZE7vrLvP08Z/Wc7s+8/6lBh3bez7z8YjgefM7TvPwyCOrCutO8/c6FGFCm17z94JHrOorXvP8YGJeIbtu8/ggeZUpS27z9TqSkjDLfvP1syLFeDt+8/Oqz38fm37z8N5OT2b7jvP3JqTmnluO8/gZOQTFq57z/SdgmkzrnvP3nvGHNCuu8/CZwgvbW67z+T3oOFKLvvP6Xcp8+au+8/SX/zngy87z8Lc8/2fbzvP/EnptruvO8/f9HjTV+97z+6ZvZTz73vPyGiT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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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jeYIp91A0CiOGVDH4oDQOo5MmSfngNAMjv/hB+zA0B6PMyln8cDQMI9mcYf3ANACj9m55/wA0BSQDMIIAUEQJpBACmgGQRA4kLNSSAuBEAqRJpqoEIEQHJFZ4sgVwRAukY0rKBrBEACSAHNIIAEQEpJzu2glARAkkqbDiGpBEDaS2gvob0EQCJNNVAh0gRAak4CcaHmBECyT8+RIfsEQPpQnLKhDwVAQlJp0yEkBUCKUzb0oTgFQNJUAxUiTQVAGlbQNaJhBUBiV51WInYFQKpYaneiigVA8lk3mCKfBUA6WwS5orMFQIJc0dkiyAVAyl2e+qLcBUASX2sbI/EFQFpgODyjBQZAomEFXSMaBkDqYtJ9oy4GQDJkn54jQwZAemVsv6NXBkDCZjngI2wGQApoBgGkgAZAUmnTISSVBkCaaqBCpKkGQOJrbWMkvgZAKm06hKTSBkBybgelJOcGQLpv1MWk+wZAAnGh5iQQB0BKcm4HpSQHQJJzOyglOQdA2nQISaVNB0AidtVpJWIHQGp3ooqldgdAsnhvqyWLB0D6eTzMpZ8HQEJ7Ce0ltAdAinzWDabIB0DSfaMuJt0HQBp/cE+m8QdAYoA9cCYGCECqgQqRphoIQPKC17EmLwhAOoSk0qZDCECChXHzJlgIQMqGPhSnbAhAEogLNSeBCEBaidhVp5UIQKKKpXYnqghA6otyl6e+CEAyjT+4J9MIQHqODNmn5whAwo/Z+Sf8CEAKkaYaqBAJQFKSczsoJQlAmpNAXKg5CUDilA19KE4JQCqW2p2oYglAcpenvih3CUC6mHTfqIsJQAKaQQApoAlAS5sOIam0CUCTnNtBKckJQNudqGKp3QlAI591gynyCUBroEKkqQYKQLOhD8UpGwpA+6Lc5akvCkBDpKkGKkQKQIuldieqWApA06ZDSCptCkAbqBBpqoEKQGOp3YkqlgpAq6qqqqqqCkDzq3fLKr8KQDutROyq0wpAg64RDSvoCkDLr94tq/wKQBOxq04rEQtAW7J4b6slC0Cjs0WQKzoLQOu0ErGrTgtAM7bf0StjC0B7t6zyq3cLQMO4eRMsjAtAC7pGNKygC0BTuxNVLLULQJu84HWsyQtA472tlizeC0Arv3q3rPILQHPAR9gsBwxAu8EU+awbDEADw+EZLTAMQEvErjqtRAxAk8V7Wy1ZDEDbxkh8rW0MQCPIFZ0tggxAa8niva2WDECzyq/eLasMQPvLfP+tvwxAQ81JIC7UDECLzhZBrugMQNPP42Eu/QxAG9Gwgq4RDUBj0n2jLiYNQKvTSsSuOg1A89QX5S5PDUA71uQFr2MNQIPXsSYveA1Ay9h+R6+MDUAT2ktoL6ENQFvbGImvtQ1Ao9zlqS/KDUDr3bLKr94NQDPff+sv8w1Ae+BMDLAHDkDD4RktMBwOQAvj5k2wMA5AU+SzbjBFDkCb5YCPsFkOQOPmTbAwbg5AK+ga0bCCDkBz6efxMJcOQLvqtBKxqw5AA+yBMzHADkBL7U5UsdQOQJPuG3Ux6Q5A2+/olbH9DkAj8bW2MRIPQGvygtexJg9As/NP+DE7D0D79BwZsk8PQEP26TkyZA9Ai/e2WrJ4D0DT+IN7Mo0PQBv6UJyyoQ9AY/sdvTK2D0Cr/OrdssoPQPP9t/4y3w9AO/+EH7PzD0BCACmgGQQQQOaAj7BZDhBAigH2wJkYEEAuglzR2SIQQNICw+EZLRBAdoMp8lk3EEAaBJACmkEQQL6E9hLaSxBAYgVdIxpWEEAGhsMzWmAQQKoGKkSaahBAToeQVNp0EEDyB/dkGn8QQJaIXXVaiRBAOgnEhZqTEEDeiSqW2p0QQIIKkaYaqBBAJov3tlqyEEDKC17HmrwQQG6MxNfaxhBAEg0r6BrREEC2jZH4WtsQQFoO+Aib5RBA/o5eGdvvEECiD8UpG/oQQEaQKzpbBBFA6hCSSpsOEUCOkfha2xgRQDISX2sbIxFA1pLFe1stEUB6EyyMmzcRQB6UkpzbQRFAwhT5rBtMEUBmlV+9W1YRQAoWxs2bYBFArpYs3ttqEUBSF5PuG3URQPaX+f5bfxFAmhhgD5yJEUA+mcYf3JMRQOIZLTAcnhFAhpqTQFyoEUAqG/pQnLIRQM6bYGHcvBFAchzHcRzHEUAWnS2CXNERQLodlJKc2xFAXp76otzlEUACH2GzHPARQKafx8Nc+hFASiAu1JwEEkDuoJTk3A4SQJIh+/QcGRJANqJhBV0jEkDaIsgVnS0SQH6jLibdNxJAIiSVNh1CEkDGpPtGXUwSQGolYledVhJADqbIZ91gEkCyJi94HWsSQFanlYhddRJA+if8mJ1/EkCeqGKp3YkSQEIpybkdlBJA5qkvyl2eEkCKKpbanagSQC6r/OrdshJA0itj+x29EkB2rMkLXscSQBotMBye0RJAvq2WLN7bEkBiLv08HuYSQAavY01e8BJAqi/KXZ76EkBOsDBu3gQTQPIwl34eDxNAlrH9jl4ZE0A6MmSfniMTQN6yyq/eLRNAgjMxwB44E0AmtJfQXkITQMo0/uCeTBNAbrVk8d5WE0ASNssBH2ETQLa2MRJfaxNAWjeYIp91E0D+t/4y338TQKI4ZUMfihNARrnLU1+UE0DqOTJkn54TQI66mHTfqBNAMjv/hB+zE0DWu2WVX70TQHo8zKWfxxNAHr0ytt/RE0DCPZnGH9wTQGa+/9Zf5hNACj9m55/wE0Cuv8z33/oTQFJAMwggBRRA9sCZGGAPFECaQQApoBkUQD7CZjngIxRA4kLNSSAuFECGwzNaYDgUQCpEmmqgQhRAzsQAe+BMFEByRWeLIFcUQBbGzZtgYRRAukY0rKBrFEBex5q84HUUQAJIAc0ggBRApshn3WCKFEBKSc7toJQUQO7JNP7gnhRAkkqbDiGpFEA2ywEfYbMUQNpLaC+hvRRAfszOP+HHFEAiTTVQIdIUQMbNm2Bh3BRAak4CcaHmFEAOz2iB4fAUQLJPz5Eh+xRAVtA1omEFFUD6UJyyoQ8VQJ7RAsPhGRVAQlJp0yEkFUDm0s/jYS4VQIpTNvShOBVALtScBOJCFUDSVAMVIk0VQHbVaSViVxVAGlbQNaJhFUC+1jZG4msVQGJXnVYidhVABtgDZ2KAFUCqWGp3oooVQE7Z0IfilBVA8lk3mCKfFUCW2p2oYqkVQDpbBLmisxVA3ttqyeK9FUCCXNHZIsgVQCbdN+pi0hVAyl2e+qLcFUBu3gQL4+YVQBJfaxsj8RVAtt/RK2P7FUBaYDg8owUWQP7gnkzjDxZAomEFXSMaFkBG4mttYyQWQOpi0n2jLhZAjuM4juM4FkAyZJ+eI0MWQNbkBa9jTRZAemVsv6NXFkAe5tLP42EWQMJmOeAjbBZAZuef8GN2FkAKaAYBpIAWQK7obBHkihZAUmnTISSVFkD26TkyZJ8WQJpqoEKkqRZAPusGU+SzFkDia21jJL4WQIbs03NkyBZAKm06hKTSFkDO7aCU5NwWQHJuB6Uk5xZAFu9ttWTxFkC6b9TFpPsWQF7wOtbkBRdAAnGh5iQQF0Cm8Qf3ZBoXQEpybgelJBdA7vLUF+UuF0CSczsoJTkXQDb0oThlQxdA2nQISaVNF0B+9W5Z5VcXQCJ21WklYhdAxvY7emVsF0Bqd6KKpXYXQA74CJvlgBdAsnhvqyWLF0BW+dW7ZZUXQPp5PMylnxdAnvqi3OWpF0BCewntJbQXQOb7b/1lvhdAinzWDabIF0Au/Twe5tIXQNJ9oy4m3RdAdv4JP2bnF0Aaf3BPpvEXQL7/1l/m+xdAYoA9cCYGGEAGAaSAZhAYQKqBCpGmGhhATgJxoeYkGEDygtexJi8YQJYDPsJmORhAOoSk0qZDGEDeBAvj5k0YQIKFcfMmWBhAJgbYA2diGEDKhj4Up2wYQG4HpSTndhhAEogLNSeBGEC2CHJFZ4sYQFqJ2FWnlRhA/gk/ZuefGECiiqV2J6oYQEYLDIdntBhA6otyl6e+GECODNmn58gYQDKNP7gn0xhA1g2myGfdGEB6jgzZp+cYQB4Pc+nn8RhAwo/Z+Sf8GEBmEEAKaAYZQAqRphqoEBlArhENK+gaGUBSknM7KCUZQPYS2ktoLxlAmpNAXKg5GUA+FKds6EMZQOKUDX0oThlAhhV0jWhYGUAqltqdqGIZQM4WQa7obBlAcpenvih3GUAWGA7PaIEZQLqYdN+oixlAXhnb7+iVGUACmkEAKaAZQKcaqBBpqhlAS5sOIam0GUDvG3Ux6b4ZQJOc20EpyRlANx1CUmnTGUDbnahiqd0ZQH8eD3Pp5xlAI591gynyGUDHH9yTafwZQGugQqSpBhpADyGptOkQGkCzoQ/FKRsaQFcidtVpJRpA+6Lc5akvGkCfI0P26TkaQEOkqQYqRBpA5yQQF2pOGkCLpXYnqlgaQC8m3TfqYhpA06ZDSCptGkB3J6pYancaQBuoEGmqgRpAvyh3eeqLGkBjqd2JKpYaQAcqRJpqoBpAq6qqqqqqGkBPKxG76rQaQPOrd8sqvxpAlyze22rJGkA7rUTsqtMaQN8tq/zq3RpAg64RDSvoGkAnL3gda/IaQMuv3i2r/BpAbzBFPusGG0ATsatOKxEbQLcxEl9rGxtAW7J4b6slG0D/Mt9/6y8bQKOzRZArOhtARzSsoGtEG0DrtBKxq04bQI81ecHrWBtAM7bf0StjG0DXNkbia20bQHu3rPKrdxtAHzgTA+yBG0DDuHkTLIwbQGc54CNslhtAC7pGNKygG0CvOq1E7KobQFO7E1UstRtA9zt6ZWy/G0CbvOB1rMkbQD89R4bs0xtA472tlizeG0CHPhSnbOgbQCu/eres8htAzz/hx+z8G0BzwEfYLAccQBdBruhsERxAu8EU+awbHEBfQnsJ7SUcQAPD4RktMBxAp0NIKm06HEBLxK46rUQcQO9EFUvtThxAk8V7Wy1ZHEA3RuJrbWMcQNvGSHytbRxAf0evjO13HEAjyBWdLYIcQMdIfK1tjBxAa8niva2WHEAPSknO7aAcQLPKr94tqxxAV0sW7221HED7y3z/rb8cQJ9M4w/uyRxAQ81JIC7UHEDnTbAwbt4cQIvOFkGu6BxAL099Ue7yHEDTz+NhLv0cQHdQSnJuBx1AG9Gwgq4RHUC/UReT7hsdQGPSfaMuJh1AB1Pks24wHUCr00rErjodQE9UsdTuRB1A89QX5S5PHUCXVX71blkdQDvW5AWvYx1A31ZLFu9tHUCD17EmL3gdQCdYGDdvgh1Ay9h+R6+MHUBvWeVX75YdQBPaS2gvoR1At1qyeG+rHUBb2xiJr7UdQP9bf5nvvx1Ao9zlqS/KHUBHXUy6b9QdQOvdssqv3h1Aj14Z2+/oHUAz33/rL/MdQNdf5vtv/R1Ae+BMDLAHHkAfYbMc8BEeQMPhGS0wHB5AZ2KAPXAmHkAL4+ZNsDAeQK9jTV7wOh5AU+SzbjBFHkD3ZBp/cE8eQJvlgI+wWR5AP2bnn/BjHkDj5k2wMG4eQIdntMBweB5AK+ga0bCCHkDPaIHh8IweQHPp5/Ewlx5AF2pOAnGhHkC76rQSsaseQF9rGyPxtR5AA+yBMzHAHkCnbOhDccoeQEvtTlSx1B5A7221ZPHeHkCT7ht1MekeQDdvgoVx8x5A2+/olbH9HkB/cE+m8QcfQCPxtbYxEh9Ax3Ecx3EcH0Br8oLXsSYfQA9z6efxMB9As/NP+DE7H0BXdLYIckUfQPv0HBmyTx9An3WDKfJZH0BD9uk5MmQfQOd2UEpybh9Ai/e2WrJ4H0AveB1r8oIfQNP4g3syjR9Ad3nqi3KXH0Ab+lCcsqEfQL96t6zyqx9AY/sdvTK2H0AHfITNcsAfQKv86t2yyh9AT31R7vLUH0Dz/bf+Mt8fQJd+Hg9z6R9AO/+EH7PzH0Dff+sv8/0fQEIAKaAZBCBAlEBcqDkJIEDmgI+wWQ4gQDjBwrh5EyBAigH2wJkYIEDcQSnJuR0gQC6CXNHZIiBAgMKP2fknIEDSAsPhGS0gQCRD9uk5MiBAdoMp8lk3IEDIw1z6eTwgQBoEkAKaQSBAbETDCrpGIEC+hPYS2ksgQBDFKRv6UCBAYgVdIxpWIEC0RZArOlsgQAaGwzNaYCBAWMb2O3plIECqBipEmmogQPxGXUy6byBAToeQVNp0IECgx8Nc+nkgQPIH92QafyBAREgqbTqEIECWiF11WokgQOjIkH16jiBAOgnEhZqTIECMSfeNupggQN6JKpbanSBAMMpdnvqiIECCCpGmGqggQNRKxK46rSBAJov3tlqyIEB4yyq/ercgQMoLXseavCBAHEyRz7rBIEBujMTX2sYgQMDM99/6yyBAEg0r6BrRIEBkTV7wOtYgQLaNkfha2yBACM7EAHvgIEBaDvgIm+UgQKxOKxG76iBA/o5eGdvvIEBQz5Eh+/QgQKIPxSkb+iBA9E/4MTv/IEBGkCs6WwQhQJjQXkJ7CSFA6hCSSpsOIUA8UcVSuxMhQI6R+FrbGCFA4NErY/sdIUAyEl9rGyMhQIRSknM7KCFA1pLFe1stIUAo0/iDezIhQHoTLIybNyFAzFNflLs8IUAelJKc20EhQHDUxaT7RiFAwhT5rBtMIUAUVSy1O1EhQGaVX71bViFAuNWSxXtbIUAKFsbNm2AhQFxW+dW7ZSFArpYs3ttqIUAA11/m+28hQFIXk+4bdSFApFfG9jt6IUD2l/n+W38hQEjYLAd8hCFAmhhgD5yJIUDsWJMXvI4hQD6Zxh/ckyFAkNn5J/yYIUDiGS0wHJ4hQDRaYDg8oyFAhpqTQFyoIUDY2sZIfK0hQCob+lCcsiFAfFstWby3IUDOm2Bh3LwhQCDck2n8wSFAchzHcRzHIUDEXPp5PMwhQBadLYJc0SFAaN1ginzWIUC6HZSSnNshQAxex5q84CFAXp76otzlIUCw3i2r/OohQAIfYbMc8CFAVF+Uuzz1IUCmn8fDXPohQPjf+st8/yFASiAu1JwEIkCcYGHcvAkiQO6glOTcDiJAQOHH7PwTIkCSIfv0HBkiQORhLv08HiJANqJhBV0jIkCI4pQNfSgiQNoiyBWdLSJALGP7Hb0yIkB+oy4m3TciQNDjYS79PCJAIiSVNh1CIkB0ZMg+PUciQMak+0ZdTCJAGOUuT31RIkBqJWJXnVYiQLxllV+9WyJADqbIZ91gIkBg5vtv/WUiQLImL3gdayJABGdigD1wIkBWp5WIXXUiQKjnyJB9eiJA+if8mJ1/IkBMaC+hvYQiQJ6oYqndiSJA8OiVsf2OIkBCKcm5HZQiQJRp/ME9mSJA5qkvyl2eIkA46mLSfaMiQIoqltqdqCJA3GrJ4r2tIkAuq/zq3bIiQIDrL/P9tyJA0itj+x29IkAkbJYDPsIiQHasyQtexyJAyOz8E37MIkAaLTAcntEiQGxtYyS+1iJAvq2WLN7bIkAQ7sk0/uAiQGIu/Twe5iJAtG4wRT7rIkAGr2NNXvAiQFjvllV+9SJAqi/KXZ76IkD8b/1lvv8iQE6wMG7eBCNAoPBjdv4JI0DyMJd+Hg8jQERxyoY+FCNAlrH9jl4ZI0Do8TCXfh4jQDoyZJ+eIyNAjHKXp74oI0Dessqv3i0jQDDz/bf+MiNAgjMxwB44I0DUc2TIPj0jQCa0l9BeQiNAePTK2H5HI0DKNP7gnkwjQBx1Mem+USNAbrVk8d5WI0DA9Zf5/lsjQBI2ywEfYSNAZHb+CT9mI0C2tjESX2sjQAj3ZBp/cCNAWjeYIp91I0Csd8sqv3ojQP63/jLffyNAUPgxO/+EI0CiOGVDH4ojQPR4mEs/jyNARrnLU1+UI0CY+f5bf5kjQOo5MmSfniNAPHplbL+jI0COuph036gjQOD6y3z/rSNAMjv/hB+zI0CEezKNP7gjQNa7ZZVfvSNAKPyYnX/CI0B6PMyln8cjQMx8/62/zCNAHr0ytt/RI0Bw/WW+/9YjQMI9mcYf3CNAFH7Mzj/hI0Bmvv/WX+YjQLj+Mt9/6yNACj9m55/wI0Bcf5nvv/UjQK6/zPff+iNAAAAAAAAAJEA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]}},\"selected\":{\"id\":\"1217\"},\"selection_policy\":{\"id\":\"1218\"}},\"id\":\"1191\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"V(0)=1.0\"},\"renderers\":[{\"id\":\"1290\"}]},\"id\":\"1322\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_color\":\"#74c476\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1192\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1191\"}},\"id\":\"1195\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#edf8e9\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1255\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":\"#006d2c\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1288\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1133\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"1443\"}},\"id\":\"1447\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"1287\"}},\"id\":\"1291\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1134\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#74c476\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1193\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1087\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#74c476\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1363\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1221\"},\"glyph\":{\"id\":\"1222\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1223\"},\"view\":{\"id\":\"1225\"}},\"id\":\"1224\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"1361\"},\"glyph\":{\"id\":\"1362\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1363\"},\"view\":{\"id\":\"1365\"}},\"id\":\"1364\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.0\"}};\n",
       "  var render_items = [{\"docid\":\"8c32554a-b2c5-4e5d-b85e-59c1a809ab5d\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"8b7a97e1-646c-450e-9895-d259e74c4bb3\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1003"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tspan = numpy.linspace(0, 10, 1000)            # Definice časových značek\n",
    "p = bokeh.plotting.figure(title=\"Skladování recyklátu\", x_axis_label='čas', y_axis_label='výška hromady',plot_width=1000)\n",
    "\n",
    "for i in range(0,15):                          # Cyklus přes počátečnmí podmínky\n",
    "    sol = solve_ivp(lambda t, y: 1-y**(2/3), [tspan[0], tspan[-1]], [i/10], t_eval=tspan)  # Vyřešení rovnice pro danou počáteční podmínku\n",
    "    p.line(sol.t, sol.y[0], color=colors[i], legend_label=\"V(0)=%s\"%str(i/10), width=3)    # Vykreslení řešení\n",
    "\n",
    "p.legend.click_policy=\"hide\"                   # Skrývat křivky po kliknutí na legendu\n",
    "bokeh.plotting.show(p)                         # Vykreslení řešení"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xHlvQaXvkP9Z"
   },
   "source": [
    "## Propeptid kolagenu\n",
    "\n",
    "Kolagen je klíčový protein pojivových tkání. Jeden z kroků při syntéze kolagenu spočívá v reakci tří molekul propeptidu kolagenu, zkráceně propeptidu. Tento propeptid se formuje konstantní rychlostí a kromě toho, že je surovinou pro produkci kolagenu, se ještě rozpadá rychlostí úměrnou koncentraci. Modelem je rovnice \n",
    "$$\\frac{\\mathrm dP}{\\mathrm dt}=-k_1 P^3 +k_2-k_3 P,$$\n",
    "kde $k_i$ jsou konstanty. Rovnici je možno přepsat do tvaru $$\\frac{\\mathrm dP}{\\mathrm dt}=\\Bigl(k_2-k_3 P\\Bigr)-\\Bigl(k_1 P^3\\Bigr) $$\n",
    "s rozdílem klesající a rostoucí funkce na pravé straně. Tyto funkce mají jediný průsečík a proto má rovnice jediný stacionární bod. Tento bod je stabilní, protože pro vysoké hodnoty $P$ je pravá strana rovnice $-k_1P^3$ záporná (dominantní člen je\n",
    ") a pro malé hodnoty je pravá strana $k_2-k_3P$ kladná (v nule je rovna konstantě $k_2$)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 374
    },
    "id": "nCZPOR7DkLoV",
    "outputId": "f7d99ccb-6859-496b-8db7-b62015060414"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tspan = numpy.linspace(0, 10, 1000)           # Časy, ve kterých se bude počítat řešení\n",
    "plt.figure(figsize=(12,6))                    # Inicializace obrázku, rozměry\n",
    "for podminka in numpy.linspace(0,2,20):       # Cyklus pro počáteční podmínky\n",
    "    sol = solve_ivp(lambda t, P: -0.5*P**3+1-P, [tspan[0], tspan[-1]], [podminka], t_eval=tspan)\n",
    "    plt.plot(sol.t, sol.y[0])\n",
    "plt.title(\"Časový vývoj množství propeptidu kolagenu\")    # \n",
    "plt.xlabel('čas')\n",
    "plt.ylabel('množství propeptidu')\n",
    "None\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5jhePCQCnU6a"
   },
   "source": [
    "## Jelen a los\n",
    "\n",
    "Uvažujme populaci jelenů a losů. Tyto populace spolu soupeří o potravu. Bez konkurence by populace jelena rostla rychlostí $3$\n",
    "a populace losa rychlostí $2$ na jeden kus. Vnitrodruhová konkurence se projevuje v obou populacích stejně a je rovna druhé mocnině příslušné velikosti populace. Mezidruhová konkurence je vyjádřena členem rovným součinu velikosti populací a tato konkurence se projeví s koeficientem $0.5$ v populaci losa a s koeficientem $1$ v populaci jelena.\n",
    "\n",
    "Sestavte matematický model a otestujte jej numerickým experimentem na stabilitu stacionárních bodů. Poté zdvojnásobte parametry mezidruhové konkurence a sledujte změnu odezvy.\n",
    "\n",
    "Modelem je následující autonomní systém.\n",
    "$$\n",
    "\\begin{aligned}\n",
    "  \\frac{\\mathrm dx}{\\mathrm dt}&=3x-xy-x^2\n",
    "  \\cr\n",
    "    \\frac{\\mathrm dy}{\\mathrm dt}&=2y-0.5xy-y^2\n",
    "\\end{aligned}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "DGQPkQxNpj0x"
   },
   "outputs": [],
   "source": [
    "def jelen_a_los(t, z, parametry):   # Definice interakce mezi jeleny a losy\n",
    "    x, y = z\n",
    "    a, b, c, d, e, f = parametry\n",
    "    return [a*x - b*x*y - c*x**2, d*y - e*x*y - f*y**2]\n",
    "\n",
    "sol=[None,None]                                        # pole pro reseni\n",
    "par = [ [3, 1, 1, 2, 0.5, 1] , [3, 2, 1, 2, 1  , 1] ]  # pole pro nastavení parametrů\n",
    "# vyřešení rovnice pro jednotlivé hodnoty parametrů, u každého nastavení řešíme dvě počáteční úlohy a budeme kreslit dvě trajektorie\n",
    "sol[0] = [ solve_ivp(jelen_a_los, [0, 20], pocatek, args=([par[0]]), dense_output=True) for pocatek in [[2,2],[1,0.5]] ]\n",
    "sol[1] = [ solve_ivp(jelen_a_los, [0, 20], pocatek, args=([par[1]]), dense_output=True) for pocatek in [[2,2],[1,0.5]] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 880
    },
    "id": "pshPv9amqDiU",
    "outputId": "4698b059-59a6-4097-f9c8-0c619f38721b"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')              # ignorovat chyby při dělení nulou při dělení délkou vektoru\n",
    "\n",
    "fig, ax = plt.subplots(4, 2, figsize=(15,15))  # nastavenní velikosti obrázku a počtu podobrázků\n",
    "t = numpy.linspace(0, 20, 1000)                # nastavení časových značek\n",
    "\n",
    "colors=['red','orange','green']                # pole pro střídání barev\n",
    "\n",
    "for j in [0,1]:                                # cyklus pro nastavení parametrů, vždy kreslí do dvou řad\n",
    "    for i in [0,1]:                            # cyklus přes počáteční podmínky s daným nastavením parametrů\n",
    "        reseni=sol[j][i].sol(t)                # uložení odpovídajícího řešení\n",
    "        ax[2*j,0].plot(t,reseni[0], color=colors[i])  # vykreslení časovového průběhu první komponenty řešení, jeleni, obrázek vlevo nahoře\n",
    "        ax[2*j,1].plot(t,reseni[1], color=colors[i])  # vykreslení časovového průběhu druhé komponenty řešení, losi, obrázek vpravo nahoře\n",
    "        ax[2*j+1,1].plot(reseni[0],reseni[1], color=colors[i], linewidth=4) # vykreslení trajektorie do obou obrázků v dolní řadě čtveřice\n",
    "        ax[2*j+1,0].plot(reseni[0],reseni[1], color=colors[i], linewidth=4) \n",
    "\n",
    "    y, x = numpy.mgrid[0:3:20j, 0:3:20j]                       # mřížka pro vykreslení směrového pole a trajektorií\n",
    "    U,V = jelen_a_los(t,[x,y],par[j])                          # směrové pole\n",
    "    ax[2*j+1,0].streamplot(x, y, U, V, color='blue')           # trajektorie do obrázku vlevo dole\n",
    "    U, V =U/numpy.sqrt(U**2+V**2), V/numpy.sqrt(U**2+V**2)     # směrové pole s normalizovanou délkou vektoru\n",
    "    ax[2*j+1,1].quiver(x, y, U, V, color='blue', lw=.01)       # vykreslení směrového pole\n",
    "\n",
    "    ax[2*j,0].set_title(\"Model %s. Populace jelenů\"%str(j+1))  # nadpis v grafu nahoře vlevo\n",
    "    ax[2*j,1].set_title(\"Model %s. Populace losů\"%str(j+1))    # nadpis v grafu nahoře vpravo\n",
    "    ax[2*j,0].set_ylim([0,None])                               # svislou osu zacinat od nuly v grafu nahoře vlevo\n",
    "    ax[2*j,1].set_ylim([0,None])                               # svislou osu zacinat od nuly v grafu nahoře vpravo\n",
    "    ax[2*j+1,0].set_title(\"Model %s. Trajektorie v prostoru jelenů a losů\"%str(j+1))\n",
    "    ax[2*j+1,1].set_title(\"Model %s. Fázový portrét v prostoru jelenů a losů\"%str(j+1))\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4XA0taQ6GaZU"
   },
   "source": [
    "## Puštík obecný\n",
    "\n",
    "Puštík obecný se téměř výhradně živí malými hlodavci. Předpokládejme následující vztahy. \n",
    "\n",
    "* Populace hlodavců má porodnost $0.1$ na jedince a úmrtnost $0.025$ na jedince za jednotku času. \n",
    "* Rychlost s jakou jeden puštík konzumuje hlodavce je úměrná počtu hlodavců s konstantou úměrnosti $0.01$. Porodnost v populaci puštíka je úměrná množství zkonzumované potravy s konstantou úměrnosti $0.05$. \n",
    "* Úmrtnost v populaci puštíka je $0.1$ na jedince za jednotku času.\n",
    "\n",
    "---------------\n",
    "\n",
    "Uvedné vztahy je možné modelovat následující soustavou diferenciálních rovnic.\n",
    "$$\n",
    "\\begin{aligned}\n",
    "  \\frac{\\mathrm dx}{\\mathrm dt}&=0.1 x-0.025x-0.01xy\\cr\n",
    "  \\frac{\\mathrm dy}{\\mathrm dt}&=-0.1y+0.05xy  \n",
    "\\end{aligned}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "eet3FTf9GaCI"
   },
   "outputs": [],
   "source": [
    "def pustik_a_hlodavec(t, z):\n",
    "    x, y = z\n",
    "    a, b, c, d, e = 0.1, 0.025, 0.01, 0.1, 0.05\n",
    "    return [a*x - b*x - c*x*y, -d*y + e*x*y]\n",
    "\n",
    "xmax, ymax=5, 20\n",
    "\n",
    "y, x = numpy.mgrid[0:ymax:20j, 0:xmax:20j]\n",
    "U,V = pustik_a_hlodavec(t,[x,y])\n",
    "\n",
    "pocatek = [2,10]\n",
    "sol = solve_ivp(pustik_a_hlodavec, [0, 200], pocatek, dense_output=True)  \n",
    "t = numpy.linspace(0, 200, 1000)\n",
    "reseni=sol.sol(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 608
    },
    "id": "spWV1lozN5Op",
    "outputId": "dfad869b-1928-4244-aaee-e87a5aa80443"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10))\n",
    "plt.streamplot(x, y, U, V, color='blue')\n",
    "plt.plot(reseni[0],reseni[1], color='red', linewidth=2)\n",
    "plt.title(\"Trajektorie v prostoru hrabošů a puštíků\")\n",
    "plt.xlabel('Populace hraboše')\n",
    "plt.ylabel('Populace puštíka')\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "F3_2IHd39Gep"
   },
   "source": [
    "Vidíme oscilatorický průběh. Ten je dán tím, že puštík sám bez sebe bez potravy nepřežije. V období hojnosti puštík má dostatek potravy, jeho populace roste. Tím však spotřebovává stále více hlodavců a od určitého limitu začne hlodavců ubývat. Tento vývoj trvá, dokud není populace puštíka zredukována natolik, že již nebrání hlodavcům v růstu jejich populace. Tím se populace hlodavců namnoží a začne období hojnosti pro puštíka, čímž se uzavře cyklus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 623
    },
    "id": "CNQNzVXhN48N",
    "outputId": "43747fc4-5227-49e8-e6a2-77522d7d5acf"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10))                 # definice obrazku\n",
    "ax = fig.add_subplot(1, 1, 1)                     # zpristupneni manipulace s osami\n",
    "plt.plot(t,reseni[1], color='red', linewidth=2)   # nakresleni druhe komponenty reseni (Python indexuje od nuly)\n",
    "plt.title(\"Časový vývoj populace puštíka\")        # nadpis\n",
    "ax.set_ylim([0,None])                             # osa y začne na nule\n",
    "ax.set_xlabel(\"čas\")                              # popisek na ose x\n",
    "ax.set_ylabel(\"populace puštíka\")                 # popisek na ose y\n",
    "None  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HVAql5Ky8NvX"
   },
   "source": [
    "## Kůň Převalského \n",
    "\n",
    "Kůň Převalského je divoký kůň ze střední Asie, jediný druh koně, který nebyl domestikován. V divočině jsou tyto koně loveni vlky. Napište matematický model založený na následujících předpokladech. Porodnost v populaci koní je $0.15$ na jedince. Úmrtnost v populaci koní je $0.01$ na jedince. Vlci se živí i jinou potravou, mají tedy kladnou porodnost. Ta je $0.1$ na jedince. Vlci mají konstantní úmrtnost $0.05$ na jedince. Pravděpodobnost s jakou je kůň uloven vlkem je úměrná počtu vlků s konstantou úměrnosti $0.02$.\n",
    "\n",
    "Matematickým modelem je následující dvojice rovnic.\n",
    "$$\n",
    "\\begin{aligned}\n",
    "  \\frac{\\mathrm dx}{\\mathrm dt}&=0.15 x-0.01x-0.05xy\\cr\n",
    "  \\frac{\\mathrm dy}{\\mathrm dt}&=0.1y-0.05y  \n",
    "\\end{aligned}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 596
    },
    "id": "6k4hjw6l8Fpg",
    "outputId": "ec59fca8-0c68-4a5f-88b3-125935f5139c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def kun_a_vlk(t, z):\n",
    "    x, y = z\n",
    "    return [0.15*x - 0.01*x - 0.05*x*y, 0.1*y -0.05*y]\n",
    "\n",
    "xmax, ymax=20, 20\n",
    "y, x = numpy.mgrid[0:ymax:20j, 0:xmax:20j]\n",
    "U, V = kun_a_vlk(t,[x,y])\n",
    "\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "plt.streamplot(x, y, U, V, color='blue')\n",
    "plt.title(\"Trajektorie v prostoru koní a vlků\")\n",
    "plt.xlabel('Populace koní')\n",
    "plt.ylabel('Populace vlků')\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "W0DGd6Ia7MVh"
   },
   "source": [
    "Populace vlků stále roste. Populace koní má při malých hodnotách vlků prostor pro růst (v dolní části obrázku trajektorie směřují doprava), ale tento růst je časově omezený a populace koní tedy koexistenci s populací vlků nepřežije, pokud se vzájemná interakce bude řídit uvedenými předpoklady. Podle [Wikipedie](https://cs.wikipedia.org/wiki/K%C5%AF%C5%88_P%C5%99evalsk%C3%A9ho) kůň Převalského přežil jenom díky péči zoologických zahrad a z rodokmenu je zřejmé, že 70 procent jedinců tohoto druhu má původní předky ze zoologické zahrady v Praze.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LNPzGjEp-zPO"
   },
   "source": [
    "## Systém, vlastní čísla a vlastní směry\n",
    "\n",
    "Úloha ze cvičení. Nakreslíme si do obrázku vlastní vektory a trajektorie v okolí stacionárního bodu. Stacionární bod je nestabilním uzlem.\n",
    "$$\n",
    "\\begin{aligned}\n",
    "  \\frac{\\mathrm dx}{\\mathrm dt}&= 4x^2y+y^3-5\\cr\n",
    "  \\frac{\\mathrm dy}{\\mathrm dt}&= 3xy^2-3y\n",
    "\\end{aligned}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "MiX2NJiU8XeE"
   },
   "outputs": [],
   "source": [
    "def system(t, z):\n",
    "    x, y = z\n",
    "    return [4*x**2*y+y**3-5, 3*x*y**2-3*y]\n",
    "\n",
    "def Jacobi(z):\n",
    "    x, y = z\n",
    "    return [[8*x*y, 4*x**2 + 3*y**2],[3*y**2, 6*x*y-3]]    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "Y0deZ9g4B43A"
   },
   "outputs": [],
   "source": [
    "from numpy import linalg as LA\n",
    "x0, y0 = 1, 1\n",
    "J=Jacobi([x0,y0])\n",
    "vlastni_cisla, vlastni_smery = LA.eig(J)\n",
    "e1=vlastni_smery[:,0]\n",
    "e2=vlastni_smery[:,1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yz9kl_YWZdSF"
   },
   "source": [
    "Do jednoho obrázku nakreslíme trajektorie a vlastní vektory Jacobiho matice. Je vidět, že v okolí stacionárního bodu se trajektorie řídí vypočtenými vlastními směry. Vlastně jenom jedním, protože vlastní hodnoty jsou $10$ a $0.3$ a v exponenciální závislosti jasně dominuje vyšší hodnota. Proto trajektorie \"drží\" směr vlastního vektoru příslušného vyšší vlastní hodnotě, tj. červený směr. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "zLgrEBm2ANXV",
    "outputId": "369e3664-1bf6-40fd-b109-2de54d4e6f34",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10))\n",
    "\n",
    "xmin, xmax, ymin, ymax = 0.9, 1.1, 0.9, 1.1\n",
    "y, x = numpy.mgrid[ymin:ymax:20j, xmin:xmax:20j]\n",
    "U, V = system(t,[x,y])\n",
    "plt.streamplot(x, y, U, V, color='blue')\n",
    "\n",
    "krok = 0.04\n",
    "plt.title(\"Trajektorie a vlastní směry\")\n",
    "plt.plot([x0-krok*e1[0],x0+krok*e1[0]],[y0-krok*e1[1],y0+krok*e1[1]], color='red', lw=3, label=str(vlastni_cisla[0]))\n",
    "plt.plot([x0-krok*e2[0],x0+krok*e2[0]],[y0-krok*e2[1],y0+krok*e2[1]], color='green', lw=3, label=str(vlastni_cisla[1]))\n",
    "plt.legend()\n",
    "\n",
    "# Ukazka recyklace kodu. Az na nastaveni xmin, xmax, ... je vse stejne jako vyse\n",
    "# Neni to uplne optimalni postup, pro kod u ktereho se predpoklada kratka zivotnost \n",
    "# (kod vznikly behem uceni nebo pro jednorazove vyuziti) to muze byt akceptovatelne\n",
    "\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "\n",
    "xmin, xmax, ymin, ymax = 0, 5, 0, 5\n",
    "y, x = numpy.mgrid[ymin:ymax:20j, xmin:xmax:20j]\n",
    "U, V = system(t,[x,y])\n",
    "plt.streamplot(x, y, U, V, color='blue')\n",
    "\n",
    "krok = 0.04\n",
    "plt.title(\"Trajektorie a vlastní směry\")\n",
    "plt.plot([x0-krok*e1[0],x0+krok*e1[0]],[y0-krok*e1[1],y0+krok*e1[1]], color='red', lw=3, label=str(vlastni_cisla[0]))\n",
    "plt.plot([x0-krok*e2[0],x0+krok*e2[0]],[y0-krok*e2[1],y0+krok*e2[1]], color='green', lw=3, label=str(vlastni_cisla[1]))\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "0TEwGRWGV6dT"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "authorship_tag": "ABX9TyPOhQl1UqEMlgGQTmNLMeor",
   "collapsed_sections": [],
   "include_colab_link": true,
   "name": "Autonomni_rovnice_a_systemy.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}