{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0e6044e6",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e4d8a4d5",
   "metadata": {
    "load": "myst_code_init.py",
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading pyMOR defaults from file /builds/pymor/pymor/docs/source/pymor_defaults.py\n"
     ]
    }
   ],
   "source": [
    "import warnings\n",
    "\n",
    "import matplotlib as mpl\n",
    "from IPython import get_ipython\n",
    "\n",
    "import pymor.tools.random\n",
    "\n",
    "ip = get_ipython()\n",
    "if ip is not None:\n",
    "    ip.run_line_magic('matplotlib', 'inline')\n",
    "\n",
    "warnings.filterwarnings('ignore', category=UserWarning, module='torch')\n",
    "\n",
    "pymor.tools.random._default_random_state = None\n",
    "\n",
    "mpl.rcParams['figure.facecolor'] = (1.0, 1.0, 1.0, 0.0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48d5e089",
   "metadata": {},
   "source": [
    "# Tutorial: Reducing an LTI system using balanced truncation\n",
    "\n",
    "Here we briefly describe the balanced truncation method,\n",
    "for asymptotically stable LTI systems with an invertible {math}`E` matrix,\n",
    "and demonstrate it on the heat equation example from\n",
    "{doc}`tutorial_lti_systems`.\n",
    "First, we import necessary packages, including\n",
    "`BTReductor`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e5523339",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy.sparse as sps\n",
    "from pymor.models.iosys import LTIModel\n",
    "from pymor.reductors.bt import BTReductor\n",
    "\n",
    "plt.rcParams['axes.grid'] = True"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed925aff",
   "metadata": {},
   "source": [
    "Then we build the matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "91cae0e5",
   "metadata": {
    "load": "heat_equation.py"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.sparse as sps\n",
    "\n",
    "k = 50\n",
    "n = 2 * k + 1\n",
    "\n",
    "E = sps.eye(n, format='lil')\n",
    "E[0, 0] = E[-1, -1] = 0.5\n",
    "E = E.tocsc()\n",
    "\n",
    "d0 = n * [-2 * (n - 1)**2]\n",
    "d1 = (n - 1) * [(n - 1)**2]\n",
    "A = sps.diags([d1, d0, d1], [-1, 0, 1], format='lil')\n",
    "A[0, 0] = A[-1, -1] = -n * (n - 1)\n",
    "A = A.tocsc()\n",
    "\n",
    "B = np.zeros((n, 2))\n",
    "B[:, 0] = 1\n",
    "B[0, 0] = B[-1, 0] = 0.5\n",
    "B[0, 1] = n - 1\n",
    "\n",
    "C = np.zeros((3, n))\n",
    "C[0, :n//3] = C[1, n//3:2*n//3] = C[2, 2*n//3:] = 1\n",
    "C /= C.sum(axis=1)[:, np.newaxis]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7613cf71",
   "metadata": {},
   "source": [
    "and form the full-order model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ad8aafec",
   "metadata": {},
   "outputs": [],
   "source": [
    "fom = LTIModel.from_matrices(A, B, C, E=E)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cff1280a",
   "metadata": {},
   "source": [
    "## Balanced truncation\n",
    "\n",
    "As the name suggests,\n",
    "the balanced truncation method consists of\n",
    "finding a *balanced* realization of the full-order LTI system and\n",
    "*truncating* it to obtain a reduced-order model.\n",
    "\n",
    "The balancing part is based on the fact that a single LTI system has many\n",
    "realizations.\n",
    "For example, starting from a realization\n",
    "\n",
    "```{math}\n",
    "\\begin{align}\n",
    "    E \\dot{x}(t) & = A x(t) + B u(t), \\\\\n",
    "    y(t) & = C x(t) + D u(t),\n",
    "\\end{align}\n",
    "```\n",
    "\n",
    "another realization can be obtained by replacing {math}`x(t)` with\n",
    "{math}`T \\tilde{x}(t)` or by pre-multiplying the differential equation with an\n",
    "invertible matrix.\n",
    "In particular, there exist invertible transformation matrices\n",
    "{math}`T, S \\in \\mathbb{R}^{n \\times n}` such that the realization with\n",
    "{math}`\\tilde{E} = S^{\\operatorname{T}} E T = I`,\n",
    "{math}`\\tilde{A} = S^{\\operatorname{T}} A T`,\n",
    "{math}`\\tilde{B} = S^{\\operatorname{T}} B`,\n",
    "{math}`\\tilde{C} = C T`\n",
    "has Gramians {math}`\\tilde{P}` and {math}`\\tilde{Q}` satisfying\n",
    "{math}`\\tilde{P} = \\tilde{Q} = \\Sigma = \\operatorname{diag}(\\sigma_i)`,\n",
    "where {math}`\\sigma_i` are the Hankel singular values\n",
    "(see {doc}`tutorial_lti_systems` for more details).\n",
    "Such a realization is called balanced.\n",
    "\n",
    "The truncation part is based on the controllability and observability energies.\n",
    "The controllability energy {math}`E_c(x_0)` is the minimum energy (squared\n",
    "{math}`\\mathcal{L}_2` norm of the input) necessary to steer the system from the\n",
    "zero state to {math}`x_0`.\n",
    "The observability energy {math}`E_o(x_0)` is the energy of the output (squared\n",
    "{math}`\\mathcal{L}_2` norm of the output) for a system starting at the state\n",
    "{math}`x_0` and with zero input.\n",
    "It can be shown for the balanced realization\n",
    "(and same for any other realization)\n",
    "that,\n",
    "if {math}`\\tilde{P}` is invertible,\n",
    "then\n",
    "\n",
    "```{math}\n",
    "E_c(x_0) = x_0 \\tilde{P}^{-1} x_0, \\quad\n",
    "E_o(x_0) = x_0 \\tilde{Q} x_0.\n",
    "```\n",
    "\n",
    "Therefore, states corresponding to small Hankel singular values are more\n",
    "difficult to reach (they have a large controllability energy) and are difficult\n",
    "to observe (they produce a small observability energy).\n",
    "In this sense, it is then reasonable to truncate these states.\n",
    "This can be achieved by taking as basis matrices\n",
    "{math}`V, W \\in \\mathbb{R}^{n \\times r}` the first {math}`r` columns of\n",
    "{math}`T` and {math}`S`,\n",
    "possibly after orthonormalization,\n",
    "giving a reduced-order model\n",
    "\n",
    "```{math}\n",
    "\\begin{align}\n",
    "    \\hat{E} \\dot{\\hat{x}}(t)\n",
    "    & = \\hat{A} \\hat{x}(t) + \\hat{B} u(t), \\\\\n",
    "    \\hat{y}(t)\n",
    "    & = \\hat{C} \\hat{x}(t) + D u(t),\n",
    "\\end{align}\n",
    "```\n",
    "\n",
    "with\n",
    "{math}`\\hat{E} = W^{\\operatorname{T}} E V`,\n",
    "{math}`\\hat{A} = W^{\\operatorname{T}} A V`,\n",
    "{math}`\\hat{B} = W^{\\operatorname{T}} B`,\n",
    "{math}`\\hat{C} = C V`.\n",
    "\n",
    "It is known that the reduced-order model is asymptotically stable if\n",
    "{math}`\\sigma_r > \\sigma_{r + 1}`.\n",
    "Furthermore, it satisfies the {math}`\\mathcal{H}_\\infty` error bound\n",
    "\n",
    "```{math}\n",
    "\\lVert H - \\hat{H} \\rVert_{\\mathcal{H}_\\infty}\n",
    "\\leqslant 2 \\sum_{i = r + 1}^n \\sigma_i.\n",
    "```\n",
    "\n",
    "Note that any reduced-order model (not only from balanced truncation) satisfies\n",
    "the lower bound\n",
    "\n",
    "```{math}\n",
    "\\lVert H - \\hat{H} \\rVert_{\\mathcal{H}_\\infty}\n",
    "\\geqslant \\sigma_{r + 1}.\n",
    "```\n",
    "\n",
    "## Balanced truncation in pyMOR\n",
    "\n",
    "To run balanced truncation in pyMOR, we first need the reductor object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e0e3f5b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "bt = BTReductor(fom)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58f0fbe5",
   "metadata": {},
   "source": [
    "Calling its `reduce` method runs the\n",
    "balanced truncation algorithm. This reductor additionally has an `error_bounds`\n",
    "method which can compute the a priori {math}`\\mathcal{H}_\\infty` error bounds\n",
    "based on the Hankel singular values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "74562bb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "error_bounds = bt.error_bounds()\n",
    "hsv = fom.hsv()\n",
    "fig, ax = plt.subplots()\n",
    "ax.semilogy(range(1, len(error_bounds) + 1), error_bounds, '.-')\n",
    "ax.semilogy(range(1, len(hsv)), hsv[1:], '.-')\n",
    "ax.set_xlabel('Reduced order')\n",
    "_ = ax.set_title(r'Upper and lower $\\mathcal{H}_\\infty$ error bounds')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "864037de",
   "metadata": {},
   "source": [
    "To get a reduced-order model of order 10, we call the `reduce` method with the\n",
    "appropriate argument:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b1918869",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "07dfe315f8da499d9f2f243b03853f87",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(HTML(value='', layout=Layout(height='16em', width='100%')),), titles=('Log Output',))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rom = bt.reduce(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7fb8768",
   "metadata": {},
   "source": [
    "Instead, or in addition, a tolerance for the {math}`\\mathcal{H}_\\infty` error\n",
    "can be specified, as well as the projection algorithm (by default, the\n",
    "balancing-free square root method is used).\n",
    "The used Petrov-Galerkin bases are stored in `bt.V` and `bt.W`.\n",
    "\n",
    "We can compare the magnitude plots between the full-order and reduced-order\n",
    "models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bf86aba7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2TjZ7MnbzJtXY44c92X78W5syb+s5+LN2k5uVTl5WBnnZ6bjMnVjmDvrU6kzTnBrszMyh1rYU1mXUo5bbTqLlUM2yqcYmyN0EuXD3vDNZMDcegCtjPuFvcePJc8Z6q8vmhCakV2+Oq9OG5CYdqd+hP/Xr1tE1TUSkWD755BOqV6++9/kpp5zCbbfdhnOO9u3bh3xP+/bt2bZtG5s2baJ+/fp7lw8dOpSjjz6a9PR0Zs2axY4dOxg4cKCKkEhVZj4f8QmJxCckBne2BTXuAnQ5wLsKF7e+wKO4vDzS03eyfdM6dm9dx57tG8jatpaTqvej3a4Y1m7fQ6NNjqzsOBIsh4ZsomHWJsiaHdhduATO+OJ+Via2o0OjFAak/EHnpK006nQUjVu01+42kQipFhfDwvtO8uRzS+rYY4/dZxdXcnLy3l1ZzoU+3ONAunTpQqtWrXj33Xf5/vvvufTSS4mNjWw1URESqcTM5yO5RirJNVKh1Z//Euuzz6i+uLzn2LxxDZtXLmLXuiXkbvqNxO1LqbNnOSusCTv35PDLsi2cHDuBnrFfwUzYRgorq3Ugs0k/6nQ8jpad+hIbFx/h71AkOphZWHZRRUJycjKtW7feZ1l8fDxmxqJFizj77LP3e8+iRYuoVasW9erV2++1iy++mFGjRrFw4UKmTp1abrkPpHLMuoiUifl81G2YRt2GacCAfV6bluvntw27Wbh2JzVmd+DXDX/QMud3atlOau2ZDEsnw9In2fnfJB5o8RrdO7Tl6EPr0ahmtdAfJiJRp06dOpx44ok899xz3HzzzfscJ7R+/XreeOMNLrvsspC74M8//3z+8Y9/0KVLFzp06BDJ2ICKkEjUS4iNoVOTmnRqUhN63QfcR1ZmBr/On8y2xT+QuHYyrTLmsCWvBhMWZzFh8TwA/lXrI1o0qEOjfoNo3Kqjt9+EiHju2Wef5fDDD+ekk07igQce2Of0+SZNmvDggw+GfF9qaipr1qwhwaPLiagIich+EhKTOLTncdDzOAD8ubms+m0JN6+J4/slG1mwaiMDMz6k+opMWDGS32Na4ar1YfP6TjRKK/qAdhGpmtq0acP06dO55557GDRoEFu3bqVhw4acddZZ3HPPPftcQ6iw1NTUkGdQR4KKkIgcVExsLB3bd6Bje7jxhDZs3radhd/eRcJvn9J+z0wO8S/jkN3L8L/8FnOSeuPvcx1d+p9JjE9noolUJWPHji3y9ebNmx90DMCkSZMAyMsLfb2Q2bNnlyxYGagIiUiJ1a2VSt1zbwZuZvvm9cz4ehw1fn2HTvxGlz1TeOKrNK7/pQaX9GvOxb2bUzOpGJeIEBHxgIqQiJRJat2G9Dz3Fj77rB3VD01jw6QX+WLD0azdkcmjX/zKzG/f48qGv9HstNtp1PxQr+OKiOxDRUhEwqbJIZ1p0e55Psrx8+ncdbz04zKGbfmQPhsXkjP6fabWOZW0M/9PhUhEKowqf7U0MxtoZr+a2W9mVoJLLotIaSXGxXBuj6Z8fuNR1DjxduYndCXO/PTe+jF1RvdjyjOXs3n9Kq9jiohU7SJkZrHAE8BxQDfgdjOr420qkehhZnTufw6d/vo9i095h3kJ3Yg3P322fEi1UT357vWH2ZMd+RtNiojkq9JFCOgNLHDOrXHO7QY+p/DV5EQkItr1GUDnv05i4UlvsSS2LcmWyX8X7uS4xyfx2bx1Jb40v4hIOFToImRm/c3sYzNba2bOzM4KMWaEma0ws0wzm2JmvQu83BhYU+D5GqBJOccWkSJ06HcKrf86mSl9n2NGyvGs25HJdW/M5OFRL7N66Xyv44lIlKnoB0snA3OA0cD7hV80swsI7Pq6BpgC3ARMNLNDnXMbS/phZpYAFLy0ZQ2AnJwccnJyShy+KPnrC/d6ZV+a58gozTx3P34Qn/X388IPy3njxwUM3/AANV9L538tr6H7oL/qvmYHoJ/pyCjPec7JycE5R15e3gGvoxMt8rcE589HSeXl5eGcIycnh5iYP28gW5L/blZZNkebmQPOds59WGDZFGCac+764HMfsAp4xjn3LzM7HLjdOXd28PWngKnOufEH+Ix7gXsKLx8/fjxJSUnh/YZEZK/dO7dx6LKX6ekCt+9YyCHMazGcxFragCtVT2xsLA0bNiQtLY34eBX+ssjOzmbVqlWsX7+e3NzcvcszMjIYPHgwQE3n3M6i1lFpi5CZxQMZwHmFytE4INU5d2bwYOlFwDHADmAGcLhzbssBPiPUFqHVmzdvJiUlJazfT05ODl999RUnnngicXG62Fx50TxHRjjm2eXlMeuT52k/71+kkEG2i2VGmxvoft6d+Ar8Sy/a6Wc6MspznjMzM1m1ahUtWrQgMTExrOuubJxz7Nq1ixo1aoS8IevBZGZmsmLFCtLS0vaZy507d1K3bl0oRhGq6LvGilIXiAE2FFq+AWgH4JzLNbNbge8IHA/16IFKUHB8FpCV/zz/P0pcXFy5/cIpz3XLnzTPkVHWee5z7o1s7HsGy1+/ii57ptJv6RPMeepHGl39LvVrpYYvaBWgn+nIKI959vv9mBk+n8+z+2uV1pAhQxg3bhwQ2LLVtGlTzj//fO677759isgnn3zCY489xsyZM/H7/XTs2JERI0YwZMiQvWNWrFhBy5Yt8fl8e8tMvnXr1pGWlobf72f58uW0aNEiZB6fz4eZ7fffqST/zSrXf4FScM595Jxr65xr7Zx70es8IlK0+k1actjtE5nS4e9kujh+T0/glGen8cOSTV5HExHg5JNPZt26dSxbtownn3ySF154gXvu+fOokmeeeYYzzzyTI444gilTpjB37lwuvPBCrrnmGm677bb91teoUSNee+21fZaNGzeOJk0is2u8MhehzYAfaFBoeQNgfeTjiEi4mM9Hn0G3s/7Cibxe+y9sSc/m8jFTGTlxLnl+XXdIqrDs9AM/cjJLMHbPwceWUkJCwt5jnM466yxOOOEEvvrqKwBWrVrFrbfeyk033cRDDz1Ehw4daN26NbfeeiuPPfYYjz/+OFOmTNlnfRdddNF+N2odM2YMl19+eakzlkSl3TXmnMs2sxnA8cCHsPdg6eOBZz2MJiJh0qJ9D8a39vPPjxfy1tQVtP3pJubN8tHiyjeoWafwv4FEqoCHGh/4tTYD4OJ3/nz+WGvIyQg9tvmRMPTTP58/1RkyCh0Zcu+O0ucMmj9/Pj///DPNmzcH4N133yUnJyfklp+rr76au+++mzfffJM+ffrsXX7KKacwduxYfvrpJ4488kh++ukntm3bxumnn879999f5owHU6GLkJlVB1oXWNTSzLoCW51zfxA4dX6cmU0HphI4fT4ZGFPGzx0BjKBybzETqRIS42J4+JzOHJO6kaO+n0tiZg5rnj2K7YPepHn7Hl7HE4k6n3zyCdWrVyc3N5esrCx8Ph/PPhvY/rBkyRJq1qxJo0aN9ntffHw8rVq1YsmSJfssj4uL4+KLL2b06NEceeSRjB49mksuuSRix8BV6CIE9CRwoHO+J4J/jgOGOOfeNrN6wH1AQ2A2cLJzrvAB1CXinBsJjDSzFAJnm4mIx0467nh+r/sR1T64nCZuA7vfOo05Rz9Nl+MGeR1NJHzuXnvg16zQ2ZO3Ly1ibKF/x980r/SZCjn22GMZNWoU6enpPPnkk8TGxnLuueeWaZ1Dhw7lyCOP5KGHHuKdd97hl19+2ed0+PJUobd4OOcmOecsxGNIgTHPOueaO+cSnHN9nHNTililiFRihxx2ONWu+4GF8Z2pbnvo/P1VTH79XlyUX5ROqpD45AM/4hJLMLbawceWUnJyMq1bt6ZLly6MHj2aKVOm8MorrwDQtm1bduzYwdq1+xe67Oxsfv/9d9q2bbvfa507d6Zdu3ZcdNFFtG/fnk6dOpU6X0lV6CIkIlJYrXqNaH3r10ytfTo+c/Rd+iQ/vHAT/rzKcU00karE5/Nx99138/e//509e/Zw7rnnEhcXx+OPP77f2Oeff5709HQuuuiikOsaNmwYkyZNYtiwYeUdex8qQiJS6cQnJNLr+leZ3OYWMlwCT/3Rimtfn6E72Yt44PzzzycmJoaRI0fSrFkzHn30UZ566in+9re/sXjxYn7//XeeeOIJ7rjjDm699dZ9DpQu6Morr2TTpk0MHz48ovlVhESkUjKfj74X38PPp33NgphD+XLhBga/PJnt6VkHf7OIhE1sbCzXX389jz76KOnp6dx000188MEH/Pjjj/Ts2ZNOnToxfvx4Ro0axb///e8i11O3bl1iYyN7+HJFP1haRKRIJ/Q+jDfqN2X4uOlkr5rNmiduIXvYW9Rv0tLraCJVTuHr/eS76667uOuuu/Y+P+OMMzjjjDOKXFeLFi3w+/3s3Bn6Dhhdu3bde1PW8qQtQiGY2QgzW0jglHwRqeB6tajNO1f35fHEl+joX0zuywNYtXS+17FEpBJQEQrBOTfSOdcB6O11FhEpnrYNU0i5/G1WWyMau41Ue/00li+c5nUsEangVIREpMpo3OJQEq/+it9jWlKX7aROOJulc3/2OpaIVGAqQiJSpdRtmEbd6yayJLYttdhFvffPY8nM772OJSIVlIqQiFQ5Nes0oOH1X7A4rgM1SWfNf//J7FXbvY4lso9IHAhc1YVjDlWERKRKSkmtQ9oNn/Nh8iCuyxrBZa9MYf4a3TFHvJd/D62MjAPcMFWKLX8Oy3JfMp0+LyJVVnKNVE68YRSvj57K9JXbuOSVKbxzaRvatNSp9eKdmJgYUlNT2bhxIwBJSUmYmcepvJGXl0d2djaZmZn4fMXfNuOcIyMjg40bN5KamkpMTMzB33QAKkIh6O7zIlVHckIsY4b24pKXp3Dc+leoPe4bVl74Ic3bdfc6mkSxhg0bAuwtQ9HKOceePXuoVq1aqcpgamrq3rksLRWhEHT3eZGqpUZiHK9eehibnp5DHf8O8t46h1WXfExa685eR5MoZWY0atSI+vXrk5OT43Ucz+Tk5PDDDz/Qv3//Eu/eiouLK9OWoHwqQiISFWrWTMFd+xnLnzuJlnkr2PD6may9/DMat2zndTSJYjExMWH5y7yyiomJITc3l8TExDId51MW2vUjIlEjtW5DUq7+lJW+NBqwBRs3kPWrlnodS0Q8pCIkIlGlToOmJA//lFXWmEZsImvMmWzbtM7rWCLiERUhEYk6dRs3J27Yx2ygDs3zVjPm1VdIz8r1OpaIeEBFSESiUsO01mRe+B532w08vakb17w+g+zcPK9jiUiEqQiJSNRq3q4bg4bdSlJ8DD/+tpm/vvUzfr/f61giEkEqQiIS1bqmpfL8JT1oGLODYUuuY/qo4bg8bRkSiRYqQiGY2QgzWwhM9TqLiJS//m3r8fSRftrbH/TZ/D6Tx97ldSQRiRAVoRCccyOdcx2A3l5nEZHI6H3KpUzr8FcA+v3xAlMmPOpxIhGJBBUhEZGgPhfcyS9pVwLQc8FDzP5qvMeJRKS8qQiJiBTQd+ijTK01kBhzHPrTjfw6/VuvI4lIOVIREhEpwHw+ul83hjmJvahm2fDJzazcvMvrWCJSTlSEREQKiY2Lp/WId5kUfzTDMm9myNgZbE3P9jqWiJQDFSERkRCSa6TS4S8TILUZyzenM3zcNDJzdI0hkapGRUhE5ADq10hk3LBe1KwWR73VXzHnP+fjz9WtOESqEhUhEZEitK5fgzHnN+epuJH02f0N0164xutIIhJGKkIiIgfRvcOhLOzzMAB9N73D5Dcf8jiRiISLipCISDH0OHU4k1vdAECvxY8y59u3PE4kIuGgIhSCbrEhIqH0ueSfe68x1Ob7G1g67xevI4lIGakIhaBbbIhIKObz0e3a0cxP6EqSZZHy3mA2rl/ldSwRKQMVIRGREoiLTyDtmvdY6Uvjk9zeDJ/wOxnZOpNMpLJSERIRKaGateoSc+U3jEwYzty16dzw5mz8ec7rWCJSCipCIiKl0LRRA168rCfxsT6+X7SGD19/xutIIlIKKkIiIqXUo3ktnji3I2PiHuHcZf/HlAmPeR1JREpIRUhEpAwGdmtGTKv+APRY8BBzJ73ncSIRKQkVIRGRMup7+UNMq3kysZZHq+9GsHzhNK8jiUgxqQiJiJSR+Xx0uW4cC+I7U932UG3CRWxe/4fXsUSkGFSERETCID4hkSZXvcsqa0xDNrH15XPZk77L61gichAqQiIiYZJatyFcPIHtVKdhziqeevMT8nRavUiFpiIkIhJGaa07s/aUMVyQ+09eWJrCoxN/9TqSiBRBRSgE3WtMRMqiQ58BXHXeaQA8//3vvDtZZUikolIRCkH3GhORsjq7W1NuOL4NfWwRR39+IvN/+sjrSCISgoqQiEg5ufmENtxSbyr1bAfNvr6Glb/O9jqSiBSiIiQiUk7MjC7XjmFxXHtSSCf2rUFs3bjW61giUoCKkIhIOUqslkz9K99jrTWgidvAhpfOJXNPutexRCRIRUhEpJzVrt+EnAveYidJtM9ZyPxRl+Hy8ryOJSKoCImIRETzdt354/jnyXEx9Nz5NV+P/7fXkUQEFSERkYjpdNSZzOr8dz70H87189vw4aw1XkcSiXoqQiIiEdT7vFtY1PdxsojnjnfnMm3FVq8jiUQ1FSERkQi785T2nNyxITn+XKaPu5M1yxZ4HUkkaqkIiYhEmM9nPHlBV/5V6xOudRPwv34+O7Zu8jqWSFRSERIR8UC1+BiOv/RuNlCHZnlrWP38uWRnZXodSyTqqAiJiHikbuPm7D53POkukY7Zc5j9/DCdVi8SYSpCIiIeOqRzX34/+mn8zui97VMmv36P15FEooqKkIiIxw477gKmt78DgH7LnmbGF+M8TiQSPVSEREQqgD4X3s2UeueR5eJ47X9Lmb1qu9eRRKKCipCISAXR46pRPNB4JB/m9GX4uOms2b7H60giVZ6KUAhmNsLMFgJTvc4iItEjNi6eO4ecS7uGNdi8O4vbR3/Brh264KJIeVIRCsE5N9I51wHo7XUWEYku1RNieWVIL46ovpbHd9zCslGDyM3J9jqWSJWlIiQiUsE0Sa3GvacdSiq76ZI5jekvXINzzutYIlWSipCISAXUplt/Fh3+BHnO6Lv5Paa89bDXkUSqJBUhEZEKqvtJlzK19Q0A9Fr8KLO/ecvjRCJVj4qQiEgF1ufie5laayAx5mj7ww0snz/F60giVYqKkIhIBWY+H92uHc38hK4kWRZbPvo7O3TstEjYqAiJiFRwcfEJpF3zHv+NO4Wr9ozgxcUxZGTneh1LpEpQERIRqQRq1qpLt2tGE5tUk9Xpxq3vzMOfpzPJRMpKRUhEpJJoVieJ5y/uRqzl0eK3sUx96XqvI4lUeipCIiKVSPdmqdyetpS/x71Bv3WvM+Wdx72OJFKpqQiJiFQyDZu04n9pVwHQY/4DzP/hQ28DiVRiKkIiIpVQr0seYHrKicRaHs2/vYaVi2Z4HUmkUlIREhGphMzno/N1r7IoriM12EPchAvZsmG117FEKh0VIRGRSiohMYmGV73HamtIY7eRzS+dS2ZmptexRCoVFSERkUqsVr1G5F30NlupwRt7+nDb+wvJ02n1IsWmIiQiUsk1a9uV3y74kfHuZD6Zu46nvl7idSSRSkNFSESkCujTviUPndMZgLHfzuanz3WDVpHiiPU6gIiIhMegnmlsWLeaU6bdRrPJG1iYWpMO/U7xOpZIhaYtQiIiVciIU3uzM6U18ean8cThrFo6z+tIIhWaipCISBXii4mhw3VvsiS2LanshjcGsWPLeq9jiVRYKkIiIlVMYlJ1ag1/j3XUI82tZc0L55GdpdPqRUJRERIRqYLqNWxG5qA32e2q0SF7HnOeuxyXl+d1LJEKR0UoBDMbYWYLgaleZxERKa2WHXqx7NiR5DofjbZPZ8xX07yOJFLh6KyxEJxzI4GRZpYC7PA6j4hIaR12zLl8v30bt05OYvN3m6nfaC0DD2vsdSyRCkNbhEREqrijzxrOGUd0BeCWCXOYtWydt4FEKhAVIRGRKPC309pzfLv6DMybRKNXj2Ttil+9jiRSIagIiYhEgRif8fSgToyo9iUN2Uz2q+exc/sWr2OJeE5FSEQkSiQnVaP60HfZRC1a5P3BiufPJycn2+tYIp5SERIRiSINmh7CjrNeI8MlcFjmDGY+f6VOq5eopiIkIhJlWnc9il+PeII8Z/TZ8iFT3nzA60ginlEREhGJQt0GXMLUtjcD0HvJE0z58UuPE4l4Q0VIRCRK9bno/5hS5yye8Z/NkC/9zF+jy6ZJ9FEREhGJUubz0f3a0UxveQ17cvK4Ytw01u3Y43UskYhSERIRiWJxsTGMvLg7bepXZ8fOnfw46nrSd233OpZIxKgIiYhEuZTEOEYP6cWL1UYyKPNdfht1If7cXK9jiUSEipCIiJBWO4n6p91Npouja8YvTHvxOq8jiUSEipCIiADQrufxzO/9CAB9N77NlAmPeJxIpPypCImIyF49T7uCX1oEtgb1WPAv5k561+NEIuVLRUhERPbR97IHmVbzZGItj1bfXc/yhdO8jiRSblSERERkH+bz0eW6cSyI70wWsTz84XQ27sr0OpZIuVAREhGR/cQnJNLkqvf4S/K/+XJnM658dQaZOX6vY4mEnYqQiIiElFq3AQ8OO53UpDjmrNrOg+O/1A1apcpRERIRkQNqWTeZ5y/pwckxM7hj2VCmvH6P15FEwkpFSEREitS3VR2GdKlGDdtD79+fYe53OpNMqg4VIREROag+593KlFqn4zNHi+9vYPXS+V5HEgkLFSERETko8/noevWLLI5tTwrp5I6/kN07t3kdS6TMVIRERKRYEhKTqDPsbTZRixZ5q/jthYvJ8+tMMqncVIRERKTY6jVuzpaBr5DtYumW/j++fespryOJlEmZi5CZJYYjiIiIVA7teh7P7C7/YEzuSVw7vzVfL9zgdSSRUitVETIzn5n9n5mtAXabWavg8vvN7IqwJhQRkQqn9zk3srzXP8hxsdz09myWbtztdSSRUintFqG/A0OAO4DsAsvnA8PLmElERCqB/xvYgd4ta5OZlckPL9/Bzu2bvY4kUmKlLUKXAVc5594ACh4pNwdoV+ZUIiJS4cXF+Hju4u48k/QKw7LfYPkLF5GXm+t1LJESKW0RagIsPcD64kofR0REKpO61RNofcbtZLo4uuyZytSxt3kdSaRESluEFgJHhVh+HjCr9HFERKSyadP1KOZ1vw+AvqvHMOvzMR4nEim+2FK+7z5gnJk1IVCmzjGzQwnsMhsYrnAiIlI59DrzOiavnUPfDW9x6OQ7Wd6sIy079vY6lshBlWqLkHPuv8DpwAlAOoFi1B443Tn3VfjiiYhIZdFz+DPMT+hKkmUR/+4l7Nii0+ql4iv1dYSccz865050ztV3ziU55450zn0ZznDhYmYfmNk2M9OdAkVEyklsXDxNrnybtVafmnk7ePrtj/HnOa9jiRQpWq4s/R8Cu+1ERKQc1arbkD3nvs6FeQ/yyh+NePSLxV5HEilSsYtQcIvK1uI8yjNwaTjnJgG7vM4hIhINDunUh2vOPxWAF35YxkczV3gbSKQIJdkidBNwc/DxQHDZRODe4GNicNn9JQlgZv3N7GMzW2tmzszOCjFmhJmtMLNMM5tiZjoCT0SkAht4WGOuPeYQetsievz3eJbO+Z/XkURCKvZZY865cflfm9l7wD+cc88WGPK0mV1P4ADqJ0uQIZnAhRhHA+8XftHMLgCeAK4BphAoZBPN7FDn3MbgmNkH+F4GOOfWliCLiIiEyW0DDmXOnJtosmcz6z+4nK2Nvqd2/SZexxLZR2lPnz8JuDPE8i+Af5VkRc65z4HPAcws1JBbgJecc2OCY64BTgOG5X+Wc65rST7zQMwsAUgosKgGQE5ODjk5OeH4iL3y1xfu9cq+NM+RoXmOnMo2182Hjmb1qONo6tYx/+WLSLzxM+LiEw7+Ro9VtnmurMprnkuyPnOu5Ef0m9lK4Gnn3OOFlt8K3OCca17ilQbe74CznXMfBp/HAxnAefnLgsvHAanOuTNLsO5jgOudc+cVMeZe4J7Cy8ePH09SUlJxP0pERArI3LaagcvvI9kymRh/EpkdL/Y6klRxGRkZDB48GKCmc25nUWNLu0XoHuDlYLmYElzWBzgZuLKU6wylLhADFL4YxQZKcE8zM/sa6AIkm9lq4Hzn3C8hhj5MYDdcvhrA6gEDBpCSklKi4AeTk5PDV199xYknnkhcnO5KUl40z5GheY6cyjrXc76uTs8pN3BS9kSm+I+k++nXeh2pSJV1niub8prnnTuL7D77KFURcs6NNbNFwA3AOcHFi4AjnXNTDvxObzjnTijmuCwgK/95/q66uLi4cvsfoTzXLX/SPEeG5jlyKttc9zzlcn5ZO49+q16i65z7WN6yO227Hel1rIOqbPNcWYV7nkuyrtJuESJYeMp7++ZmAne3b1BoeQNgfTl/toiIhFGfIY8w6/EF/LELnvhsJ++0zqR+jUSvY0mUK9UFFc2sWVGPcIVzzmUDM4DjC3y2L/g81K4tERGpoHwxMbS+bgJP17yDlbsc170+k+zcPK9jSZQr7ZWlVwDLi3gUm5lVN7OuZtY1uKhl8Hl+oXoCuNLMLjez9sAoAqfc6/bGIiKVTI3qNXjp8l7USIhlxsotvPXGS15HkihX2l1j3Qo9jwsuuwX4WwnX1RP4rsDz/IOVxwFDnHNvm1k9Ajd2bQjMBk52zpXb3fzMbAQwgui5BYmISMS0qled/1zYhazxl3LK8qlMeWc3fc6/1etYEqVKe7D0nBCLp5vZWuB2QlwYsYh1TQJCXkCowJhngWeLGhNOzrmRwEgzSwF2ROpzRUSixXHtG/JL616wfCrd5j/I4uaH0a73iV7HkigU7i0evwK9wrxOERGpgvpe+gAzq/cn3vzU/Ww4G9eU6MgKkbAo7cHSKYUeNc2sHYF7kP0W3ogiIlIVmc/HoVe/xjJfC+qyne1jBpG5J93rWBJlSrtFaDuwrcBjK7AQ6AdU7KtkiYhIhZFcI5WES95kB8m0zV3C3Bev8jqSRJnSFqFjgeMKPI4BOgCHHOCKzSIiIiE1adWBP459ljxndN36OV/+8KPXkSSKlPasMQf87JzLLbjQzGLNrL9z7oeyR/OOzhoTEYmszkefw7crF/KfRTVY8lU6Hx26izYNangdS6JAaf+i/w6oHWJ5TfY9Fb5Scs6NdM51AHp7nUVEJFocfcnfqHFIX/bk+LnujZlkZOce/E0iZVTaImQEtgoVVgfQkW4iIlJiMT7jyQu6Uq9GArGbFvC/F2/C5enK01K+SrRrzMzyrw/kgLFmllXg5RjgMODnMGUTEZEoU69GAqPObk77tweTvDmLaR+2odc5N3odS6qwkm4R2hF8GLCrwPMdBG6C+iJwSTgDiohIdOnZoQ1zW14BQOc597N8wRSPE0lVVqItQs65oQBmtgL4t3NOu8FERCTs+lz6AHMem0aXzGnEvDeU3Wn/o3pKLa9jSRVUqmOEnHP/VAkSEZHy4ouJodkVr7GR2jTLW8Pil4freCEpF8UuQmY208xqBb+eFXwe8lF+cUVEJFrUqteIrae8QK7z0XPn10x774mDv0mkhEqya+y/QP7B0R+GP0rFoesIiYhUDO36DOCXJX+h3+//Yde8z1hw+HA6Nkn1OpZUIcUuQs65f4b6uirS3edFRCqOPoPv4YVRSTyyuiPNxs/i478cSY3EOK9jSRVRpi0eZhZvZk3NrFnBR7jCiYiI+GJiGDT0FhqlJrNiSwZ3vTdPxwtJ2JT27vNtzexHYA+wElgefKwI/ikiIhI2tZLjeWZwN5J9ORyx6D6mvvOo15GkiijtvcbGALnAQGAdoa8yLSIiEjbdm9XiuS4rOHrRd2Qv/IGlsw6ndbf+XseSSq60Ragr0MM5tziMWURERIrU//wbmPXvL+mW8T+SPhrOjhY/U7NWXa9jSSVW2mOEFgL6yRMRkYgyn49Ww8ex1hrQ2G1g2cuX63ghKZPSFqE7gUfN7Bgzq2NmKQUf4QwoIiJSUM3a9Ug/42WyXSzd0n9iylsPeh1JKrHSFqGvgb7AN8BGYFvwsT34p4iISLlp060/s9rfBkCPX5/k1+nfeJxIKqvSHiN0bFhTVDC6oKKISMXXe9CdzHziF1rumsGoiXO4t8NRpCbFex1LKplSFSHn3PfhDlKR6IKKIiIVn/l8tB4+hite+IZp25LZ/c4cXrqsJ2bmdTSpREp7HaHDDvDobGZtzCwh3EFFREQKS0mtwz2XnER8rI+vF21k9KQFXkeSSqa0u35mA7NCPGYDi4EdZjbOzBLDkFFEROSAOjWpyT2nd+A430zOnHQKi6d86XUkqURKW4TOBn4DriJwTaGuwa9/BQYDVwDHAQ+UOaGIiMhBDO7djOvqzKau7aT251ezbdM6ryNJJVHaIvQ34Ebn3CvOuXnBxyvAzcCtzrk3gL8QKEwiIiLlysxod+XLrLLG1Gcrq165lDy/3+tYUgmUtgh1JnCPscJWBl+DwG6yRqVcv4iISIlUT6lFzrljyXRxHJY5jSmv/5/XkaQSKG0RWgzcZWZ7z1M0szjgruBrAE2ADWWLJyIiUnytOvVhbpdAAeq97DkW/PK5x4mkoittERpB4Iarq83sazP7GlgdXHZtcEwr4LmyRxQRESm+Xmf9hWk1TyLGHPUnXsvmDau9jiQVWKmKkHPuZ6Al8A9gbvDxD6Clc25ycMxrzrnHwhVURESkOMzno+OVL7HCl8aXud25/aPl+POc17GkgirtlaVxzu0Cng9jlgpDV5YWEanckqrXJHfoVzzw4hz2/L6TZ79dyo0ntPE6llRAZfqL3sw6mNnJZnZGwUe4wnnFOTfSOdcB6O11FhERKZ3WaY144KxOADz9zWJmzprucSKpiEq1RcjMWgEfEDhDzAH51zPP3/YYU/ZoIiIiZXNuj6bM+20ZJyy4i2b/XcPmRj9St2Ezr2NJBVLaLUL/AZYD9YEMoCPQH5gOHBOWZCIiImFw5+ndaRKXTl22s2H0xfhzc72OJBVIaYtQP+AfzrnNQB6Q55z7Cfgr8HS4womIiJRVteTqxFw4jnSXSMfsuUwbe4fXkaQCKW0RigF2Bb/eDDQOfr0SOLSsoURERMKpWduuLOp1PwC9Vo1m8VTdj0wCSluE5gNdgl9PAe4wsyMInEK/LBzBREREwqnnwKv2Xl8o5fPr2b1zq9eRpAIobRF6oMB77yFwTaEfgVOBG8OQS0REJOwOHTqKddSjsdvAgtHXex1HKoDSXlBxonPu/eDXvznn2gF1gfrOuW/CGVBERCRcUlLrsO3kZ1mcl8Z9G47gi/m6S320K9Hp82Y2uhhjcM4NK30kERGR8tOh78k8ti2NBd+v4K7359GtWS0apCR6HUs8UtItQkOAY4FUoFYRDxERkQrrxhPb06lJCtszcnj8zU9xeX6vI4lHSlqERgE1CRwT9B1whXPu7MKPsKcUEREJo/hYH09d0JWr4r7ggbVXMnXCI15HEo+UqAg550YAjYBHgdOBVWY2wcxOMjMr+t0iIiIVR+v6NTi+Y2PizU+XRU+wctEMryOJB0p8sLRzLss596Zz7kSgA7AAeA5YYWbVwx3QC2Y2wswWAlO9ziIiIuWn96A7mZvYi0TLIffd4WRnZXodSSKsrHdXz+PPe41VmfuL6aarIiLRwXw+Gl/2CtuowSH+Zcwcd7vXkSTCSlyEzCzBzC4ys6+AJQRuvHo90Mw5tzvcAUVERMpT3cbNWd7vYQB6r3mNhb987nEiiaQSFSEzew5YB9wFfAKkOefOd8595pzLK4+AIiIi5a37SZcyNfVUfOaoPfEv7Nqhq05HixJdRwi4BviDwG00jgaODnWMtHPunLJHExERiZwOw55j+ZNH8Xr20Wz9chXHJHudSCKhpEXoVQLHBImIiFQp1VNq8etl3zDmxenkzd1AzTbGqV6HknJXoiLknBtSTjlEREQ816NlA64/tjVPf7uUj5dlM3zdapo2a+l1LClHZT1rTEREpEr5y/FtOKPBZt6J+RvbXx9Cnl9Xna7KVIREREQKiIvxcfPJnWlo2+iUPZupbz3odSQpRypCIiIihTRt3ZnPaw4GoPuS/7B8wRSPE0l5URESEREJIablMcxO7EO85cJ7V5GVme51JCkHKkIiIiIhmM9odMkLbCWFlnkrmDX2Nq8jSTlQERIRETmA2g2a8seRjwLQd/145v/0kceJJNxUhERERIrQ9YSLmFL7DL73H8ZdP2SxIyPH60gSRipCIiIiB9Hpiue5p8Y/mb8zif/773yv40gYqQiJiIgcRHJyMk9e2I0Yn/HRnLVM/GWW15EkTFSEQjCzEWa2EJjqdRYREakYujWrxS1Hp/FI7Iv0m3gq6/9Y4nUkCQMVoRCccyOdcx2A3l5nERGRiuPq4w6la+J6Ushgy+vD8Ofmeh1JykhFSEREpJhi4+JJvmg0GS6BjtnzmPbmfV5HkjJSERIRESmBpod0ZP5hdwPQfemz/D73F48TSVmoCImIiJRQr7NvYFbSEcSbn5gPryQzY7fXkaSUVIRERERKyHw+mg95ic2k0iJvFbPH3ux1JCklFSEREZFSqF2/CWv6/5tNLoWXVqfx42+bvI4kpaAiJCIiUkpdjjuf5w97j2/yenDbO3PYnpHtdSQpIRUhERGRMrjt9B60qpfMhp1ZPPjuT7i8PK8jSQmoCImIiJRBtfgYnrqgKwNjpvK33y9h+kejvI4kJaAiJCIiUkaHNU3l4rY5pFo67Wfdz9rli72OJMWkIiQiIhIGvS++j0VxHalue9gxXledrixUhERERMIgJjaWmoNHk+4SaZ+zgGlvP+h1JCkGFSEREZEwadyyHfM73wlAtyXPsHLxTI8TycGoCImIiIRR73NuYk5iLxIsh+x3ryI3R6fUV2QqQiIiImFkPh+NLn2JHSTzc2YLXpr0q9eRpAgqQiIiImFWv0lLfjxpIvfkDuWJSatYuHan15HkAFSEREREysFpfTsxoEMDcvyOW9+eSXZWlteRJAQVIRERkXJgZjx4dmc6Jm3nH1v/yoxX7/Q6koSgIiQiIlJO6tVI4P5e2fSLWUiv1eNYMnOS15GkEBUhERGRctT9lKFMr3E8sZZHwicjyMzY7XUkKUBFSEREpJy1GTKKzaTSPG81s8fd5nUcKUBFSEREpJzVrNOANf0fAaD3+rdYOPkLjxNJPhUhERGRCOhy3IVMTT0VnzlqTryB9F3bvY4kqAiFZGYjzGwhMNXrLCIiUnW0HzqS9dRjtz+OFz6b4nUcQUUoJOfcSOdcB6C311lERKTqqFGzNmtPH8/p2Q/y9Kxcfvxtk9eRop6KkIiISAR179GbC/u1BuCOd+eyc4/uReYlFSEREZEIu+uUdrSqncA5u99iwYtXeB0nqqkIiYiIRFhSfCzPHhfLrbHv0G/bR8z++k2vI0UtFSEREREPdOh5DFMbDQag6U93sX3zeo8TRScVIREREY90vfwxVvrSqMt2fh93rddxopKKkIiIiEcSqyWTffpIcp2PHru+ZcZnr3gdKeqoCImIiHioTbejmZ42BIBWU+9h8/pV3gaKMipCIiIiHut+6cP8HtOSJJfJm+9/gHPO60hRQ0VIRETEY/EJidi5L3Nm7sM8/schvD9zjdeRooaKkIiISAXQqkNPTj/hWADu/XgB63bs8ThRdFAREhERqSCu7t+KrmmptMlayMIXh+Py8ryOVOWpCImIiFQQsTE+njyjGa/FP8zx6Z8w9b0nvI5U5akIiYiIVCAt09KY1/Z6ADrPf5Q1yxZ5nKhqUxESERGpYHpf+DcWxncmybLY/taV5Pn9XkeqslSEREREKhhfTAw1L3yJDJdAx+x5TH37Ya8jVVkqQiIiIhVQk1btmd/pdgC6/voUfyyZ7W2gKkpFSEREpILqde6tzEvoTqLlMOODp8n16yyycFMREhERqaDM56P+pS9xD1dz87ZzeOGHZV5HqnJUhERERCqwBk1bc9jpNwDGU18vYdG6nV5HqlJUhERERCq4c7o34cQODUj0pzNj3J1kZ2V6HanKiPU6gIiIiBTNzHjorE5sWjacDpnL+eW1JPoNf9zrWFWCtgiJiIhUAvVSEsnsfQMAvVaNZsnMHzxOVDWoCImIiFQS3U8dxowaxxJreSR8ci170nd5HanSUxESERGpRA65/Hk2UYvmeauZO+YGr+NUeipCIiIilUhq3YasPy5wM9Y+m99n9jdveZyoclMREhERqWQ69z+HyQ0uBCDpx4fYuDPD40SVl4qQiIhIJdRt6BO8n3AmF2b+ldvfnY9zzutIlZKKkIiISCWUkJhMp2EjSY9N5fslmxj38wqvI1VKKkIiIiKVVNsGNfjbae0BmPvFyyxfOM3jRJWPipCIiEgldmnf5jzc6AeeiHkW9+5wMvekex2pUlEREhERqcTMjBMvGMFWUmiVt4LZY27xOlKloiIkIiJSydVt2IzVRz0GQN+NbzHv+/c9TlR5VPkiZGZpZjbJzBaa2VwzO9/rTCIiIuF22PEXMrXuOQA0+u5mtm1a53GiyqHKFyEgF7jJOdcBGAA8ZWbJHmcSEREJu8OGPc1KXxp12c6KMcNweXleR6rwqnwRcs6tc87NDn69HtgM1PY0lIiISDlITKpB7lkvku1i6JbxM19++anXkSo8z4uQmfU3s4/NbK2ZOTM7K8SYEWa2wswyzWyKmfUu5Wf1AGKcc6vKmltERKQiOuSww5nS/m4uyf4rN/4vlqUbd3sdqUKL9ToAkAzMAUYD+x3dZWYXAE8A1wBTgJuAiWZ2qHNuY3DMbEJ/LwOcc2uDY2oDrwJXHiiImSUACQUW1QDIyckhJyenpN9XkfLXF+71yr40z5GheY4czXVkVPZ57n32DYzaNYPM37dy41szmXBlH+JjPd/2sZ/ymueSrM8q0iW5zcwBZzvnPiywbAowzTl3ffC5D1gFPOOc+1cx15sAfAW85Jx7rYhx9wL3FF4+fvx4kpKSSvCdiIiIeGtHNvxrTgy1/Zu4stY8Ug892utIEZORkcHgwYMBajrndhY1tiJsETogM4sHegAP5y9zzuWZ2ddAv2Kuw4CxwLdFlaCghwlsfcpXA1g9YMAAUlJSShL9oHJycvjqq6848cQTiYuLC+u65U+a58jQPEeO5joyqso8N06bS5/Ph5Ocnsn8WsfQvt8pXkfaR3nN886dRXaffVToIgTUBWKADYWWbwDaFXMdRwAXAHMLHH90qXNuXuGBzrksICv/eaBDQVxcXLn9j1Ce65Y/aZ4jQ/McOZrryKjs83xC3x5Mm3IcvbZ9SoNvbyKjU19q1q7vdaz9hHueS7KuirfDMMyccz8553zOua4FHvuVIBERkaqo4xXPsdoa0YAtLB19pU6pL6SiF6HNgB9oUGh5A2B95OOIiIhULknVU9lzxgvkuBh67J7EtI+e8zpShVKhi5BzLhuYARyfvyx4sPTxwC9e5RIREalM2nQ7mhmtrgGg46z7WbNsgceJKg7Pi5CZVTezrmbWNbioZfB5s+DzJ4ArzexyM2sPjCJwyv2Ycsw0wswWAlPL6zNEREQiqdfF97EovhPJlsnCCfeS49cuMqgARQjoCcwKPiBQfGYB9wE4594Gbgs+nw10BU52zhU+gDpsnHMjg7fkKNWFG0VERCqamNhYal8yhpc4mxHbL+aZb5d6HalC8LwIOecmOecsxGNIgTHPOueaO+cSnHN9nHNTPIwsIiJSKTVo1pZG5zxENnE8++1vTF+x1etInvO8CImIiEjkDDysMed0b4I5P5Nf/yc7t2/xOpKnVIRERESizD/P6MjzyS9yfe5Yfh1zjddxPKUiJCIiEmVqJMaRdtJN+J3Ra8eXTP/kJa8jeUZFSEREJAq1630C05oNB6DttH+wduUSjxN5Q0UoBJ0+LyIi0aDnZQ/xa2w7UiyD7a8PxZ+b63WkiFMRCkGnz4uISDSIjYun+uCxpLtEOuTMZ+rr//A6UsSpCImIiESxJq3as6jb/wHQaflo5i1d6XGiyFIREhERiXI9zriOL+pcylnZ9/GXD5aRnhU9u8hUhERERKKc+Xz0G/4kmTVbs2JLBvd9vNDrSBGjIiQiIiLUrBbHE4O6YAa/z/iK6V++5XWkiFAREhEREQD6tKrDI10383b8/bT5+RY2rP7d60jlTkVIRERE9jr77AtYFncINUln02vDyPP7vY5UrlSEQtB1hEREJFrFxSdS7YLRZLgEOmXNZsqb93sdqVypCIWg6wiJiEg0a9qmCwsOuwuAHr89zdK5P3ucqPyoCImIiMh+ep59E7OTDife/MR9eCV70nd5HalcqAiJiIjIfszno8XQ0WwmleZ5q/nyzae8jlQuVIREREQkpNR6jVh/3H/4a84V3Li0G18v3OB1pLBTERIREZED6tT/LKofPhww7nhvLht3ZXodKaxUhERERKRIt510KO0bpZCbvo1vX/k/XF6e15HCRkVIREREipQQG8PT53fkw4R7uHD7i0x5+xGvI4WNilAIuo6QiIjIvto0rs3m9pcB0G3x4yxfON3jROGhIhSCriMkIiKyv16D7mROtd4kWA7u3SvI3JPudaQyUxESERGRYjGfj6ZDRrOVFFrlrWD2mFu8jlRmKkIiIiJSbHUapLG6/2MA9N34FnO/f9/jRGWjIiQiIiIlcthxFzK17jkAxE56gC2V+JR6FSEREREpscOGPc378WcweM8d3Pn+fJxzXkcqFRUhERERKbHEpBq0HzqSjJiafL1oA+On/uF1pFJRERIREZFSad8ohTtOPhRwzP30eVb+OtvrSCWmIiQiIiKlNuyIlvyrwbc84nuO7AlXkJ1VuY4XUhESERGRUvP5jOMH/YUdJNPGv5TpY2/3OlKJqAiJiIhImdRr0pLl/R4GoO/a15j/v088TlR8KkIh6BYbIiIiJdP1pMuZVmsgPnPU++oGdmzd6HWkYlERCkG32BARESm5jleMZLU1ogFbWDp6eKW4S72KkIiIiIRFUvVUMs94kRwXQ7ddP/D1t196HemgVIREREQkbFp3688vbe/g4py7uekHWLG5Yt+YVUVIREREwuqIi+7EtTiK9Gw/N709mxx/xd1FpiIkIiIiYRXjM54Y1JWUxFi2rv6Vb8c/4XWkA4r1OoCIiIhUPY1Tq/HUyXXo/fllVFuaxaKpXWjf+0SvY+1HW4RERESkXBzXtyeLU48mxhw1P7+OnTu2eh1pPypCIiIiUm7aXfE8a60Bjd1Gfn3laq/j7EdFSERERMpN9ZTa7Dr1OfzO6LXzS6Z/8pLXkfahIiQiIiLl6tBeJzCt2XAA2k77B2tXLvE40Z9UhERERKTc9bzsIX6Na0eKZTDvrXvx5zmvIwEqQiHpXmMiIiLhFRsXT43BY3nBncP12y5g1KSlXkcCVIRC0r3GREREwq9xy/bUP+t+cojlya9/Y87qHV5HUhESERGRyDmraxPO6NIYy8th6vj78GdneppHRUhEREQixsy4/6xOvJQ0iutyxuH77WNP86gIiYiISETVrBZHwxNvYIL/GP6x60xWbPHuxqy6xYaIiIhEXPt+p/JL7qFc9cd8WtRJ9iyHtgiJiIiIJy7t24y06t5mUBESERGRqKUiJCIiIlFLRUhERESiloqQiIiIRC0VIREREYlaKkIiIiIStVSEREREJGqpCImIiEjUUhESERGRqKUiJCIiIlFLRSgEMxthZguBqV5nERERkfKjIhSCc26kc64D0NvrLCIiIlJ+VIREREQkasV6HaAy2LlzZ9jXmZOTQ0ZGBjt37iQuLi7s65cAzXNkaJ4jR3MdGZrnyCiveS7J39vmnAvbB1c1ZtYEWO11DhERESmVps65NUUNUBEqgpkZ0BjYFVw0ldDHDYVafrBlNQiUrKYF1l+eDpS9PN5fnLFFjdE8h29suOY51HIv5zlUnvJ878HGl/b14vxMF36un2n97ijr+6NlnmsAa91Bio52jRUhOHl7m6SZ5Tnn9tveFmr5wZYFOhYAu0KtM9wOlL083l+csUWN0TxXvHkOtdzLeS4qZ3m892DjS/t6cX6mQzzP/1I/08V8Tb87Sj62isxzsdang6VLZmQJlhd3WaSU9bNL8v7ijC1qjOY5fGPDNc+hlns5z2X9/JK+92DjS/t6cX5+K/M8l/T9+t0RmfdH8zzvR7vGPGJmKcAOoGak/gUdjTTPkaF5jhzNdWRoniOjIsyztgh5Jwv4Z/BPKT+a58jQPEeO5joyNM+R4fk8a4uQiIiIRC1tERIREZGopSIkIiIiUUtFSERERKKWipCIiIhELRUhERERiVoqQhWcmaWZ2SQzW2hmc83sfK8zVWVm9oGZbTOzd73OUpWY2UAz+9XMfjOz4V7nqar081v+9Ds5Msws1cymm9lsM5tvZleW22fp9PmKzcwaAQ2cc7PNrCEwA2jrnEv3OFqVZGbHELg/zeXOufO8TVM1mFkssBA4lsCF02YAhzvntngarArSz2/50+/kyDCzGCDBOZdhZsnAfKBnefze0BahCs45t845Nzv49XpgM1Db01BVmHNuEpG7aWi06A0scM6tcc7tBj4HBnicqUrSz2/50+/kyHDO+Z1zGcGnCYAFH2GnIlRGZtbfzD42s7Vm5szsrBBjRpjZCjPLNLMpZlaqOwybWQ8gxjm3qqy5K6NIzrX8KQzz3pgCNy8Oft2knGNXOvr5joxwznO0/04uSjjmObh7bA6Bu9M/5pzbXB5ZVYTKLhmYA4wI9aKZXQA8QeAS4t2DYyeaWf0CY/L3gRZ+NC4wpjbwKnBVOX4vFV1E5lr2U+Z5l2LRPEdGWOZZv5MPqszz7Jzb7pzrArQEBptZg3JJ6pzTI0wPwAFnFVo2BXi2wHMfgX8R31WC9SYAPwCXev09VpRHec118H3HAO96/T1WxEdp5h04HPigwOtPAYO9/l4q8qMsP9/6+S3/edbv5MjMc6HxzwHnlUc+bREqR2YWD/QAvs5f5pzLCz7vV8x1GDAW+NY591o5xKwSwjHXUnLFnPepQCcza2Jm1YFTgImRzlqZ6ec7Moozz/qdXHbFnOcGZlYj+HVNoD/wa3nkUREqX3WBGGBDoeUbgIbFXMcRwAXAWcHdOrPNrHMYM1YV4ZhrzOxr4B3gVDNbbWb6S6ZoB51351wucCvwHTAbeNzpjLGSKtbPt35+y6w486zfyWVXnHluDvwYPEboR+AZ59y88ggTWx4rlfBxzv2ECmvEOOdO8DpDVeSc+wj4yOscVZ1+fsuffidHhnNuKtA1Ep+l/5jlazPgBwof4NUAWB/5OFWa5tobmvfI0DxHhuY5MirUPKsIlSPnXDaBi20dn7/MzHzB5794lasq0lx7Q/MeGZrnyNA8R0ZFm2ftGiuj4MGfrQssamlmXYGtzrk/CJweOM7MphM4aPQmAqcVjolw1EpPc+0NzXtkaJ4jQ/McGZVqnr0+ra6yPwicqupCPMYWGHM9sBLIInDKYB+vc1fGh+Za816VH5pnzXNVelSmeda9xkRERCRq6RghERERiVoqQiIiIhK1VIREREQkaqkIiYiISNRSERIREZGopSIkIiIiUUtFSERERKKWipCIiIhELRUhERERiVoqQiIiZWBm8Wa21MwOL6f1TzKzp0r53rpmttHMmoY5lkiVoSIkInuZ2VgzcyEerQ/+7qh1DbDcOfdzJD/UzL4zs+FFjXHObQZeBf4ZmVQilY+KkIgU9gXQqNBjeeFBZhYf4VwVjpkZgRtHvnKQcXFh/tzawBHAx8UYPga4OPgeESlERUhECstyzq0v9PAHd9E8a2ZPmdlmYCKAmXUys8/NbLeZbTCz18ysbv7KzCzZzF4Nvr7OzG4tvLsnuNXprIIhzGy7mQ0p8DzNzCYEl281s/+aWYsCr481sw/N7Lbg52wxs5EFS4iZJZjZI2a2ysyygru0rrCApWZ2W6EMXQ+yRawHcAjwaYH3tAi+5wIz+97MMgkUkTpm9qaZrTGzDDObZ2YXFfq8/ebqAJ97GjDTObfBzGqZ2RtmtsnM9pjZb2Y2NH+gc24BsBY4+wDrEolqKkIiUhKXA9kEtkZcY2apwLfALKAncDLQAJhQ4D2PAUcDZwIDgGOA7iX50GCZmQjsAo4Kfv5u4ItCW6aOJVBMjg1mHRJ85HsVuAi4AWgPXA3sds45YDQwlH0NBX5wzi09QLSjgCXOuV0hXvsX8J/g50wEEoEZBEpMJ+BF4DUz613gPcWdqzOA/wa/vh/oAJwS/Kxrgc2Fxk8NZhWRQmK9DiAiFc5AM9td4Pnnzrnzg1//5py7I/8FM/s7MMs5d3eBZcOAVWbWlsCWiCuAS5xz3wRfvxxYXcJMFxD4h9vwYGkhuNVjO4Gy8GVw3DbgeuecH1hsZp8CxwMvBfMMAk50zn0dHL+swGeMBe4zs97OuanB8jUY2GcrUSHNg99jKE85594vtOzfBb5+xsxOCmaaambVKcZcmVkCgcJ5b3BRMwL/DaYHn68IkWUt0K2I70MkaqkIiUhh3xHYqpAvvcDXMwqN7QIcW6g45TsEqAbEA1PyFzrntprZryXM1AVoDewKHJazV2Lwc/ItCJagfOuAzsGvuwJ+4PtQH+CcWxssTsMIbEE5HUgA3ikiVzUg8wCvTS/4xMxigLsJFJ8mBOYlAcgIDjmE4s3VccDG4C4vgFHAe2bWnUAh/DDEgdt7gKQivg+RqKUiJCKFpRexKyi90PPqBA7YvTPE2HUEyktxOMAKLSt4gHF1AiXs4hDv3VTg65wQ680/BGBPMXK8TGB31c0Edou97ZzLKGL8Zv4sWoUVnqvbgRuBm4B5wdefIlB+SuIM4KP8J865z82sOXAqcCLwjZmNdM4V3JJVm33nSUSCdIyQiJTFTKAjsMI5t7TQIx34nUA56ZP/BjOrBbQttJ5NBM5Oyx/Thn23YMwE2hDYElL4c3YUM+s8Ar/zji5izGcECsq1BHY/jT7IOmcB7azQZqoDOAL4r3PudefcHAK75QrOw0HnKvg5p/Pn8UEAOOc2OefGOecuIVC0rir02Z2CWUWkEBUhESmLkQS2NrxpZr3M7BAzO8nMxphZjHNuN4FTyx8zs+PMrBOBY3HyCq3nW+B6M+tmZj2B59l3684bBLa+/NfMjjKzlmZ2jJk9bcW8WKBzbgUwDhhtZmcVWMegAmP8wXwPEzge6peDrPY7AlurOhYjwm/AiWZ2uJm1B14gcGB5/mcXZ656ECiIP+UvMLP7zOxMM2ttZh2BgcCiAq8nBd/3JSKyHxUhESk159xaAls6Ygj8RTuPwO6e7fz5F/jtwI8EdqF9TeAv8cLHGt0KrAqOG0/goOK9u6SCu6f6A38A7xP4i/4VAscI7SxB5GuBd4HngMXAS0ByoTGvENhdNeZgK3PObQE+IPQuu8IeILBlayIwCVgPfFhozMHm6kzgM+dcboFl2QSK21zgBwLHQV1Y6D1/OOd+LEZGkahjwRMwREQixswmAbOdczd5HGU/ZnYU8A2Q5pzbUIzxhwFfAYcEt+qUZ7a5wAPOuQkHHfzneyYDTzvnxpdfMpHKS1uERETYe7HFpgROS3+nOCUIwDk3l8DB4i3LMV7+lbzfAz4vwXvqEtiC9mZ55RKp7LRFSEQiriJuEbLAVaxfAWYDZzjn1ngaSEQiQkVIREREopZ2jYmIiEjUUhESERGRqKUiJCIiIlFLRUhERESiloqQiIiIRC0VIREREYlaKkIiIiIStVSEREREJGr9P+x+aCPiv0tIAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = (1e-2, 1e3)\n",
    "fig, ax = plt.subplots()\n",
    "fom.transfer_function.mag_plot(w, ax=ax, label='FOM')\n",
    "rom.transfer_function.mag_plot(w, ax=ax, linestyle='--', label='ROM')\n",
    "_ = ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "661d57c2",
   "metadata": {},
   "source": [
    "as well as Bode plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7c0c8f1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(6, 2, figsize=(8, 10), sharex=True, constrained_layout=True)\n",
    "fom.transfer_function.bode_plot(w, ax=axs)\n",
    "_ = rom.transfer_function.bode_plot(w, ax=axs, linestyle='--')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6371dfc",
   "metadata": {},
   "source": [
    "Also, we can plot the magnitude plot of the error system,\n",
    "which is again an LTI system.\n",
    "\n",
    "```{math}\n",
    "\\begin{align}\n",
    "    \\begin{bmatrix}\n",
    "        E & 0 \\\\\n",
    "        0 & \\hat{E}\n",
    "    \\end{bmatrix}\n",
    "    \\begin{bmatrix}\n",
    "        \\dot{x}(t) \\\\\n",
    "        \\dot{\\hat{x}}(t)\n",
    "    \\end{bmatrix}\n",
    "    & =\n",
    "    \\begin{bmatrix}\n",
    "        A & 0 \\\\\n",
    "        0 & \\hat{A}\n",
    "    \\end{bmatrix}\n",
    "    \\begin{bmatrix}\n",
    "        x(t) \\\\\n",
    "        \\hat{x}(t)\n",
    "    \\end{bmatrix}\n",
    "    +\n",
    "    \\begin{bmatrix}\n",
    "        B \\\\\n",
    "        \\hat{B}\n",
    "    \\end{bmatrix}\n",
    "    u(t), \\\\\n",
    "    y(t) - \\hat{y}(t)\n",
    "    & =\n",
    "    \\begin{bmatrix}\n",
    "        C & -\\hat{C}\n",
    "    \\end{bmatrix}\n",
    "    \\begin{bmatrix}\n",
    "        x(t) \\\\\n",
    "        \\hat{x}(t)\n",
    "    \\end{bmatrix}.\n",
    "\\end{align}\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c24a04e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "err = fom - rom\n",
    "_ = err.transfer_function.mag_plot(w)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c357c7e",
   "metadata": {},
   "source": [
    "and its Bode plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "227e815e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(6, 2, figsize=(8, 10), sharex=True, constrained_layout=True)\n",
    "_ = err.transfer_function.bode_plot(w, ax=axs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f18704f",
   "metadata": {},
   "source": [
    "Finally, we can compute the relative errors in different system norms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "527fd863",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relative Hinf error:   1.236e-06\n",
      "Relative H2 error:     6.797e-05\n"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "Relative Hankel error: 2.377e-06\n"
     ]
    }
   ],
   "source": [
    "print(f'Relative Hinf error:   {err.hinf_norm() / fom.hinf_norm():.3e}')\n",
    "print(f'Relative H2 error:     {err.h2_norm() / fom.h2_norm():.3e}')\n",
    "print(f'Relative Hankel error: {err.hankel_norm() / fom.hankel_norm():.3e}')"
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