{
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# State Feedback for Buck Converter\n",
    "This is an investigation into using state feedback with a simple buck converter.  Below is the simple model we will start with.  This ignores the fact that the actual converter is using a diode as the second switch in the diagram below.\n",
    "\n",
    "![image.png](attachment:e7eb8e6b-2372-4bc3-be8f-e98bb466a580.png)\n",
    "\n",
    "This is a state space averaged model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To do the state space averaging, we average the two switch positions.  The top switch is down $d_D(t)$ of the time, and open $1-d_D(t)$ of the time, and exactly one switch is open or closed at the same time.  This gives \n",
    "$$v_x(t) = \\begin{cases} \n",
    "      0, & d_D(t) \\le 0 \\\\\n",
    "      v_{IN}(t)d_D(t), & 0 \\le d_D(t) \\le 1 \\\\\n",
    "      v_{IN}(t) & d_D(t), \\ge 1 \n",
    "\\end{cases}\n",
    "$$\n",
    "We further assume $v_{IN}(t) = V_{IN}$ a constant voltage.  If we could adjust it, there would be no reason for the buck converter. We also assume $R_L$ is constant, which is more likely to be untrue, but for the testing Aaron and Kyle did it is constant.\n",
    "$$L\\dot {i_L}(t) = v_x(t) - v_O(t)$$\n",
    "$$C \\dot {v_C}(t) =i_L(t) - \\frac{v_O(t)}{R_L}$$\n",
    "$$\\begin{bmatrix} \\dot {i_L}(t) \\\\ \\dot {v_O}(t)  \\end{bmatrix} = \\begin{bmatrix} 0 && \\frac{-1}{L} \\\\ \\frac{1}{C} &&\\frac{-1}{R_LC}\\end{bmatrix} \\begin{bmatrix} {i_L(t)} \\\\ {v_O}(t) \\end{bmatrix} + \\begin{bmatrix} \\frac{V_{IN}}{L} \\\\ 0 \\end{bmatrix} d_D(t)$$\n",
    "$$v_O(t) = \\begin {bmatrix} 0 && 1\\end{bmatrix} \\begin{bmatrix} i_L(t) \\\\ v_O(t) \\end {bmatrix}$$\n",
    "\n",
    "Let's simulate placing the poles of this system."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are at least four big problems.  By playing with the script below you can see that just placing the poles anywhere is likely to give you a duty cycle outside of the allowed range (0,1).  We can use the LQR algoritym to emphasize that we want low input so the duty cycle will not get so big.  This works, but another problem is that the voltage needs to be overdamped so you don't overvoltage a device connected to the power supply when it is turned on.   The poles are almost always underdamped.  Another problem is that we are assuming the converter is in continuous conduction mode (CCM).  The current often shoots down to being negative, which cannot happen in the real circuit because of the diode causes a non-linear effect which requires a different small signal model and Q point.  The last problem is that the Arduino Nano that we are using to vary the duty cycle takes a while for multiplies.  This means the sample time is not as short as we would like.  This limits poles that are far into the left half plane, because we wouldn't have enough control times per decay to control it.  The script below explores the first three effects.  The upshot of this is that we cannot really pick the eigenvalues (poles) we want arbitrarilly.  Most will result in a non-linear system which means the idea of $e^{\\lambda t}$ eigenmodes are only approximate at best.  The non-linear nature of the duty cycle is really troublesome, because feedback works pretty well when you have a gain that varies, but it cannot be zero, because zero multiplied by anything is still zero, which shuts down the control loop. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A =\n",
      "\n",
      "            0  -1.0000e+03\n",
      "   1.0000e+04  -3.8462e+02\n",
      "\n",
      "B =\n",
      "\n",
      "   10000\n",
      "       0\n",
      "\n",
      "C =\n",
      "\n",
      "   0   1\n",
      "\n",
      "R = 1.0000e+10\n",
      "G =\n",
      "\n",
      "   1.4319e-08  -5.0000e-11\n",
      "\n",
      "eigs =\n",
      "\n",
      "   -192.3 + 3156.4i\n",
      "   -192.3 - 3156.4i\n",
      "\n",
      "\n",
      "sf_sys.a =\n",
      "               x1          x2\n",
      "   x1  -0.0001432       -1000\n",
      "   x2       1e+04      -384.6\n",
      "\n",
      "sf_sys.b =\n",
      "       u1\n",
      "   x1   1\n",
      "   x2   1\n",
      "\n",
      "sf_sys.c =\n",
      "       x1  x2\n",
      "   y1   0   1\n",
      "\n",
      "sf_sys.d =\n",
      "       u1\n",
      "   y1   0\n",
      "\n",
      "Continuous-time model.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear all; close all;\n",
    "pkg load control;\n",
    "available_graphics_toolkits();\n",
    "graphics_toolkit(\"gnuplot\")\n",
    "L = 1e-3; % 1 mH\n",
    "C = 100e-6; % 100 uF\n",
    "RL = 26; % Ohms\n",
    "VIN = 10;\n",
    "Duty = 0.5;\n",
    "A = [[0 -1/L];[1/C -1/(RL*C)]]\n",
    "B = [VIN/L; 0]\n",
    "C = [0 1]\n",
    "D = 0;\n",
    "sys = ss(A,B,C,D);\n",
    "%poles = [-101 -100]  % What happens if you manually place poles...\n",
    "%G = place(A,B,poles)\n",
    "Q = [[1 0];[0 1]];\n",
    "R = 10000000000\n",
    "G = lqr(sys, Q, R)\n",
    "eigs = eig(A-B*G)\n",
    "sf_sys = ss(A-B*G, ones(size(B)),C,0)\n",
    "t=0:0.0001:0.05;\n",
    "%lsim(sys, zeros(size(t)), t, [0; -5]);\n",
    "[y,tOut,x] = lsim(sf_sys, zeros(size(t)), t, [0; -5]);\n",
    "%plot(tOut,x)\n",
    "%title('States')\n",
    "%legend('Inductor Current', 'Output Voltage')\n",
    "x = x';\n",
    "figure(1)\n",
    "BGx = B*G*x;\n",
    "BGx = BGx(1,:);\n",
    "plot(tOut, BGx+Duty);\n",
    "xlabel('Time (s)')\n",
    "title('Duty Cycle Assuming Linearity')\n",
    "set(gcf,'Visible','on')\n",
    "figure(2)\n",
    "plot(tOut, x(1,:)+VIN/RL)\n",
    "title('Total Inductor Current')\n",
    "xlabel('Time (s)')\n",
    "set(gcf,'Visible','on')\n",
    "figure(3)\n",
    "plot(tOut, x(2,:)+VIN*Duty)\n",
    "title('Total Output Voltage')\n",
    "xlabel('Time (s)')\n",
    "set(gcf,'Visible','on')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "This results above shows we need to do a non-linear simulation to see what really happens when we use this feedback.  We won't get the pole locations we want, but at least we might be able to see what we get.  In general we need to change the pole locations in a way to keep the duty cycle between zero and one.  The code below simulates what happens due to the duty cycle clipping, but does not incorporate discontinuous conduction mode (DCM).  If the current goes negative, then the results are wrong."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ans = -110.68\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "% sim_buck_nonlinear.m\n",
    "pkg load control\n",
    "  pkg load miscellaneous % for the clip() function\n",
    "function [t, x] = sim_buck_nonlinear\n",
    "    Trun = .1;\n",
    "    T = 1/10000;\n",
    "    t = 0:T:Trun;\n",
    "    [t, x] = ode45(@rhs, t, [0; -5]);\n",
    "    plot(t, x)\n",
    "    legend('\\i_L', '\\v_O')\n",
    "    title('Buck Converter CCM With 0<d<1')\n",
    "endfunction\n",
    "function dxdt = rhs(t, x)\n",
    "  L = 1e-3; % 1 mH\n",
    "  C = 100e-6; % 100 uF\n",
    "  RL = 26; % Ohms\n",
    "  VIN = 10;\n",
    "  Duty = 0.5;\n",
    "  A = [[0 -1/L];[1/C -1/(RL*C)]];\n",
    "  B = [VIN/L; 0];\n",
    "  poles = [-200 -100];\n",
    "  G = place(A,B,poles);\n",
    "  dxdt = (A*x-clip(B*G*x, [-.5, .5]));\n",
    "endfunction\n",
    "\n",
    "\n",
    "[tOut, x] = sim_buck_nonlinear;\n",
    "L = 1e-3; % 1 mH\n",
    "C = 100e-6; % 100 uF\n",
    "RL = 26; % Ohms\n",
    "VIN = 10;\n",
    "Duty = 0.5;\n",
    "A = [[0 -1/L];[1/C -1/(RL*C)]];\n",
    "B = [VIN/L; 0];\n",
    "poles = [-200 -100];\n",
    "G = place(A,B,poles);\n",
    "x = x';\n",
    "figure(1)\n",
    "BGx = B*G*x;\n",
    "BGx = -clip(B*G*x, [-.5, .5]);\n",
    "plot(tOut, BGx+Duty);\n",
    "xlabel('Time (s)')\n",
    "title('Duty Cycle Assuming Linearity')\n",
    "set(gcf,'Visible','on')\n",
    "figure(2)\n",
    "plot(tOut, x(1,:)+VIN/RL)\n",
    "title('Total Inductor Current')\n",
    "xlabel('Time (s)')\n",
    "set(gcf,'Visible','on')\n",
    "figure(3)\n",
    "plot(tOut, x(2,:)+VIN)\n",
    "title('Total Output Voltage')\n",
    "xlabel('Time (s)')\n",
    "set(gcf,'Visible','on')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "Note that at least with these poles, the current is in DCM, so the model is not right. The output is still underdamped, but the diode will help us in this case, because it will choke all those negative currents that cause the oscillation.  My hope is that if we incorporated DCM into the model, it would at least match the real world.  The best thing to do is to tweak the actual device until you like the response (sad).  :-) "
   ]
  },
  {
   "attachments": {
    "3653ba98-86e9-45d7-a92b-0cb31846cd65.png": {
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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aaron Sturtevant's measurements indicate that the Thevenin resistance of the source has significant effect on the system.  For this reason it would be good to develop a third order model that incorperates the input capacitance and the Thevenin resistance of the source.  \n",
    "![image.png](attachment:3653ba98-86e9-45d7-a92b-0cb31846cd65.png)\n",
    "![image.png](attachment:4867cd2a-0cb6-4052-9521-bd5deec85635.png)\n",
    "The next step is to implement this in octave."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "language": "octave",
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   "help_links": [
    {
     "text": "GNU Octave",
     "url": "https://www.gnu.org/software/octave/support.html"
    },
    {
     "text": "Octave Kernel",
     "url": "https://github.com/Calysto/octave_kernel"
    },
    {
     "text": "MetaKernel Magics",
     "url": "https://metakernel.readthedocs.io/en/latest/source/README.html"
    }
   ],
   "mimetype": "text/x-octave",
   "name": "octave",
   "version": "6.1.1~hg.2021.01.26"
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 },
 "nbformat": 4,
 "nbformat_minor": 4
}
