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    Transfer Function Analysis and Perfect Tracking
  
        
  
    
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  | { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/ekellbuch/690a5ae74d76e4e4cacd1d718f18e706/transfer-function-analysis-and-perfect-tracking.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# Import necessary libraries\n", | |
| "import numpy as np\n", | |
| "import scipy.signal as sig\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "# Configure plots for better readability\n", | |
| "plt.rcParams['figure.figsize'] = [10, 6]\n", | |
| "plt.rcParams['font.size'] = 12" | |
| ], | |
| "metadata": { | |
| "id": "bPcPVfr5oPpb" | |
| }, | |
| "execution_count": 1, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Section 1: Introduction to Transfer Functions\n", | |
| "\n", | |
| "\n", | |
| "A transfer function $H(s)$ is a cornerstone of classical control theory. It describes the relationship between the input and output of a linear time-invariant (LTI) system in the Laplace domain, assuming zero initial conditions.\n", | |
| "$$H(s) = \\frac{Y(s)}{X(s)}$$\n", | |
| "where:\n", | |
| "- $Y(s)$ is the Laplace transform of the output signal $y(t)$.\n", | |
| "- $X(s)$ is the Laplace transform of the input signal $x(t)$.\n", | |
| "- $(s=\\sigma + jw)$ is the complex frequency available. Here $\\sigma$ is referred to as the gain, and it is the real part which tells us about the growth and decay and $\\omega$ is the imaginary part and tells us about the oscillations. So s describes both how fast a signal grows or decays, and how fast it oscillates.\n", | |
| "\n", | |
| "**Why use Transfer Functions?** \\\\\n", | |
| "The transfer function tells us everything about how that system will behave for any input. Two LTI systems with the same transfer function are identical in their input-output behavior. While the Laplace transform takes us from the time domain h(t) to the s-domain H(s), the Inverse Laplace Transform takes us back from H(s) to h(t). The Laplace transform and its inverse ensure that properties in one domain have direct correspondents in the other. In turn,\n", | |
| "- **System Characterization:** Provides a concise algebraic model of system dynamics.\n", | |
| "- **Stability Analysis:** Poles of $H(s)$ determine system stability.\n", | |
| "- **Frequency Response:** $H(j\\omega)$ shows how the system responds to different frequencies.\n", | |
| "- **Controller Design:** Essential for designing feedback controllers.\n", | |
| "- **Time-Domain Response:** Can be used to predict output for various inputs (e.g., step, impulse)." | |
| ], | |
| "metadata": { | |
| "id": "f_8quLhlomZt" | |
| } | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Section 2: System Analysis with Transfer Functions\n", | |
| "Most LTI systems have transfer functions $H(s)$ that can be expressed as the ratio of two polynomials\n", | |
| "$$H(s) = \\frac{Y(s)}{X(s)} = \\frac{N(s)}{D(s)}$$\n", | |
| "## 2.1 Poles and Zeros\n", | |
| "- **Zeros:** Roots of the numerator polynomial $N(s)$. Frequencies where the system's response is zero or attenuated.\n", | |
| "- **Poles:** Roots of the denominator polynomial $D(s)$ (characteristic equation). Frequencies where the transfer function magnitude theoretically goes to infinity. They determine the system's natural modes and stability.\n", | |
| "\n", | |
| "\n", | |
| "As s → p (a pole): $\\mid H(s) \\mid = \\mid \\frac{N(s)}{D(s)} \\mid = \\frac{N(s)}{0}$ so assuming N(p) is not zero, $\\mid H(s)\\mid$ goes to infinity. So the system is unstable.\n", | |
| "Generally\n", | |
| "\n", | |
| "- If $s=jω$: We looking at how the system behaves at a specific frequency.\n", | |
| "- If the system has a pole $p=\\sigma + j \\omega$ and $Re(p) > 0$: the system is trying to grow (unstable).\n", | |
| "- If the system has a pole $p$ and $Re(p) < 0$: The system is trying to decay (stable).\n", | |
| "\n", | |
| "A system is **stable** if all its poles lie in the left-half of the complex plane (LHP), i.e., have negative real parts.\n", | |
| "If any pole is in the right-half plane (RHP) or on the imaginary axis (repeated poles), the system is unstable.\n" | |
| ], | |
| "metadata": { | |
| "id": "-ntJxDayoxeN" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "#@title Section 3: Visualizing Transfer Functions in Python\n", | |
| "# In Python, we typically use the `scipy.signal.TransferFunction` class.\n", | |
| "# It takes the numerator and denominator polynomial coefficients as arguments.\n", | |
| "\n", | |
| "\n", | |
| "print(\"Example: H(s) = (s + 1) / (s^2 + 2s + 5)\")\n", | |
| "num = [1, 1] # Coefficients for s + 1\n", | |
| "den = [1, 2, 5] # Coefficients for s^2 + 2s + 5\n", | |
| "\n", | |
| "H_main_example = sig.TransferFunction(num, den) # Renamed to avoid conflict later\n", | |
| "print(\"Transfer Function H(s):\")\n", | |
| "print(H_main_example)\n", | |
| "\n", | |
| "\n", | |
| "# Using H_main_example(s) = (s + 1) / (s^2 + 2s + 5)\n", | |
| "print(\"For H(s):\")\n", | |
| "print(\"Zeros:\", H_main_example.zeros)\n", | |
| "print(\"Poles:\", H_main_example.poles)\n", | |
| "\n", | |
| "# Plotting poles and zeros\n", | |
| "plt.figure()\n", | |
| "plt.scatter(np.real(H_main_example.poles), np.imag(H_main_example.poles), marker='x', color='red', s=100, label='Poles')\n", | |
| "plt.scatter(np.real(H_main_example.zeros), np.imag(H_main_example.zeros), marker='o', color='blue', s=100, facecolors='none', label='Zeros')\n", | |
| "plt.axvline(0, color='black', lw=0.5)\n", | |
| "plt.axhline(0, color='black', lw=0.5)\n", | |
| "plt.grid(True, which='both', linestyle='--', alpha=0.7)\n", | |
| "plt.xlabel('Real Axis ($\\sigma$)')\n", | |
| "plt.ylabel('Imaginary Axis ($j\\omega$)')\n", | |
| "plt.title('Pole-Zero Plot for H_main_example(s)')\n", | |
| "plt.legend()\n", | |
| "plt.axis('equal') # Ensure aspect ratio is equal for better visualization\n", | |
| "plt.show()\n", | |
| "\n", | |
| "# Stability check for H_main_example(s)\n", | |
| "if np.all(np.real(H_main_example.poles) < 0):\n", | |
| " print(\"H(s) is stable.\")\n", | |
| "else:\n", | |
| " print(\"H(s) is unstable.\")\n", | |
| "\n", | |
| "\n", | |
| "# Using G(s) = 1 / (s^2 + s + 1)\n", | |
| "# Example:\n", | |
| "print(\"\\n Another example: G(s) = 1 / (s^2 + s + 1)\")\n", | |
| "\n", | |
| "num_g = [1]\n", | |
| "den_g = [1, 1, 1]\n", | |
| "G = sig.TransferFunction(num_g, den_g)\n", | |
| "print(\"\\nTransfer Function H(s):\")\n", | |
| "print(G)\n", | |
| "\n", | |
| "print(\"\\nFor G(s):\")\n", | |
| "print(\"Zeros:\", G.zeros) # Will be an empty array for this system\n", | |
| "print(\"Poles:\", G.poles)\n", | |
| "\n", | |
| "if np.all(np.real(G.poles) < 0):\n", | |
| " print(\"G(s) is stable.\")\n", | |
| "else:\n", | |
| " print(\"G(s) is unstable.\")" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "id": "Rzyr_JPGM5UF", | |
| "outputId": "a1c6793f-9564-450f-ea78-4ac704ba291b" | |
| }, | |
| "execution_count": 2, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Example: H(s) = (s + 1) / (s^2 + 2s + 5)\n", | |
| "Transfer Function H(s):\n", | |
| "TransferFunctionContinuous(\n", | |
| "array([1., 1.]),\n", | |
| "array([1., 2., 5.]),\n", | |
| "dt: None\n", | |
| ")\n", | |
| "For H(s):\n", | |
| "Zeros: [-1.]\n", | |
| "Poles: [-1.+2.j -1.-2.j]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x600 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "H(s) is stable.\n", | |
| "\n", | |
| " Another example: G(s) = 1 / (s^2 + s + 1)\n", | |
| "\n", | |
| "Transfer Function H(s):\n", | |
| "TransferFunctionContinuous(\n", | |
| "array([1.]),\n", | |
| "array([1., 1., 1.]),\n", | |
| "dt: None\n", | |
| ")\n", | |
| "\n", | |
| "For G(s):\n", | |
| "Zeros: []\n", | |
| "Poles: [-0.5+0.8660254j -0.5-0.8660254j]\n", | |
| "G(s) is stable.\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "#Section 3: Summary of Common System Analysis Plots\n", | |
| "\n", | |
| "| Plot Type | Shows... | Useful For |\n", | |
| "| ---------------- | ---------------------------------------------- | ------------------------- |\n", | |
| "| Bode Magnitude | How much system scales input at each frequency | Filtering, gain tuning |\n", | |
| "| Bode Phase | How much delay/lead the output has | Stability, control design |\n", | |
| "| Step Response | How the system responds to sudden change | Time constants, overshoot |\n", | |
| "| Impulse Response | System's natural time-domain fingerprint | Convolution, system ID |\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "### Frequency Response\n", | |
| "The frequency response of a system describes its steady-state response to sinusoidal inputs. It's obtained by evaluating $H(s)$ at $s = j\\omega$.\n", | |
| "- **Bode Plot:** Shows magnitude (in dB) and phase (in degrees) of $H(j\\omega)$ versus frequency $\\omega$. The magnitue tells you how much the system scales the input at each frequency. The phase plot tells you how much your system leads or lags the input.\n", | |
| "- **Nyquist Plot:** A parametric plot of $Re\\{H(j\\omega)\\}$ versus $Im\\{H(j\\omega)\\}$ as $\\omega$ varies. Useful for stability analysis of closed-loop systems (Nyquist stability criterion). The Nyquist stability criterion uses the shape of this plot (specifically, how it encircles a critical point, usually -1) to tell you if the closed-loop system will be stable or unstable.\n", | |
| "\n", | |
| "### Time-Domain Response\n", | |
| "We can analyze how the system responds to standard test inputs:\n", | |
| "- **Impulse Response:** Output $y(t)$ when the input $x(t)$ is a Dirac delta function $\\delta(t)$. $Y(s) = H(s)$ since $X(s)=1$. It is the output of the system, y(t), when you give it an incredibly short, infinitely strong \"kick\" as an input.\n", | |
| "- **Step Response:** Output $y(t)$ when the input $x(t)$ is a unit step function $u_{step}(t)$. $Y(s) = H(s)/s$ since $X(s)=1/s$.It is the system's reaction to a sudden, sustained Change.\n" | |
| ], | |
| "metadata": { | |
| "id": "FQucabeRqPQN" | |
| } | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Section 4: Example: Sinusoidal Input\n", | |
| "\n", | |
| "Suppose we apply a sinusoidal input to a linear time-invariant (LTI) system:\n", | |
| "$u(t) = A \\sin(\\omega_0 t)$\n", | |
| "\n", | |
| "\n", | |
| "The system's output $ y(t)$ consists of two parts:\n", | |
| "\n", | |
| "#### 1. **Transient Response**\n", | |
| "- Caused by the system’s initial conditions and its internal dynamics.\n", | |
| "- Determined by the **poles** of the system (roots of the denominator of \\( H(s) \\)).\n", | |
| "- If the system is **stable** (all poles in the left-half plane), the transient response **decays to zero** over time.\n", | |
| "\n", | |
| "#### 2. **Steady-State Response**\n", | |
| "- After transients die out, the system settles into a sinusoidal output:\n", | |
| "$y_{\\text{ss}}(t) = A \\cdot |H(j\\omega_0)| \\cdot \\sin(\\omega_0 t + \\angle H(j\\omega_0))$\n", | |
| "- It has the **same frequency** $\\omega_0 $ as the input.\n", | |
| "- But the **amplitude is scaled** by $ |H(j\\omega_0)| $, and the **phase is shifted** by $ \\angle H(j\\omega_0) $.\n", | |
| "\n", | |
| "The transfer function $ $H(j\\omega_0) $ tells us how the system **modifies amplitude and phase** of sinusoids at any frequency \\( \\omega_0 \\).\n", | |
| "\n", | |
| "**Role of Zeros:**\n", | |
| "A **zero** at \\( s = z_0 \\) means the system **blocks signals at that frequency**.\n", | |
| "\n", | |
| "- If a system has a zero at $s=z_0$, then $H(j \\omega) = 0$. This means that an input like $ u(t) = \\sin(\\omega_z t) $ will produce **no steady-state output** at that frequency. The system completely **cancels it out**. This is like a **notch filter** that removes energy at a specific frequency.\n", | |
| "\n", | |
| "- If a system has zeros on the imaginary axis, say at $s = \\pm j\\omega_z$, and the input is $u(t) = \\sin(\\omega_z t)$, then $H(j\\omega_z) = 0$. The system **blocks** this frequency, and the steady-state response is zero.\n", | |
| "\n" | |
| ], | |
| "metadata": { | |
| "id": "QhUp8J8lpcWR" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "#@title Sinusoidal Input and Effect of Zeros\n", | |
| "#@markdown\n", | |
| "#@markdown Let's consider a system $H_{example}(s) = \\frac{s^2 + \\omega_z^2}{s^2 + 2s + 5}$.\n", | |
| "#@markdown This system has zeros at $s = \\pm j\\omega_z$ and stable poles at $s = -1 \\pm j2$.\n", | |
| "#@markdown If we choose $\\omega_z = 1.5$ rad/s, the zeros are at $s = \\pm j1.5$.\n", | |
| "\n", | |
| "\n", | |
| "omega_z = 1.5 # rad/s, frequency of the zeros\n", | |
| "num_example = [1, 0, omega_z**2] # s^2 + omega_z^2\n", | |
| "den_example = [1, 2, 5] # s^2 + 2s + 5\n", | |
| "H_example = sig.TransferFunction(num_example, den_example)\n", | |
| "\n", | |
| "print(f\"H_example(s) = {H_example}\")\n", | |
| "print(f\"Zeros of H_example(s): {H_example.zeros}\") # Should be approx +/- j*omega_z\n", | |
| "print(f\"Poles of H_example(s): {H_example.poles}\") # Should be -1 +/- j2\n", | |
| "\n", | |
| "# Time vector for simulation\n", | |
| "t_sim = np.linspace(0, 30, 1000) # Simulate for a longer time to see steady-state\n", | |
| "\n", | |
| "# Case 1: Input frequency matches the system's zero frequency\n", | |
| "omega_input1 = omega_z\n", | |
| "u1 = np.sin(omega_input1 * t_sim)\n", | |
| "tout1, y1, xout1 = sig.lsim(H_example, U=u1, T=t_sim)\n", | |
| "\n", | |
| "# Case 2: Input frequency is different from the system's zero frequency\n", | |
| "omega_input2 = 2.5 # A different frequency\n", | |
| "u2 = np.sin(omega_input2 * t_sim)\n", | |
| "tout2, y2, xout2 = sig.lsim(H_example, U=u2, T=t_sim)\n", | |
| "\n", | |
| "# Plotting results\n", | |
| "plt.figure(figsize=(12, 10))\n", | |
| "\n", | |
| "plt.subplot(2, 1, 1)\n", | |
| "plt.plot(tout1, u1, 'b--', label=f'$u_1(t) = \\sin({omega_input1:.1f}t)$ (Input)')\n", | |
| "plt.plot(tout1, y1, 'r-', label='$y_1(t)$ (Output)')\n", | |
| "plt.title(f'Response to Sinusoid at Zero Frequency ($\\omega_z = {omega_z:.1f}$ rad/s)')\n", | |
| "plt.xlabel('Time (s)')\n", | |
| "plt.ylabel('Amplitude')\n", | |
| "plt.legend()\n", | |
| "plt.grid(True)\n", | |
| "\n", | |
| "plt.subplot(2, 1, 2)\n", | |
| "plt.plot(tout2, u2, 'b--', label=f'$u_2(t) = \\sin({omega_input2:.1f}t)$ (Input)')\n", | |
| "plt.plot(tout2, y2, 'g-', label='$y_2(t)$ (Output)')\n", | |
| "plt.title(f'Response to Sinusoid at Different Frequency ($\\omega = {omega_input2:.1f}$ rad/s)')\n", | |
| "plt.xlabel('Time (s)')\n", | |
| "plt.ylabel('Amplitude')\n", | |
| "plt.legend()\n", | |
| "plt.grid(True)\n", | |
| "\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()\n", | |
| "\n", | |
| "print(f\"\\nNote for $\\omega = \\omega_z = {omega_z:.1f}$ rad/s: The output y1(t) decays to zero in steady-state.\")\n", | |
| "print(\"This is because the input frequency matches the system's zero on the imaginary axis, causing H(j\\omega_z) = 0.\")\n", | |
| "print(f\"The Laplace transform of the output is Y(s) = H_example(s) * U(s) = (s^2+w_z^2)/(s^2+2s+5) * w_z/(s^2+w_z^2) = w_z/(s^2+2s+5).\")\n", | |
| "print(f\"The inverse Laplace transform is y(t) = ({omega_z}/2) * exp(-t) * sin(2t), which clearly decays to zero.\")\n", | |
| "print(f\"\\nNote for $\\omega = {omega_input2:.1f}$ rad/s: The output y2(t) is a sustained sinusoid at the input frequency.\")\n", | |
| "print(\"This is because H(j\\omega) is non-zero for this frequency.\")\n" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "id": "m4_tpDpqRR2J", | |
| "outputId": "89a7f09a-70f2-4c48-a926-924dc7624e55" | |
| }, | |
| "execution_count": 3, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "H_example(s) = TransferFunctionContinuous(\n", | |
| "array([1. , 0. , 2.25]),\n", | |
| "array([1., 2., 5.]),\n", | |
| "dt: None\n", | |
| ")\n", | |
| "Zeros of H_example(s): [-0.+1.5j 0.-1.5j]\n", | |
| "Poles of H_example(s): [-1.+2.j -1.-2.j]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1200x1000 with 2 Axes>" | |
| ], | |
| "image/png": 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| |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "\n", | |
| "Note for $\\omega = \\omega_z = 1.5$ rad/s: The output y1(t) decays to zero in steady-state.\n", | |
| "This is because the input frequency matches the system's zero on the imaginary axis, causing H(j\\omega_z) = 0.\n", | |
| "The Laplace transform of the output is Y(s) = H_example(s) * U(s) = (s^2+w_z^2)/(s^2+2s+5) * w_z/(s^2+w_z^2) = w_z/(s^2+2s+5).\n", | |
| "The inverse Laplace transform is y(t) = (1.5/2) * exp(-t) * sin(2t), which clearly decays to zero.\n", | |
| "\n", | |
| "Note for $\\omega = 2.5$ rad/s: The output y2(t) is a sustained sinusoid at the input frequency.\n", | |
| "This is because H(j\\omega) is non-zero for this frequency.\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "#@title Bode Plot, Step and Impulse Responses\n", | |
| "\n", | |
| "print(\"For H_main_example(s) = (s + 1) / (s^2 + 2s + 5)\")\n", | |
| "w, mag, phase = sig.bode(H_main_example) # Frequencies, magnitude (dB), phase (deg)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "plt.subplot(2, 1, 1)\n", | |
| "plt.semilogx(w, mag)\n", | |
| "plt.ylabel('Magnitude (dB)')\n", | |
| "plt.title('Bode Plot of H(s): how')\n", | |
| "plt.grid(True, which='both', linestyle='--')\n", | |
| "\n", | |
| "plt.subplot(2, 1, 2)\n", | |
| "plt.semilogx(w, phase)\n", | |
| "plt.xlabel('Frequency (rad/s)')\n", | |
| "plt.ylabel('Phase (degrees)')\n", | |
| "plt.grid(True, which='both', linestyle='--')\n", | |
| "plt.show()\n", | |
| "\n", | |
| "\n", | |
| "# For H_main_example(s) = (s + 1) / (s^2 + 2s + 5)\n", | |
| "\n", | |
| "# Step Response\n", | |
| "t_step, y_step = sig.step(H_main_example)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "plt.plot(t_step, y_step)\n", | |
| "plt.xlabel('Time (s)')\n", | |
| "plt.ylabel('Output y(t)')\n", | |
| "plt.title('Step Response of H_main_example(s)')\n", | |
| "plt.grid(True)\n", | |
| "plt.show()\n", | |
| "\n", | |
| "# Impulse Response\n", | |
| "t_impulse, y_impulse = sig.impulse(H_main_example)\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "plt.plot(t_impulse, y_impulse)\n", | |
| "plt.xlabel('Time (s)')\n", | |
| "plt.ylabel('Output y(t)')\n", | |
| "plt.title('Impulse Response of H_main_example(s)')\n", | |
| "plt.grid(True)\n", | |
| "plt.show()\n" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "id": "Tf80KJT5qwyb", | |
| "outputId": "ab7317fe-11df-4440-b887-1831d8ef92a5" | |
| }, | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "For H_main_example(s) = (s + 1) / (s^2 + 2s + 5)\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x600 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x600 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x600 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" 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| "#Section 5: Perfect Tracking and Non-Minimum Phase Systems\n", | |
| "\n", | |
| "One of the central goals in control systems design is to make a system's output follow a desired trajectory as closely as possible — a concept known as tracking. In an ideal world, we’d like to achieve perfect tracking: the output exactly matches the input signal at all times. But certain system properties, like the presence of right-half-plane (RHP) zeros, fundamentally limit this ability. This section explores how and why non-minimum phase systems make perfect tracking impossible in practice, even if the system is otherwise stable.\n", | |
| "\n", | |
| "\n", | |
| "**Key Concepts:**\n", | |
| "- **Minimum Phase System:** A system whose zeros are all in the Left-Half Plane (LHP). Its inverse is stable.\n", | |
| "- **Non-Minimum Phase System:** A system with one or more zeros in the Right-Half Plane (RHP). Its inverse is unstable. RHP zeros often cause an initial response in the opposite direction of the desired steady-state output.\n", | |
| "\n", | |
| "| System Type | Perfect Tracking Feasible (Bounded Input)? | Explanation |\n", | |
| "|--------------------|--------------------------------------------|------------------------------------------------------------------------------------------------------------|\n", | |
| "| **Minimum Phase** | **Yes**, with bounded input | Internal (zero) dynamics are stable. The controller can track a smooth reference using bounded control. |\n", | |
| " | **Non-Minimum Phase**| **No**, not in general | Forcing output to track exactly excites unstable internal dynamics (from the unstable inverse). Control input often becomes unbounded. |\n", | |
| "\n", | |
| " **Conclusion:** Perfect tracking is generally only practical for minimum phase systems. For non-minimum phase systems, bounded-error tracking is a more realistic goal." | |
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| "## Example (II.2): Perfect Tracking Fails Due to Non-Minimum Phase\n", | |
| "\n", | |
| "We have a system described by the following differential equation:\n", | |
| "$$\\ddot{y} + 2\\dot{y} + 2y = -\\dot{u} + u$$\n", | |
| "* $y(t)$ is the system's actual output.\n", | |
| "* $\\dot{y}(t)$ and $\\ddot{y}(t)$ are the first and second time derivatives of the output (velocity and acceleration).\n", | |
| "* $u(t)$ is the control input we apply to the system.\n", | |
| "* $\\dot{u}(t)$ is the rate of change of our control input.\n", | |
| "\n", | |
| "2. **Tracking Goal:** Our goal is to design $u(t)$ so that e system's output $y(t)$ perfectly follow some desired path or trajectory, $y_d(t)$.\n", | |
| "\n", | |
| "Mathematically, we want $y(t) \\to y_d(t)$ as time $t \\to \\infty$. For \"perfect tracking,\" we'd ideally want $y(t) = y_d(t)$ for all $t \\ge 0$.\n", | |
| "\n", | |
| "---\n", | |
| "\n", | |
| "**Step 1: Attempting Perfect Tracking (Time-Domain Analysis)**\n", | |
| "\n", | |
| "Let's imagine we *could* force the system to achieve perfect tracking. What would the control input $u(t)$ have to be?\n", | |
| "\n", | |
| "1. **The \"Perfect Tracking\" Assumption:** If $y(t)$ perfectly equals $y_d(t)$ for all times $t \\ge 0$, then their derivatives must also be equal:\n", | |
| " * $\\dot{y}(t) = \\dot{y}_d(t)$\n", | |
| " * $\\ddot{y}(t) = \\ddot{y}_d(t)$\n", | |
| "\n", | |
| "2. **Substituting into the System Equation:** We replace $y$, $\\dot{y}$, and $\\ddot{y}$ in our system's differential equation with their desired counterparts $(y_d, \\dot{y}_d, \\ddot{y}_d)$:\n", | |
| "$$\\ddot{y}_d + 2\\dot{y}_d + 2y_d = -\\dot{u} + u$$\n", | |
| "This equation now defines the relationship that $u(t)$ and its derivative $\\dot{u}(t)$ must satisfy for perfect tracking to occur.\n", | |
| "\n", | |
| "3. **Rearranging for $u(t)$:** We want to isolate terms involving $u(t)$:\n", | |
| "$$\\dot{u} - u = -(\\ddot{y}_d + 2\\dot{y}_d + 2y_d)$$\n", | |
| "This is a first-order linear differential equation that describes the behavior of the *required control input* $u(t)$.\n", | |
| "\n", | |
| "4. **Analyzing the Behavior of the Required $u(t)$:**\n", | |
| "To understand the inherent characteristics of $u(t)$ governed by this equation, we look at its **homogeneous part**:\n", | |
| "$$\\dot{u} - u = 0$$\n", | |
| "This tells us how $u(t)$ would behave on its own, without the influence of the desired trajectory terms (which are represented on the right side of the full equation).\n", | |
| "\n", | |
| "To solve this equation, we assume a solution of the form $u(t) = Ce^{\\lambda t}$.\n", | |
| "\n", | |
| "Substituting this into\n", | |
| "$$\\dot{u} - u = 0 \\\\ C\\lambda e^{\\lambda t} - Ce^{\\lambda t} = 0 \\\\Ce^{\\lambda t}(\\lambda - 1) = 0$$\n", | |
| "For a non-trivial solution (where $C \\neq 0$), we need $\\lambda - 1 = 0$. This is the **characteristic equation**.\n", | |
| "\n", | |
| "5. **The Root and Its Implication:** The root of the characteristic equation is:\n", | |
| " $$\\lambda = 1$$\n", | |
| " This means the homogeneous solution for $u(t)$ contains a term $Ce^{\\lambda t} = Ce^{1t} = Ce^t$.\n", | |
| "\n", | |
| "6. **Why is this $e^t$ term problematic for $u(t)$?**\n", | |
| " * **Exponential Growth:** The term $e^t$ grows exponentially and without bound as time $t$ increases (e.g., $e^0=1, e^1 \\approx 2.7, e^5 \\approx 148, e^{10} \\approx 22000$, etc.).\n", | |
| " * **Unbounded Control Input:** The full solution for $u(t)$ will be the sum of this $Ce^t$ term (the homogeneous solution) and a particular solution that depends on $y_d(t)$ and its derivatives. Unless the constant $C$ is *exactly* zero (which is rarely guaranteed due to initial conditions or tiny disturbances), this $e^t$ component will dominate, causing the required control input $u(t)$ to grow infinitely large.\n", | |
| " * **Physical Impossibility:** Real-world actuators (motors, valves, power supplies) cannot produce an infinitely large control signal. They have physical limitations on force, voltage, current, etc.\n", | |
| " \n", | |
| "This \"perfect tracking by direct substitution\" approach dictates a control input $u(t)$ that is inherently unstable (it includes an $e^t$ mode). Therefore, achieving perfect tracking this way requires an unrealistic and physically impossible control effort.\n", | |
| "\n", | |
| "---\n", | |
| "\n", | |
| "**Step 2: Transfer Function Analysis (Frequency-Domain Perspective)**\n", | |
| "\n", | |
| "Let's look at the system from a different angle using Laplace transforms, which helps us understand its frequency-domain characteristics.\n", | |
| "\n", | |
| "1. **Laplace Transform of the System Equation:** Taking the Laplace transform of the original system equation $\\ddot{y} + 2\\dot{y} + 2y = -\\dot{u} + u$ (assuming zero initial conditions for simplicity when finding the transfer function):\n", | |
| " * $L\\{\\ddot{y}\\} = s^2Y(s)$\n", | |
| " * $L\\{2\\dot{y}\\} = 2sY(s)$\n", | |
| " * $L\\{2y\\} = 2Y(s)$\n", | |
| " * $L\\{-\\dot{u}\\} = -sU(s)$\n", | |
| " * $L\\{u\\} = U(s)$\n", | |
| "\n", | |
| " Combining these:\n", | |
| " $$s^2Y(s) + 2sY(s) + 2Y(s) = -sU(s) + U(s)$$ $$(s^2 + 2s + 2)Y(s) = (-s + 1)U(s)$$\n", | |
| "\n", | |
| "2. **System Transfer Function $P(s)$:** The transfer function is the ratio of the output's Laplace transform $Y(s)$ to the input's Laplace transform $U(s)$:\n", | |
| "$$P(s) = \\frac{Y(s)}{U(s)} = \\frac{-s + 1}{s^2 + 2s + 2}$$\n", | |
| "\n", | |
| "3. **Analyzing Poles and Zeros of $P(s)$:**\n", | |
| " * **Poles:** These are the roots of the denominator polynomial: $s^2 + 2s + 2 = 0$.\n", | |
| " Using the quadratic formula, $s = \\frac{-2 \\pm \\sqrt{2^2 - 4(1)(2)}}{2(1)} = \\frac{-2 \\pm \\sqrt{4 - 8}}{2} = \\frac{-2 \\pm \\sqrt{-4}}{2} = \\frac{-2 \\pm j2}{2}$.\n", | |
| " So, the poles are $s = -1 + j$ and $s = -1 - j$.\n", | |
| "\n", | |
| " **Significance:** The real parts of these poles are negative ($-1$). This means the system $P(s)$ itself is **stable**. If you give it a bounded input, its output $y(t)$ will also be bounded.\n", | |
| "\n", | |
| " * **Zero:** This is the root of the numerator polynomial: $-s + 1 = 0$.\n", | |
| " So, the zero is $s = 1$.\n", | |
| "\n", | |
| " **Significance:** This zero is in the **Right-Half Plane (RHP)** because its real part is positive ($+1$).\n", | |
| "\n", | |
| "4. **What does the zero in the RHP mean?**\n", | |
| "Let's write the root of the numerator of P(s) in polar form: $$1 -(j\\omega) = R\\exp^{j^\\phi}$$\n", | |
| "where $R = | 1 - j\\omega | = \\sqrt{ 1^2 + \\omega^2}$ and $\\phi = \\text{arg}(1-j\\omega) = - \\tan^{-1}(\\omega)$.\n", | |
| "\n", | |
| "\n", | |
| "When the phase is negative, it means the output is shifted to the right — it reaches its peak later than the input. In frequency response, this rightward shift corresponds to a time delay. That's why we say: negative phase = time lag. The time lag hinders our ability to track fast-changing or desired trajectories accurately. To eventually track the correct trajectory, the system needs to cancel out the effect of the RHP zero, and the only way to do that is to temporarily move in the wrong direction.\n", | |
| "\n", | |
| "\n", | |
| "A **non-minimum phase** system is stable, but it has RHP zeros that introduce extra phase lag, limit performance, and often cause the system to initially move the wrong way in response to inputs. This makes control design harder.\n", | |
| "\n", | |
| "---\n", | |
| "\n", | |
| "**Step 3: Inverse argument**\n", | |
| "\n", | |
| "If we want the output $Y(s)$ to perfectly match a desired output $Y_d(s)$ (i.e., $Y(s) = Y_d(s)$), we can rearrange the transfer function definition $Y(s) = P(s)U(s)$ to solve for the required control input $U(s)$:\n", | |
| "$$U(s) = P^{-1}(s) Y_d(s)$$\n", | |
| "where $P^{-1}(s)$ is the inverse of the system's transfer function.\n", | |
| "\n", | |
| " **The Inverse System $P^{-1}(s)$:**\n", | |
| "$$P^{-1}(s) = \\frac{1}{P(s)} = \\frac{s^2 + 2s + 2}{-s + 1} = \\frac{s^2 + 2s + 2}{-(s - 1)}$$\n", | |
| "\n", | |
| " **The Problem with $P^{-1}(s)$:** Notice that the RHP zero of the original system $P(s)$ at $s=1$ has now become a **pole** of the inverse system $P^{-1}(s)$ at $s=1$.\n", | |
| "A pole at $s=1$ means that the inverse system $P^{-1}(s)$ is **unstable**.\n", | |
| "\n", | |
| " **The Consequence for $u(t)$:**\n", | |
| "* When you try to calculate the required control input $U(s) = P^{-1}(s) Y_d(s)$, you are effectively feeding the desired trajectory $Y_d(s)$ into an unstable system ($P^{-1}(s)$).\n", | |
| "* A pole at $s=1$ in the s-domain corresponds to an $e^{1t}$ or $e^t$ term in the time-domain solution for $u(t)$. This is precisely the same unstable mode we identified in Step 1 from the characteristic equation $\\lambda-1=0$.\n", | |
| "* Unless $Y_d(s)$ is specifically designed to cancel out this unstable pole at $s=1$ (which is not generally the case for typical desired trajectories like steps, ramps, or sinusoids), the resulting control input $u(t)$ will be unbounded (it will grow exponentially due to the $e^t$ term).\n", | |
| "\n", | |
| "**Conclusion:**\n", | |
| "\n", | |
| "All the analysis lead to the same conclusion.\n", | |
| "\n", | |
| "For this specific system, attempting to achieve perfect tracking $y(t) = y_d(t)$ requires a control input $u(t)$ that has an inherent unstable mode. This is because the system is **non-minimum phase** due to the **Right-Half Plane (RHP) zero at $s=1$**. This RHP zero becomes an unstable pole in the inverse system $P^{-1}(s)$ needed to calculate the control input for perfect tracking.\n", | |
| "\n", | |
| "Therefore, perfect tracking is practically impossible for this system with a bounded, physically realizable control input. The control system would try to generate an ever-increasing signal, which is not sustainable. This highlights a fundamental limitation imposed by RHP zeros on control system performance." | |
| ], | |
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| "source": [ | |
| "#@title Simulation of Non-Minimum Phase System (Example II.2)\n", | |
| "\n", | |
| "# Define the non-minimum phase system P(s)\n", | |
| "num_nmp = [-1, 1] # -s + 1\n", | |
| "den_nmp = [1, 2, 2] # s^2 + 2s + 2\n", | |
| "P_nmp = sig.TransferFunction(num_nmp, den_nmp)\n", | |
| "\n", | |
| "print(\"Non-Minimum Phase System P_nmp(s):\")\n", | |
| "print(P_nmp)\n", | |
| "print(\"Poles:\", P_nmp.poles) # Should be -1+j, -1-j\n", | |
| "print(\"Zeros:\", P_nmp.zeros) # Should be 1.0\n", | |
| "\n", | |
| "# Define the desired trajectory y_d(t) as a unit step function\n", | |
| "# For t > 0, y_d(t) = 1, dy_d/dt = 0, d^2y_d/dt^2 = 0\n", | |
| "# The DE for u(t) becomes: dot(u) - u = -(0 + 0 + 2*1) = -2\n", | |
| "# So, dot(u) - u = -2\n", | |
| "\n", | |
| "# To find u(t), we can simulate the response of the inverse system P_inv(s) to y_d(t)\n", | |
| "# P_inv(s) = (s^2 + 2s + 2) / (-s + 1)\n", | |
| "num_inv_nmp = den_nmp # Numerator of P_inv is denominator of P\n", | |
| "den_inv_nmp = num_nmp # Denominator of P_inv is numerator of P\n", | |
| "P_inv_nmp = sig.TransferFunction(num_inv_nmp, den_inv_nmp)\n", | |
| "\n", | |
| "print(\"\\nInverse System P_inv_nmp(s):\")\n", | |
| "print(P_inv_nmp)\n", | |
| "print(\"Poles of P_inv_nmp(s):\", P_inv_nmp.poles) # Should be 1.0 (unstable)\n", | |
| "print(\"Zeros of P_inv_nmp(s):\", P_inv_nmp.zeros) # Should be -1+j, -1-j\n", | |
| "\n", | |
| "# Time vector for simulation\n", | |
| "t = np.linspace(0, 10, 500)\n", | |
| "\n", | |
| "# Desired output y_d(t) = 1 for t >= 0 (unit step)\n", | |
| "y_d = np.ones_like(t)\n", | |
| "y_d[t < 0] = 0 # Ensure it's a step starting at t=0\n", | |
| "\n", | |
| "# Simulate to get the required control input u(t)\n", | |
| "# u(t) is the output of P_inv_nmp when input is y_d(t)\n", | |
| "# We use lsim for this.\n", | |
| "# Note: lsim might give warnings for unstable systems if simulation time is long.\n", | |
| "# The analytical solution for u(t) when y_d is a unit step is u(t) = 2 - 2e^t (for u(0)=0)\n", | |
| "# or more generally u(t) = C*e^t + 2. For y_d(s) = 1/s, U(s) = (2/s) - (5/(s-1)) -> u(t) = 2 - 5e^t\n", | |
| "# Let's use the derived U(s) = (s^2+2s+2)/(-s(s-1)) = 2/s - 5/(s-1)\n", | |
| "# So u(t) = 2 - 5e^t for t >= 0\n", | |
| "u_nmp_analytical = 2 - 5 * np.exp(t)\n", | |
| "\n", | |
| "# Simulate the system P_nmp with this analytical u_nmp_analytical\n", | |
| "# to see if y(t) tracks y_d(t)\n", | |
| "tout_nmp, y_nmp, xout_nmp = sig.lsim(P_nmp, U=u_nmp_analytical, T=t)\n", | |
| "\n", | |
| "\n", | |
| "# Plotting\n", | |
| "plt.figure(figsize=(12, 10))\n", | |
| "\n", | |
| "plt.subplot(2, 1, 1)\n", | |
| "plt.plot(t, u_nmp_analytical, label='$u(t)$ (Control Input)')\n", | |
| "plt.title('Control Input for Perfect Tracking (Non-Minimum Phase System)')\n", | |
| "plt.xlabel('Time (s)')\n", | |
| "plt.ylabel('u(t)')\n", | |
| "plt.legend()\n", | |
| "plt.grid(True)\n", | |
| "plt.ylim(-100, 10) # Zoom in on initial part, as u(t) grows very negatively\n", | |
| "\n", | |
| "plt.subplot(2, 1, 2)\n", | |
| "plt.plot(tout_nmp, y_nmp, label='$y(t)$ (Actual Output)')\n", | |
| "plt.plot(t, y_d, '--', label='$y_d(t)$ (Desired Output)')\n", | |
| "plt.title('System Output (Non-Minimum Phase System)')\n", | |
| "plt.xlabel('Time (s)')\n", | |
| "plt.ylabel('y(t)')\n", | |
| "plt.legend()\n", | |
| "plt.grid(True)\n", | |
| "\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()\n", | |
| "\n", | |
| "print(\"\\nObserve that the control input u(t) grows unbounded (negatively) to achieve perfect tracking.\")\n", | |
| "print(\"This is characteristic of trying to perfectly track with a non-minimum phase system.\")\n", | |
| "print(\"The output y(t) does track y_d(t) but at the cost of an impractical control signal.\")\n", | |
| "print(\"Also note the initial undershoot in y(t) before it rises to y_d(t), typical of RHP zeros.\")" | |
| ], | |
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| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Non-Minimum Phase System P_nmp(s):\n", | |
| "TransferFunctionContinuous(\n", | |
| "array([-1., 1.]),\n", | |
| "array([1., 2., 2.]),\n", | |
| "dt: None\n", | |
| ")\n", | |
| "Poles: [-1.+1.j -1.-1.j]\n", | |
| "Zeros: [1.]\n", | |
| "\n", | |
| "Inverse System P_inv_nmp(s):\n", | |
| "TransferFunctionContinuous(\n", | |
| "array([-1., -2., -2.]),\n", | |
| "array([ 1., -1.]),\n", | |
| "dt: None\n", | |
| ")\n", | |
| "Poles of P_inv_nmp(s): [1.]\n", | |
| "Zeros of P_inv_nmp(s): [-1.+1.j -1.-1.j]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1200x1000 with 2 Axes>" | |
| ], | |
| "image/png": 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Pq3fv3mrVqpUiIiL0wQcfKCMjQx999JHdsW6//XZJl9fNevTRR6/7HAMwmAUAiqH27dtbJFk+/fTTPD1uw4YNFkmW0NBQS2xsrHV7WlqapXv37hZJltdff93mMRUrVrRIsnTt2tWSmJho3X7y5EmLn5+fxc/Pz5KammrdfujQIYsky4MPPphtDStXrrRIskiyfPzxx3b7J02aZD1fWlqazfmyalm/fn2uz3e1rPYVK1bMsa5Zs2bZ7Pv4448tkiyPPfaYzfZx48ZZJFlcXFwsW7dutdn31FNPWSRZhgwZYrO9YsWKdue++ngrV6602S7J0qZNm1xd35VmzZqV7fVYLBZLp06dLJIsEydOtNm+fv16i9lstgQGBlouXrxodyyTyWRZsmRJnurIuq5x48bZbE9LS7O+l7Oep6zz9OnTx+b9duVxpk2bZrM963W7//77bd4zWbJe26vPf+Uxn3jiCUt6erp1e3p6umXIkCEWSZZFixZZt+/atcvi7OxsCQgIsOzcudPueEePHrX+f17fmzl58MEHs30ds2r39PS0e/9lOXDggN22lJQUS/v27S3Ozs6WY8eO2ey77bbbLJIskyZNsnvc6dOnLUlJSdav27RpY7nyR6033njDYjKZLC1btrScPXvW5rE5PRdZ1xYaGmo5fPiwdXtaWpqlVatWFkmWv/76y7o9Pj7e4u/vb3F1dbVs377d5lhjxoyxvhcOHTqU7fNxtQEDBlgkWSIjI7Pdn3WN+/fvtxw5csTi7u5uKV++vM17M+saIiIirNsuXrxoCQwMtDg5OVnWrFljc8w33njDIsnSsWPHfD0X15P1/vj0008t0dHRFicnJ8uwYcOs+zdu3Gj9DEhLS7vm5+LVfSfreWncuLHNa52QkGCpWrWqxcnJyeZ7jMWS/edYVo2+vr6W3bt3W7cnJydbateubXFycrIEBgZaVq1aZd2XkZFhueOOOyySLNu2bbvuObJkPb9Xvjey3pfZfRa++uqrFkmWgIAAy6OPPmrJyMiw7vvqq68skixPPfVUtufKTtZ5rhYREWExmUwWk8lkiY6Otqtr/PjxNu2XLl1q/R55pfPnz1tOnz5td/yjR49agoODLeHh4Tbb77rrLosku35ksVjsjpP13L355ps225OSkiydO3e2mEwmu9ciOwkJCdbv461atbJ8/vnnlp07d9p89l7t+++/t0iy/O9//7Pbl1XX8uXLrdsCAwMt5cuXt1y6dOm613Wt78dxcXEWf39/S6lSpSy7du2y2ffPP/9YvLy8LI0aNcq2nooVK9p8tp47d85SqlQpi6enp6V06dJ27/VatWpZXF1dLSdPnsy2Fn9/f0uZMmWy3QegaGEKHoBiKWuoeYUKFfL0uC+++EKS9NJLLykoKMi63dnZWe+8846cnJyynaYhSe+9957NFJWyZcuqV69eunDhQrZD0a+nYcOG2f4174svvpDJZNLUqVNtRrmULVtWL7/8siTlWGNBuP322+2G4A8ZMkTOzs5208Sy3H///WrUqJHNtvHjx8vPz0/z5s276XcivJ5jx45p+fLlCgsL03PPPWezr0WLFrrnnnsUFxenhQsX2j22V69eNn9Fz4tVq1Zp/PjxGj9+vEaOHKnatWvrjz/+UOnSpfXiiy9KkqZPny5nZ2d98cUXdlOiXn75ZZUqVUpff/213bFdXV319ttv52nh2szMTL3//vsKCgrSu+++a/PXeLPZrHfeeUcmk8nmfB999JHS09P18ssvq06dOnbHzGufLAjDhg2ze/9lyW5hd1dXV40YMULp6elasWKFdfuWLVu0ceNGNWzYUGPGjLF7XNYUoKtlZmbqiSee0PPPP68+ffooIiJCgYGBebqGV155xWYkibOzs3WU0ZX97qefftL58+c1aNAgu9FOL730UraLbF/LkSNHJMk6euJaQkND9dRTT+n48ePXXVvvp59+UlxcnAYMGKBWrVrZ7Pvf//6nSpUqKSIiwnr+K+X2uciLihUrqlOnTpo/f751GuWnn34qs9mcq9FcOXnzzTdtXmsvLy8NGjRImZmZebr5xahRo1SrVi3r125ubhowYIAyMzPVrVs36zRa6fI0rfvuu0+StGPHjhuu/UqVKlWyuzNm1hTmlJQUTZkyRU5O//9rxb333itnZ2frFNO8yPoMfPHFF9W3b1916dJFFotFTz31lN2IwYoVK+qll16y2da5c2eFhYXZvRf8/PyyXSy+QoUK6tu3r/bs2ZPt+y27qadXHufs2bOaO3eumjZtavf9wt3d3ToVPzd38vPy8tLPP/+shg0bau3atXr44YdVt25d+fj4qE2bNvrwww/tvl/27t1bwcHBmj17ts2+8+fP67vvvlPVqlXtRvC5uLhkO7oqL4vpf/XVVzp//rwmTJig2rVr2+yrW7euHnnkEW3btk27d++2e+zLL7+s8uXLW7/29/dXz549lZiYqMceeyzb93pqaqqioqKyrSUoKEinT59WcnJyrusHYAym4AHAFbZu3SpJat++vd2+GjVqqEKFCjp06JAuXLhgs9iln5+fqlWrZveY0NBQSZcXss2rZs2a2W27ePGiDhw4oPLly2e7YG1W3du2bcvz+XLryukpWVxcXFSuXLkcr/PKX46y+Pn5qWHDhlq9erWioqKK1N3Ksp6/Vq1aycXFxW5/+/btNXfuXG3bts3u9u3ZvW65tXr1aq1evVrS5RAkNDRUw4cP19ixYxUaGqrExETt2LFDpUuXtk6NuJqbm1u2P6RXqlRJZcuWzVM9+/btU1xcnKpXr57j9BEPDw+b8/3555+SpK5du+bpXIXpWq/JkSNH9Oabb2rFihU6cuSI3Tojx48ft/5/1rV17tzZ5pft67n77ru1aNEijRw5UtOmTcvTY7Nk1++y+3zJeu9mN2XO29tbDRs2tK6hlhtZ6wgFBATkqv0LL7ygzz//XG+99ZYeeeQRlStXLtt21/qsdXZ2VuvWrRUdHa1t27bZTeHK7XMxe/Zsu7Wu2rZtm+P03EceeURLly7VN998o379+unbb79Vt27dFBISku0d8HIjt7XeyHGybhrQpEkTu31Zv9wfO3Ys1+e4loYNG9oFFlnnr1Gjhnx8fGz2mc1mlStX7obOn7W+kslkkr+/v1q1aqWHH37YGqpdry7p8nOc3bpO69ev1/Tp07Vx40adOnXKbi2u48ePW99vgwYN0sKFC9W8eXMNGDBA7dq10+23324Xom/evFkZGRk5rj2YlpYmSTmGJ1erX7++tm3bpsjISK1cuVJbt27Vxo0btWbNGq1Zs0affPKJVq5cae2Tzs7OeuSRR/Tqq6/qhx9+0L333ivp8vplSUlJGjZsmM3UxUGDBun9999X7dq11b9/f7Vp00a33XZbnhfwznp+d+zYke1179u3z3rdVwdUBf1+zgp5z5w5Y8gfOQDkHgEUgGIpODhYUVFRNr885kbW2jA5/bU/ODhYR44c0fnz521+WMtpVEHWaJOMjIw81SHJZgRWXuqTLv/ls7Bc61pzus6cfgnNusYbXTy4sOTnec7udcutcePGXXPx9HPnzslisej06dPZLoJ7LTdSV1b4sH///mueLyEhwfr/Wc/JlX/dNlpO1/7vv/+qWbNmOnfunFq1aqVOnTrJz89PZrPZui7W1SMKpLxf25o1a+Ts7KwePXrcUPgkZd/vsvt8yXrv5tTnctqek6zRH8nJyddchDyLr6+vxo0bpyeeeELjx4/Pds2WK+u8kT6W2+di9uzZ1kD3SjkFUD169FC5cuX02WefKS0tTZcuXcpx8fHcym2t15NdOJB1nGvtywo/8iuv58/afyPnt1xx447rudb3o6sXw//xxx/Vt29fubu7q2PHjqpataq8vLzk5OSkVatWafXq1Tb9/a677rLeKfeLL77QzJkzJV0OSCZPnmy922PW5+TmzZuzXSQ9y5Wfk7nRtGlTm6Bm06ZNevDBB7Vjxw5NmDDB5o8Qw4YN0+uvv66ZM2daA6hPPvlErq6udiP43n33XVWpUkWzZs3SG2+8oTfeeEPOzs6688479c4772T7x7TsZF33p59+es122V13Qb+fs/5wkJvPKADGYgoegGIp66//V06fyY2sH3yyuzub9P9T+27GrX6zu3taUaovL06ePJnt9qzruLJeJyenHEcbFGawdqX8PM/5uetdbutq1KiRLBbLNf8VRF1Z5+vTp881z3Xo0CHrY7J+Icxr+FuYcrr2qVOn6uzZs/r888+1atUqvffee3rttdc0fvx4de7c2a79jV5b1miFnj17avHixXmuPy98fX0l5dznctqek6xRc9ndUS0njz76qGrUqKHPPvtMe/bsybbNzfgsW7Vqld179VoBr4uLix566CH9+eefev3111WhQoUiNZKvIGTdmS87N+vz1Sgvv/yyXF1dFRkZqUWLFumdd97Rq6++qvHjx2d78wxJ6tatm/744w+dO3dOK1as0NNPP61du3ape/fu1qllWe/Rp59++pqfk/m9K2CzZs00Y8YMSbJbbL98+fLq2bOn1qxZY71z5c6dO9WnTx+7m3yYzWY99dRT2rFjh06ePKkffvhBffr00c8//6wuXbrkekp81nXv2LHjmtedNVWzMJ09e1bOzs55ntoM4OYjgAJQLD300ENycXHRDz/8kO36A1e68oetrHVispuicuDAAR07dkyVK1fO8zoqV8qaLnAjo6J8fHxUtWpVHT9+XPv377fbn/UDbnZ3nTFSdqMQLly4oO3bt8vd3d1mvYeAgACdPHky27905rRmipOT0w09nznJeh+sW7cu21/WjHqevb29VadOHe3atUtxcXGFfr7w8HDrHfZyO5Lh1ltvlaRc3X0rP32hIBw4cEDS5SlyV8vuPZt1bcuWLbMbXXEt9evX1+rVqxUQEKA+ffpo0aJFN1ZwLlz53r1aQkJCntfkqV+/viTlGCRlx9nZWW+++abS09P17LPPXrPO7D5r09PTtXbtWkk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| |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "\n", | |
| "Observe that the control input u(t) grows unbounded (negatively) to achieve perfect tracking.\n", | |
| "This is characteristic of trying to perfectly track with a non-minimum phase system.\n", | |
| "The output y(t) does track y_d(t) but at the cost of an impractical control signal.\n", | |
| "Also note the initial undershoot in y(t) before it rises to y_d(t), typical of RHP zeros.\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Comparison with a Minimum Phase System\n", | |
| "Let's consider a similar system, but make it minimum phase by moving the zero to the LHP.\n", | |
| "For example, let $P_{mp}(s) = \\frac{s + 1}{s^2 + 2s + 2}$ (zero at $s=-1$).\n", | |
| "\n", | |
| " The inverse system is $P_{mp}^{-1}(s) = \\frac{s^2 + 2s + 2}{s + 1}$. This inverse is stable because its pole is at $s=-1$.\n", | |
| "For a unit step $Y_d(s) = 1/s$, the control input $U_{mp}(s)$ would be:\n", | |
| "$$U_{mp}(s) = \\frac{s^2 + 2s + 2}{s(s + 1)}$$\n", | |
| "Using partial fractions: $U_{mp}(s) = \\frac{2}{s} - \\frac{1}{s+1}$.\n", | |
| "So, $u_{mp}(t) = (2 - e^{-t}) \\cdot \\mathbb{1}(t)$ for $t \\ge 0$. This control input is bounded." | |
| ], | |
| "metadata": { | |
| "id": "dFoM8ioOnxgK" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "#@title Simulation of Minimum Phase System Comparison\n", | |
| "\n", | |
| "# Define the minimum phase system P_mp(s)\n", | |
| "num_mp = [1, 1] # s + 1\n", | |
| "den_mp = [1, 2, 2] # s^2 + 2s + 2 (same denominator)\n", | |
| "P_mp = sig.TransferFunction(num_mp, den_mp)\n", | |
| "\n", | |
| "print(\"Minimum Phase System P_mp(s):\")\n", | |
| "print(P_mp)\n", | |
| "print(\"Poles:\", P_mp.poles) # Should be -1+j, -1-j\n", | |
| "print(\"Zeros:\", P_mp.zeros) # Should be -1.0\n", | |
| "\n", | |
| "# Desired trajectory y_d(t) is still a unit step\n", | |
| "# y_d = np.ones_like(t) defined previously in the NMP simulation cell,\n", | |
| "# or redefine if running cells independently:\n", | |
| "# t_comp = np.linspace(0, 10, 500) # if t is not defined or needs specific range\n", | |
| "# y_d_comp = np.ones_like(t_comp)\n", | |
| "# y_d_comp[t_comp < 0] = 0\n", | |
| "\n", | |
| "# Analytical control input for the minimum phase system: u_mp(t) = 2 - e^(-t)\n", | |
| "# Ensure 't' is the same time vector used for y_d if y_d is not redefined here\n", | |
| "u_mp_analytical = 2 - np.exp(-t) # Assuming 't' from NMP cell is still in scope\n", | |
| "\n", | |
| "# Simulate the system P_mp with this u_mp_analytical\n", | |
| "tout_mp, y_mp, xout_mp = sig.lsim(P_mp, U=u_mp_analytical, T=t) # Using 't'\n", | |
| "\n", | |
| "# Plotting\n", | |
| "plt.figure(figsize=(12, 10))\n", | |
| "\n", | |
| "plt.subplot(2, 1, 1)\n", | |
| "plt.plot(t, u_mp_analytical, label='$u_{mp}(t)$ (Control Input)') # Using 't'\n", | |
| "plt.title('Control Input for Perfect Tracking (Minimum Phase System)')\n", | |
| "plt.xlabel('Time (s)')\n", | |
| "plt.ylabel('$u_{mp}(t)$')\n", | |
| "plt.legend()\n", | |
| "plt.grid(True)\n", | |
| "\n", | |
| "plt.subplot(2, 1, 2)\n", | |
| "plt.plot(tout_mp, y_mp, label='$y_{mp}(t)$ (Actual Output)')\n", | |
| "plt.plot(t, y_d, '--', label='$y_d(t)$ (Desired Output)') # Using 't' and 'y_d'\n", | |
| "plt.title('System Output (Minimum Phase System)')\n", | |
| "plt.xlabel('Time (s)')\n", | |
| "plt.ylabel('$y_{mp}(t)$')\n", | |
| "plt.legend()\n", | |
| "plt.grid(True)\n", | |
| "\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()\n", | |
| "\n", | |
| "print(\"\\nObserve that for the minimum phase system:\")\n", | |
| "print(\"1. The control input u_mp(t) is bounded and practical.\")\n", | |
| "print(\"2. The system output y_mp(t) perfectly tracks the desired y_d(t).\")\n", | |
| "print(\"This demonstrates why perfect tracking is feasible for minimum phase systems with bounded control effort.\")\n" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "id": "m6UEvS9ZVHpq", | |
| "outputId": "51169729-5b29-488f-c21b-11491adb6981" | |
| }, | |
| "execution_count": 6, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Minimum Phase System P_mp(s):\n", | |
| "TransferFunctionContinuous(\n", | |
| "array([1., 1.]),\n", | |
| "array([1., 2., 2.]),\n", | |
| "dt: None\n", | |
| ")\n", | |
| "Poles: [-1.+1.j -1.-1.j]\n", | |
| "Zeros: [-1.]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1200x1000 with 2 Axes>" | |
| ], | |
| "image/png": 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65pprFBISoqioKN1zzz2e9rB161YNGDBA1apVU0hIiAYOHOg5Ty7VQw89JEmKi4tTYmJivvUrV65Ur169VLVqVYWGhqp///7avXt3vri9e/fq//7v/9SxY0dFRUUpICBA9erV07hx43TkyJF88YZhaM6cObrqqqsUFRWlwMBAxcbG6sYbb9Qnn3ySL/7IkSN6+OGH1bBhQwUEBKh69eoaOHBgsYbFcq0s3rUyMDBQt956q3766Sft2bOn4DcVAHDZ0AMKAOBz1atXl+T+AlgUI0eO1DPPPKOZM2fq73//uywWS57177//vhwOh+6//35J7i+Kffv21bp169StWzfde++98vPz05EjR7Ry5Updc8016tChg3r16qXTp0/r1VdfVZs2bXTrrbd69tm2bVvP46lTp2rKlCmKiIjQgAEDVKNGDe3YsUMvvfSSFi9erPXr1ys0NDRPTna7Xb1799apU6d0yy23KCcnRx9//LFuu+02LVmyRG+88YY2bNigm266SQEBAfrss880fvx4RUVFadiwYRd8T1avXq29e/cqJibGUzApyJVXXqlbb71Vn332md5//32vX0wvZPTo0QoPD9eiRYt0yy235Hl/wsPD88T+5z//0ZIlSzRs2DD17dtXa9eu1axZs7Rq1Spt2LBBUVFRF5VD27ZtNXnyZE2dOjXP0CxJRZoTatmyZZKk7t27FxrXrFkz9ejRQx9++KFeeOEFBQQESHJ/ef/66681cuTIAosBF3L69GldffXV8vf315AhQ2Sz2fTZZ59pzJgxMpvNGjVqVJH3NXz4cG3YsEH9+vWT1WrVggULNG7cOFmtVu3YsUNz5szRgAEDdP311+urr77StGnTFBwcrAkTJhQ774J89dVX+uabbzRgwAA98MADWrdunWbPnq34+HhNnz5d119/va655hqNHTtWv/76q77++msdOHBAO3bskNl8af8fahiG5/H5wyi/+eYbLVq0SDfddJMeeOAB7dq1S4sXL9amTZu0a9euPL3TvvjiC7311lu69tprddVVV3mGrr733nv6+uuvtXnzZtWuXdsT/7e//U3Tp09XgwYNNHToUIWFhSkhIUGbNm3SZ599lqfdbtmyRX369NGpU6d04403avDgwUpKStKXX36p7t27a+HCherXr98FXyvXyuJfK6+++mrNnj1by5YtoxchAPiaAQCAj23ZssWwWq2GyWQy7rzzTuPzzz834uPjC93moYceMiQZX3/9dZ7lLpfLaNCggREcHGycPn3aMAzD2LFjhyHJuPXWW/Ptx+l0GqdOnfI8j4uLMyQZo0aNKvC4K1asMCQZ3bp1M1JSUvKsmzVrliHJeOyxx/Isr1evniHJGDBggJGdne1Z/uOPPxqSjGrVqhkdO3bMs7/9+/cbVqvVaNu2baHvQ65p06YZkow77rjjgrHvvPOOIcm4/vrrPctWrlxpSDImT55c4Db16tUz6tWrl2dZ7uudNWtWgdtMnjzZkGRYrVZjy5YtedY99thjhiRjzJgxFzzO+ftbuXJlnuWSjJ49exa4TWGGDRtmSDI2b95c4PqePXsakox9+/YZc+fONSQZH330kWf99OnTDUnG2rVrjaVLlxZ43hSWsyRj7NixhsPh8CzfuXOnYbFYjCuuuCJPvLe/T26O3s6f8PBwo379+saRI0c861JSUozq1asbkZGRht1uv+AxchV2DlgsFmPVqlWe5U6n07jhhhs85/eHH36YZ7sxY8YYkowvv/yywGOdLze3gv7OkyZNMiQZDRs2LDCvZcuW5Yn/v//7P0OS8cILL+RZfuTIkTztM9cPP/xgmM1m44EHHsizPCIiwqhdu7aRkZGRb5vExETPY7vdbjRq1MgICAjI8x4ZhmEcPXrUiImJMWrVqlXgsc/HtbL418pt27YZkozbb7+9wPUAgMuHIXgAAJ9r166dPvzwQ9WsWVMffvihbrvtNtWvX1/Vq1fXoEGD9PXXX+fb5sEHH5TkHmJyriVLliguLk7Dhg3L1yuloGFWZrNZ1apVK3Kur732miT30Kvze/qMHj1abdu21bx58wrc9pVXXvH0npGka665Rg0aNFBKSopeeOGFPPtr2LChrr76av32229yOp0XzCshIUGSFBsbe8HY3Jhjx45dMLYk3HXXXWrXrl2eZVOmTFFYWJg++ugj2Wy2y5LH+Q4dOiRJio6OvmDskCFDVK1aNc+wNsMw9N577+mKK67Q1VdffVHHDw4O1ssvv5ynV0qLFi109dVXa/fu3UpPTy/yvp5//vl850/37t11+vRpTZo0KU/PnfDwcN18881KSkrS0aNHLyr3840YMUI9e/b0PDebzbrrrrskSa1atco3RPHuu++WJG3btq1Yx4mPj9eUKVM0ZcoUPf300+rRo4eeffZZmc1mvfTSS/nihw8fruuvvz7PsnHjxkmSNm7cmGd57dq187TPXH369FHLli31ww8/5FtntVrz9SqSlKdn1bfffqv9+/dr/Pjxed4jSYqJidEzzzyj48ePa/ny5YW8cjeulcW/VtaqVUvSn+0dAOA7DMEDAJQJQ4cO1aBBg7Ry5UqtXbtWW7du1dq1a/Xll1/qyy+/1N13351nzp+WLVuqR48e+u6773T48GFPUeWdd96RJD3wwAOefbdo0UJt27bVxx9/rIMHD+qWW25R9+7d1bFjR/n7+xcrz/Xr13sm+f7ss8/yrc/JyVFiYqKSk5M9w2Uk95f+Ro0a5YuPiYlRXFycOnTokG9d7dq15XA4dPz48TwFhPLm/C/dkhQWFqa2bdtq9erV2r17d55hO5dLcnKyJBXpS3VgYKDuvPNOvf766/rjjz908OBB7d+/Xy+//PJFH79Jkyb5hh9JfxYIU1JSFBISUqR9dezYMd+ymJgYSfJ6bknueYnq1atX5JxL4/jFcfDgQc+wUT8/P0VFRWnw4MF68sknddVVVxUpr3Pf33MZhqF58+Zp9uzZ2r59u1JSUvIUNM6/VowcOVL//e9/1aJFCw0dOlQ9e/ZUt27d8hVz1q9f78m9oPm19u3bJ0navXt3kYbhca0s3rUyIiJCkpSUlFSs/AEAJY8CFACgzLBarerTp4/69OkjyX3L8c8//1xjxozRBx98oEGDBuWZa+Qvf/mLfvzxR7333nuaOnWqjh8/rq+++kpt27ZV586dPXEWi0UrVqzQtGnTtGDBAs+8N1WrVtWoUaM0ffr0In/RT05OlsPhuODcSenp6Xm+VHmbI8jPz8/r+tx1drv9gnnl/i//4cOHLxibG5NbIChtNWvWLHB5bs6pqamXJY/z5fbyyM7OLnQS8lz33Xef/vvf/2rmzJmKi4tTQECApyfPxTi/V0iu3L97UXq+5Srs/LnUc6ssHb9nz575JnQvTEHvsbf394knntArr7yi6Oho3Xjjjapdu7bnvJg9e3aeSfsl99xmDRs21KxZs/T888/r+eefl5+fn/r166d///vfaty4saQ/C50FFWHOVZweb1wrC15X0PmUlZUlqeBeXQCAy4sheACAMstisWjo0KF6/PHHJUkrVqzIs37w4MGqWbOmZs6cKafTmW9C3XNVq1ZN//nPf3T48GHt27dP7733npo3b67XX3/dM0SlKMLCwlStWjUZhlHoT0n0KimO3Im0V61adcHCRe7k2+cOHcudCNrhcBS4TUF3rCqqEydOFLg89y54536hNJvNpZJDQWrUqCHpzwLBhVx55ZXq2rWrZs6cqYULF2rw4MF5vjiXd6V5DpR1J0+e1GuvvaZWrVrp999/90w4nzvcr6CheRaLRY899pi2b9+uEydO6PPPP9egQYP01VdfqW/fvp6hpbnn96JFiwq9ZkyePPmi8+da6V1u+85t7wAA36EABQAo86pWrSop792uJHcvgHvvvVdHjx7V119/rffee08hISH55ps5X+PGjTV27FitXr1aISEhWrRokWdd7nwu3oo4Xbt2VUpKinbu3HkpL6nE9ezZU40bN9axY8f0/vvve43buXOnFi5cKD8/P40ZM8azPHcYWkE9qP74448Ceyld6L3KtXr16nzLUlNTtW3bNgUGBuqKK67Ik8eJEycK7MmwefPmAvdvNpuL1VsoV+vWrSWpWLdnv++++5SYmKicnBzdd999xT5mWXYx50BFceDAAblcLvXp08dzvcl15MgRHThwoNDta9SoocGDB+vTTz/Vddddp/379+u3336T5L5mSNKaNWtKJ/lzcK3ML7d9+2KYLwAgLwpQAACf+/jjj7V06VK5XK58644fP+6Z+LlHjx751o8bN04Wi0UPP/yw4uLidMcdd+T7AhkXF1fgF8iUlBTZbLY8QzOqVasmk8nkdcLa3B4G9913X4GTeGdkZOjnn38u5NWWDovFojfeeENms1mPPvqoFi5cmC9m9+7dGjhwoOx2uyZNmpSn50Hz5s0VGhqqRYsW6eTJk57lWVlZeuSRRwo8Zm7vnwtN7jt37lxt3bo1z7IpU6YoNTVVI0aMyNO7pHPnznI4HJo1a1ae+NmzZ+unn37ymkdRhh6er1evXpJUrL/X8OHDtXDhQi1atMizfUVxMedARVG/fn1J0tq1a/MUVNLT03Xffffl6xVms9kKPB/tdrtOnTolyT3JvCTdcsstatSokf73v/9p8eLFBR5//fr1yszMvGCeXCuLL/cY1157bakfCwBQOOaAAgD43IYNG/Tqq6+qVq1a6t69uxo0aCDJ/WXo22+/VVZWlm655RYNGTIk37Z169ZV//799dVXX0lSgUNKtm/frsGDB6tTp0664oorFBMTo8TERC1atEh2u90zz4kkhYSEqEuXLlqzZo1Gjhyppk2bymKxaODAgWrdurWuv/56Pf/885o4caKaNGmifv36qUGDBkpPT9fBgwe1evVqde/eXd9//30pvVve9e7dW/PmzdOYMWM0ePBgde7cWVdffbX8/f21c+dO/fDDD7Lb7Xr66ac1adKkPNtarVY9+uijevbZZ9WuXTsNGjRIDodDS5cuVUxMTIHzRXXr1k3BwcF65ZVXlJyc7JnTafz48XmG1d100026+uqrNXToUEVHR2vt2rVau3at6tevr+effz7PPsePH69Zs2bpwQcf1PLlyxUbG6tt27Zp/fr1GjBggL755pt8eVx//fWaP3++br75ZrVv315Wq1U9evQo8Ev4ua677jqFh4frhx9+0D//+c8ivcfBwcF55tapSC7mHKgoatWqpeHDh2v+/Plq27at+vTpo9TUVC1dulSBgYFq27Ztnjv2ZWVlqXv37mrcuLE6dOigevXqKTs7W0uXLvUUenN79lmtVn3xxRe68cYb1b9/f1111VVq27atgoODdfjwYW3atEkHDhxQQkKCp2jlDdfK4luyZInCw8N13XXXlepxAABFYAAA4GOHDh0yXn/9dePWW281mjZtalStWtWwWq1GrVq1jJtuusmYO3eu4XQ6vW7/5ZdfGpKMjh07Frj+8OHDxsSJE42rrrrKqFmzpuHv72/Url3b6Nu3r7F48eJ88fv27TMGDBhgREREGCaTyZBkzJo1K0/MmjVrjNtvv92Ijo42rFarERkZabRp08Z4/PHHjU2bNuWJrVevnlGvXr0Cc+vZs6fh7Z/jUaNGGZKMuLg4r6/d2+t96qmnjFatWhkhISFGQECAUa9ePePuu+82NmzY4HU7l8tlTJ8+3WjYsKFhtVqN2NhY4+mnnzYyMjK8vobvvvvO6Nq1q1GlShVDUp58J0+ebEgyVq5cacyaNcto06aNERgYaERGRhqjR482jh07VmAea9asMa655hojKCjIqFq1qtGvXz9j+/btefZ3rhMnThgjRowwatSoYZjNZkOSMXny5CK9V4899pghydi1a1e+dbl/m3379l1wP0uXLjUkGaNGjcqz3FvOkoyePXsWuK+C/u4rV64s8HVd7PnjLa/ingOzZs0qsH0UlrNhGEZcXFyB75c3ufvy9p6dr7C8DKPg9z8jI8P461//ajRq1MgICAgw6tSpY/zlL38xkpKS8r3POTk5xgsvvGD07dvXiI2NNQICAozIyEijS5cuxptvvmnYbLZ8xzxx4oQxYcIEo2XLlkZQUJBRpUoVo3HjxsZtt91mzJ0717Db7Rd8XVwri3eu//7774Yk49FHHy1wOwDA5WUyjPMGiQMAUM5MmTJFU6dO1XvvvaexY8f6Oh2clft3WblyZZkdrhYXF6fmzZvrgQce0KuvvurrdIBSVdmulU8++aRef/117d69Ww0bNvR1OgBQ6TEHFACgXDtz5ozeeustRUREaMSIEb5OB+VMgwYN9Oijj+qdd97R0aNHfZ0OUGoq27UyISFBb775psaPH0/xCQDKCOaAAgCUS99++622bNmir7/+WidOnNBLL710wflTgIL8/e9/V5UqVRQfH6/atWv7Oh2gRFXWa2V8fLwmTJigRx991NepAADOogAFACiXPvvsM82ZM0c1a9bUxIkTPXdcAoorNDRUkydP9nUaQKmorNfKbt26qVu3br5OAwBwDuaAAgAAAAAAQKliDigAAAAAAACUKobgFYPL5dKxY8dUtWpVmUwmX6cDAAAAAADgM4Zh6MyZM4qJiZHZXHgfJwpQxXDs2DHFxsb6Og0AAAAAAIAy4/Dhw6pTp06hMRSgiqFq1aqS3G9saGioj7O5eHa7XUuWLFGfPn1ktVp9nQ5QptA+gILRNgDvaB9AwWgbgHcVpX2kpaUpNjbWUy8pDAWoYsgddhcaGlruC1DBwcEKDQ0t1yc6UBpoH0DBaBuAd7QPoGC0DcC7itY+ijJNEZOQAwAAAAAAoFRRgAIAAAAAAECpogAFAAAAAACAUkUBCgAAAAAAAKWKAhQAAAAAAABKFQUoAAAAAAAAlCoKUAAAAAAAAChVFKAAAAAAAABQqihAAQAAAAAAoFRRgAIAAAAAAECpogAFAAAAAACAUkUBCgAAAAAAAKWKAhQAAAAAAABKFQUoAAAAAAAAlCo/XycAABWZYRjKzHEqJTNHpzPtSsnMUYbNocwcp7LsTmXlnP2xO2V3uuR0SS7DkMsw5HS5f5tMJvlbzPIzm+RnMcvf4v7tZ3EvD7BaFBJgURV/P4UE+ikkwE9VAv78XcXfIpPJ5Ou3AgAAAEAlRgEKAC6Sy2Xo6OksHUnJUkJqlhJSs92/T2crITVbSek2nc60K8fp8mmefmaTwoP9VS3YqmpV3L8jqvgrPNhfEcH+qh7ir5qhgapRNUA1QgMVGuhHwQoAAABAiaIABQAXkONwad/JM9p3Il37E9N1IDFD+xPTFZeUIZujaMUlf4tZ1apYVS3YX1UD/RRotSjIalGwv0VB/hYFWi3y9zPLbDLJYjLJbJLMZpPMJpNchiGH05Dd5ZLdYcjhcsnuNORwumR3upRldyrD5lS6zaEMm0PpZ38ybA65DMnhMpSUblNSuq1IuQb4mVUjNEA1qwaqRmiAapz9HR0WqNrhwYoJD1St0ED5WRjFDQAAAKBoKEABwDlyHC4dTpfmbzqiXcfTtfNYqvYknPHai8nfYlbtakGKDgtUdFiQuzgTFqiYsCBFVQ1QeLC76BTsg2FwhmEo2+5SapZdpzJydDozR6cyc5SSaVdKRo5SMnN0KiNHyek5OpGWrZNnbErNssvmcOnwqSwdPpXldd8Ws0m1QgMVEx6o2uFBql0tSDHhQaodHqQ6Zx8H+/NPDAAAAAA3vh0AqNRsDqe2H07VzweS9fOBZP1yMEU2h5/06648caGBfmoeHapGUSFqFFVFDaOqqFFUiGqHB5XZnkAmk0lBZ3tY1QoLLNI22XanEs/YPAWpc38nnM7WsdQsHTudJbvTPfzw6OksbVJKgfuqXsVfdasHq15EsOpWr6J6EcGqVz1YdasHKyokgGF+AAAAQCVCAQpApWIYhvYcP6MVe07qpz+Szhac8vZuCrYYalu/ulrXqaYra4fpytphio0IqhQFk0CrRbERwYqNCPYa43IZSky3uQtQKe4i1LFzHh9NydIZm0PJGTlKzsjR1kOn8+0j2N+iumcLUvWqV/nzcUQVxYQzvA8AAACoaChAAajwchwubYw7pWW7T2jprhM6ejrv0LLIEH91aVhdXRtWV8fYUP2+6Uf1799RVqvVRxmXbWazSTVDA1UzNFDt61YrMCY1y67DpzJ16FSmDiZn6tCpDB1Mdj8+lpqlzByn9hw/oz3Hz+Tb1s9sUu1qQapXvYrqVw9W/epVVD/SXaiKrRYsfz+KUwAAAEB5QwEKQIWU43Dpx72JWrT9mFbtOakzNodnXYCfWdc0iVTPplHq1qi6GkWFeHo32e127a34HZ1KXViQVWG1w9Sqdli+dTaHU0dSsnQoOVMHkzN08FSm+/HZglWOw+UpVv143rZmk1S7WpC7KFW9iuqdU6CKjQhWgJ/l8rxAAAAAAMVCAQpAhWEYhjYfTNEXW45q8a8JSs2ye9ZFhgTohitq6Poraqp740gF+VOo8JUAP8vZubRC8q1zuQydOJOt+CR3r6n45EzFJ7l/H0zOUGaO0zNB+pp9SXm2NZmkmLAg1Y8MzlOgahBZRbERwQq08jcHAAAAfIUCFIByLzndps+3HNH8TYd1IDHDs7xG1QDd3CZG/VtHq22dcJnNdG0q68xmk6LDghQdFqRujarnWWcY7rmn4pMyFZ+coYPJGZ7H8UkZyshxeiZG/+mP5DzbmkxSdGige1hfpHtoX73qVdQg0j3/FAVJAAAAoHRRgAJQLhmGoS2HUvT+T/FasvO47E5Dknty635XRmtQu9rq2rC6LBSdKgyTyaQaVQNVo2qgOjeIyLPOMAwlpee4i1KeXlPueafikzJ0xubQsdRsHUvN1voDyfn2XSs00NNzyl2Ycheo6lUPVrA//1QCAAAAl4pP1QDKFbvTpcW/Juj9tXHafiTVs7xNnTAN71xXN7eJUUgAl7bKxmQyKapqgKKqBqhj/fzFqVMZOZ5hfOcO6YtLylBatkPH07J1PC1bPx84lW/fNaoG5Os1lXv3Ps41AAAAoGj45AygXMi2OzV/4yG9/eMBJaRmS5L8/cy6tW2MRl1VXy1j8k92DUju4lT1kABVDwlQh3p579pnGIZOZ9rdw/jODunz9KJKztDpTLtOnrHp5BmbNsblL05FhgR4ekvVrx58tlDlLlBVDeQuigAAAEAuClAAyrR0m0Mf/nxQ7605oKT0HElSVNUA3dW1nu7oUleRIQE+zhDlmclkUrUq/qpWxV/t6lbLt/50Zo57GN85xam4s0P7TmXkKCndpqR0mzbFp+TbNjLE3zOMr0H1Kqp3Ti+qsCCKUwAAAKhcKEABKJOy7U59+PNB/W/lH0rJdN/Nrk61ID3Yq5GGdKijAD8mjUbpCw/2V3iwv9rEhudbl5pl9/SWOpj0Z2HqYHKGktJzPD+/HMxfnIqo4q/YiGDVCQ9S7WpBqlMtSLXPPq4dHkTvKQAAAFQ4FKAAlCkOp0tfbDmq/yzb6xlq1yCyih66trFuaRsjq8Xs4wwBt7Agq1rXCVfrOuH51qVl23UoOdMzEXpcUoanWJV4xqZTGTk6lZGj7YdPe9137fOKU+7fwapTLUjhwVaZTEywDwAAgPKDAhSAMuPHvYl69ptd2ncyXZIUHRaox29oqsHta8uPwhPKkdBAq1rVDlOr2vnnJku3ORSflKEjKVk6ejpLR1IydfTs46Ons3Q6067ULPfProS0Avcf7G9RTHiQaoUGqlZYoKLDAlUzNO/viCr+FKkAAABQZlCAAuBzB5Mz9Ow3u7Vs9wlJUniwVQ/1aqy7utVToJWhdqhYQgL8vBanJHeByl2QynQXqVKydOT02d8pWUpKtykzx6k/Tqbrj7PF2oL4W8yqGRag6NAg1TyvSFXr7OPIEH+GswIAAOCyoAAFwGeycpz674p9em9NnHKcLvmZTbq7W309ekMTJmlGpRUS4KdmtaqqWa2qBa7Ptjt17HSWElKzdTw1W8fTspWQmqXjqTYdT3P/Tkq3Kcfp0uFTWTp8KqvQ44UG+imqaoCiqgYoMiTA8zgq5M9lNaoGqKo/vakAAABw8cpNASo9PV0zZszQhg0btHHjRqWkpGjWrFkaPXp0kbY/ffq0nnnmGS1cuFCZmZnq3Lmz/v3vf6t9+/almziAAq3dl6S/LvxVh05lSpKuaRKpyTe3UOMaBX/pBuAWaLWoYVSIGkaFeI3Jcbh0Ii1bJ9KylZD65+/cgtXx1GydPJMtu9NQWrZDadkO7U/MKPS4JpNUxc+iNw6sU43QQFU/e/fAiOCzv6v4q1rw2d9VrKoW7M+cbQAAAPAoNwWopKQkTZs2TXXr1lWbNm20atWqIm/rcrnUv39/bd++XU8//bQiIyP1xhtvqFevXvrll1/UpEmT0kscQB6nMnL0z2936YstRyW553maMrCl+rSoyXw1QAnx9zMrNiJYsRHBXmMMw1Bqll1J6TadPGNT4hmbktJzlHj2cWK6TUlnfyen2+QypHS7Sb+fSNfvJ7wP/TtX1QA/VfMUqqx5ClbhwVaFBloVGmRVWJBVoYF+Cg1yL/P3o3AFAABQ0ZSbAlR0dLQSEhJUq1Ytbd68WZ06dSrytgsWLNC6dev02WefaciQIZKkoUOHqmnTppo8ebI++uij0kobwDl+2Hlcf/3iVyVn5MhkkkZ1q6+nbmymkIBycykCKgyTyaTwYH+FB/tfsOeh02XoZGqGFn63XM3bdVZKptN9J7/MHKWcvaNfSqb79+lMu1Iyc+QypDM2h87YHJ6ejkUVZLUoNMjPa4EqLMiqkEA/VQnwU0iARVX83Y/dPxaFBPgpyGqhqA0AAFCGlJtvfQEBAapVq9ZFbbtgwQLVrFlTgwcP9iyLiorS0KFD9eGHH8pmsykgIKCkUi0XLE6blJMhGQXMs2OySNbAP5/nFDIsw2SWrEEXGZspyfAWLPkHX1ysPUsyXN7z8K9ykbHZkuEsmVhrsHs8iyQ5bJLLUTKxfkGS+WzPAUeO5LKXUGygZLYUP9Zpl5w5Ssu2a/riPfpym7vXU+saVTXtlpZqW7+mZPHLE+uVJeCcWIfktBUS6y9ZrMWPdTmlnAzv7cNslfz8/4x1ZHvfb55Yl+QoZB6eYsX6SX5nr1eGIdkL+WJfnNhitXuuEQXHVtxrhMVlV6S/Q3UDbbqmbpCs1vPaxnnXCJfD3e5TMu06nZmjU5l2nc7IUUqWXUlZUnKmU6lZdqVnZikzO1tnsuw6k23XGdvZ3O1Sml1KSrPKKfd+/eSQVd5fW47+jLXIqUCTXVX8/RTs7y5KVQnwUxV/PwX5WxQYGKjAwEAFWS0K8nMpxOJSoNWiQKtZgX4Wd4zVokA/i/wDAxR0NjbQIgWa7AqyWmS1mPIXuLhGXERsBblG2O0F/9tRSa4Rpf05wqs8nw3KyOeIIrf7SnKNKKhtVMZrRJFiuUYUO7a8XyPshbzOCqrcFKAuxdatW9W+fXuZzXm79Hfu3FnvvPOO9u7dqyuvvDLfdjabTTbbnydTWpr7dth2u132cnyy2O12Ddhxn7Sj4PWuRjfIOXy+57nfjMYyefkHx1X3Kjnv+urP2FeulCkzueDY6LZyjln2Z+z/OsuUerjAWCOymRz3//Rn7Du9ZEr6veDYsFg5Ht7qeW55v6/MCdsKjg2uLsfjf+7HMnewzIfWFRxrDZbjmUN/xs4fKfP+ZQXGSpL9b0l/xn5+n8x7vvIe+/RBzz8ilq8fkXnHfO+xj+2RqkRKkszf/58sv7zvPfahLVJ4XXfs8imy/Pw/77Hj1kpRzd2xP74oy5oZXmMd9yyREeOeL828/nVZVkz1HnvnlzLqdXfHbp4pyw8TFCppuqTpuZ810iTNlRxDP5LRpI8kybT9Y/l9M977fgfPlHHFLe7Y3Yvk98VY77ED/iujzQh37L4l8vv0Dq+xzhtfkKuje1+mg2tl/fBWDZAKbB/O6ybL1c2do+nYFvnN6uN9v9c8LVePCe4niXtkfae799iuD8l1/dn39PQhWf/nfW46Z4cxcvV90f0kI0nWV5p7jXW1Hi7nza+7n+RkyDqjnvfY5gPlvO3Pc8v6XIz3WK4R7thKdo2wrpnhtW0UdI0IlxRewH4LukZIkkySAvPG/tbjbcVHdFdatl3RcQt17e/erz0TLU/qK3tnZeQ4daN5k97wf+3sCzn7c86owafs9+sjZ09J0rXmrZrl7/36N8k+WnOd7rbe1bxL8/3/6TX27YBRWhg0RP5+Jl3h+kMvnHrMa+zqWmO0vu597rsVZh/QyK0jvMbub3yP9rV+WhaLSVWyjuqqb27wGnu6xV1K7vkv+ZlNstpOKea9Nl5j7a2GyT7gvzKbTDLbM+T/Un2vsVwjzuYQVF1nHt4pw3B/VQ2ZP0jWI+tllfK1D5dfkI49uE+G3N/dI7++W8EHVxS4X0nafV/82f0aqrPsLwqL/85r7OYRO+T0C5ZhGGq47hnVOLDQa+yageuUExghl2Go2ZZpqrv/Y6+xS274QZnBtWUYhlru/LeaHpjtNfabqxcopUpjGTLU+o+31PbA215jP28/RyertpTLMNT28FxdHfea19j5V/xPh0I7yJChdscXqM/Bf3uN/bDhi/o99CrJMNT21GLddni619g5tadoW2gvGS5Dbc6s0j3HvF9PZkU9rXUhN8owDF2ZuUGPnvy79/2GP6RlIQNlSLoie7v+lvSM93yrjtU3IUNkSGqU87ueS37Ma+wnwXfo05A7ZUiKdRzUq6ce9Br7RdBgzQ4eI0NSDecJzTzt/TPS1/799L9g977CnKf1yZm7vMb+4HedXgx6VJIU4MrW4oxhXmNXWa7SPwKeluQ+39dkDZKkAtvGOnN7Pe3/53u6LHuEglTwF/gtppYaH/Cs5/k32aNVTWkFxu42NdK9AX9ezxdk369oJRYYG2eK1Z0Br3qef2h7VA2Mgq8nCYrSbQF/nt8zc57WFcb+AmNTFKr+AbM9z1/PmaT2xs4CY7MUoOsD/myPL9n/qatcWwqMlaSrAr7wPP6nfYauc633Gnut/0fKNrn/Uf27/b/q71rpNfYm/1k6bXLfmfcp+zu6zfW919hB/m/puKmGJOlhxxyNdC7yGnuH9RXFmd2fOcY65ute56deY8dYX9Bus3tanJGOL/Ww8wOvsX+xTtNWcytJ0m3O7/SU412vsU/5/VXrLB0lSf2cK/R3x+teY/9ufUorLVdJkq51rtM/7S95jf2X38Na7HedJKmbc7Nesj/nNfZlv/v0hd9NkqR2zt/0X/s/POuskqYa89Sy8xnViyy/8+AWpzZSKQpQCQkJ6tGjR77l0dHRkqRjx44VWICaPn26pk7N/4/TkiVLFBzsfV6N8uCWQtadTEzUhsWLPc/7Ox1eT5RTp07pp3Ni++bkyFtfstTUVP14TmzvrCx5exfPpKdr5Tmx16anK9RLbFZWlpaeE9sjNVXVvMTm5OTo+3Nirz51SpFeYp1OhxafE9slMVGF9cE7N7bj8QTVLiT2hx+WyGlxv1PtjhxR3UJily1bphyr+9W3PnxQDQqJXblypbICoiRJLY4eUGGzm6358UedCTogSWqWsE/eyxjSTz+t0+kqxyVJjU/sUctCYn/+eYOSd6bJZUjZ+3bJ+1cqafPmzTqxz/2/LLHJO1TYLQG2btmqY3Hu/z2ISdmqwgbh7tixQ4ePuv8hrZm6TV0Lid25c6fiTrr/dtXP7Jb3MpG0Z88e/ZHijg3POKCehcTu27dPv6e7Y6tmHdF1hcQeOHBAu2zu2CBboryXtaRDBw9qx9lzzd+eppsKiT1y5Ii2no21OG3uD4BeJBxP0OZzzmGuEW5cI0rvGiFJDRJ3qnUhselHfpfzTJCqSArLOlZIpDQ41qau1dxzVdU85ZIOeY9tV92lDH+nclwmtbC5pEL+Q72Kn6EQsyG7U/L+v+Nuyek52pN6xv3EdEZeT3ZJW4+c1lvxcZKkJqYjGllI7LI9JzX9t22SpDqmRK0tJParHcf1jy1rJUkRStOWQO+xi7Yn6KnN7oJOkLK1u5DYH3Yd12O//qDc/8rbXciNStf+kaTxz/7gef6zyakgL6MhfzmYorHT/oxdZc5RhJfYXcfSNOKc2O/NWartJXZ/YrpumfqDp/jztV+6GnuJPXo6Sz3+8YOMs3/eL/3T1MbLNGQpmTnq8OyfRaT5/qfV1Utstt2l7jN+9Dx/33pK11kKjpWkm/77Z7H7f9Zk9S8k9q5Zm5V1tmL7kjVZQwqJffTTHTp19go5zS9Jdxfy6X/at3t0xHAXACf6JappIbGvrjigfYa7N8FjfolqW0jsnPWHtONs75dxlkRdXcj58+X2BP3scl977rIkq08hscv3JGqly93YsyyndFshsRviTmmxy30dyTGn6B5/77E7j6VpqfOkJMlpTpUKif0jMUNrjrvfM4c5rdDYQ6cy9XNiijvfC1wjEtKy9cup05KkMxeITTxj044U93W1jim90NiUTLv2pLmvUxHKyFf4P9cZm0P7090XyCBlFxqbkePQoYxzel4VEpttd+lo5p+9QIwAuf8TogA5TpeOnv4z1hVgFBJr5Il1FhJrP2+/dn+X5KUtOw1Dx1L/jM3xN7zGuvLFet+vYShPbLbVJRXSls+NzbI6C409npatrCLGnkiz6ZTc+87wcxZaIUg8Y1OC4Y5N93MUHpueU+TYpHNi0yx2d2XGi1MZOUpwuWNTLxCbnGnXsbOxp4uw36NnY0+ZcwptyylZdh11umOTzfYLxh45G1ungP2espm0+sc1iiykzZR1mZlFn2rBZBhG4Z+myqDcOaCKehc8i8Wi+++/X2+88Uae5StWrND111+vhQsX6tZbb823XUE9oGJjY5WUlKTQUG9fdco+u92uFd9/o+uuu05WawFXArPF3bUxV2l1i7VnSt5OP5PJ3R30omJLqVusI9vdbbIkYkurW6w1yP0+S+4ups5CqtHFic3T1fXCsSfS7Xris1+1JT5RVjk0qF2MnundRFXOn+vJL8DdvVu6cLfYc2NdDvd74U2erq7FiXXKnpWuFStWFNw+LFZ3/NnYQrvOnxtruNznWknEllbX+eK0e64RBcdW8GuEPTvLe9so5jWiyF3ny9g1wnA6ZLdlKdvhUrbdqWy7SzaHUw6noRyHSzbDLJv8lONwKcdulysnWzlOl+xOQ3anSzlOl3IchuwOl7JdZmUbFuU4XHI4nDLsWcpxuuRwuuRwGXK53HNvOVyGcgyzsg0/OV2GnE6n/FzZnnXn/na6DNkMs7JdfmeXueTv8n6dcsqiHM+nccNrDwRJcsks2zmfmoPkfb+XKzZQNpm8FAUNmZR9zrfw4sQGKEdmeW/3Wed8sy4s1mSSbKYgmc4+DjDZ5SeXTCbJbDKdXW6SyeT+jmwzBXmacqDssphcnjjl2UayKUAms9m9XznkJ2eefZnPPjBJyjEFymR2r/M/G6vzcjCfPa7ddHa/yh326pRJZ/d7dn/ubSWHKVAym2U2mWQx7PKTI0+OpnMeO80Bkskik8m9Xz858u73nFjX2ViZTO5Ylz1PjrmPTTLJabFKZj+ZZJLFcMhPdpnOvvBzczGbTHKa3bFmk0lmwyE/w57vPct97DJbJYvVs1+LYff8TXP36X4rTJ5YSTIZTvdws7MBubWPvPv1zxN7/kje3KG9htnvnFhDFmf2OcdVngeGxSrD7O/OTS6ZndnnHDtvLobZT4bF3/0+GYYsrizP+nNflyTpbKx7w3NjTXle15+xAZ7nZof7M4fT6dDmzb+oU6eO8rP4ySTJMFtkWP5sc+ZCPp8YJrOMcz5zFCfW5MiSyctnA8NkkuEXdMFYk6mg2GyZCvls4DrnM0fxYm0yFTKsrqixJpnk8gv68zx02mQq5DNH8WIDPZ8NTM4cmQr5zFGsWEuA57NBcWLlsstUyGcDl8X/nM8GdpkL+HyS+2fPG+uQudD9Wt1DXyUZF4h1t88/v2uYzxmu53A69PMvv+qugdcpJKj8VqDS0tIUGRmp1NTUC9ZJKkUPqKCgoDyFpFzZ2dme9QUJCAgocG4oq9Waf/6LcsZpCZC1SljRXoc1vOg7LlZsWCnFFuNvQ2yJx/64N1GPf7JNyRk5quIfoOcGd9QtbQvr63Hufovas9AqBRTcbi851mwpYvuwSgHF+IfCvxjzzBUrtpD/crmU2FJr98WJ5RpRpmIt/kVrG8XOoYjtvixcI6xW+Qe6e2SVF4bhLlC5DMM9vMtw/w+9obO/Xe4hX67c5YZ7G9e5cS7DMzSsoDhD7oKZq5D/0/Q2H7xJBa8oKL64+zDnFjbyFRj+LHycu8zs/vbueXxuoSO36JJbKPFsd3a9w2HXD99/r3433SR/fysT4ANn2e12Hd/3m9o1ji3335+Akma325Ww91eFBAWW6/ZRnNwrRQEq9w5658tdFhPjfR4DAEVjGIbeWLVfLy35XYYhXREdqv/d0U4No0J8nRoAVFomk0lWC8WQ0mYyzDKbJLO5gMnpAQCApEpSgGrbtq3WrFkjl8uVZyLyDRs2KDg4WE2bNvVhdkD5l2Fz6OkF27X4V/ccMCM6x2ryzS0VaC1kwDkAAAAAoNLwMiVa+ZWQkKA9e/bkmYl9yJAhOnHihL744s87ByQlJemzzz7TzTffXOAwOwBFcyg5U7e9uU6Lfz0uq8Wk5wZdqemDW1N8AgAAAAB4lKseUK+//rpOnz6tY8fcd7D4+uuvdeTIEUnS+PHjFRYWpokTJ2rOnDmKi4tT/fr1JbkLUF27dtU999yjXbt2KTIyUm+88YacTmeBd7kDUDSb4k/pvg8263SmXZEhAXrrzvbqWD/C12kBAAAAAMqYclWAeumll3Tw4EHP8y+++MLTq+nOO+9UWFjBk9BaLBYtXrxYTz/9tF577TVlZWWpU6dOmj17tpo1a3ZZcgcqmq+2H9NTn25XjtOlNnXC9PZdHVUrrPzevQEAAAAAUHrKVQEqPj7+gjGzZ8/W7Nmz8y2vVq2a3nvvPb333nslnxhQiRiGoTdX79eL3/8uSbqxZU29MqydgvwZcgcAAAAAKFi5KkAB8C2H06VJi3bq442HJEljuzfQX/tdIYuZO/4AAAAAALyjAAWgSGwOpx79eJu+33lcZpP0jwEtNPrqBr5OCwAAAABQDlCAAnBBGTaHxs3drJ/+SJa/xazXRrRT31a1fJ0WAAAAAKCcoAAFoFCnM3M0etYmbTt8WsH+Fr17d0dd3TjS12kBAAAAAMoRClAAvEo8Y9Od723Q7yfOKDzYqtn3dFbb2HBfpwUAAAAAKGcoQAEoUOIZm+5492ftO5muGlUD9OG9XdS0ZlVfpwUAAAAAKIcoQAHI59ziU63QQH08rqsaRFbxdVoAAAAAgHKKAhSAPM4vPs0f11X1KT4BAAAAAC6B2dcJACg7ktMpPgEAAAAASh4FKACSpLRsu0bN2kjxCQAAAABQ4ihAAVBWjlP3zt6s346mqXoVf827rwvFJwAAAABAiaEABVRyOQ6XHpz3izbGn1LVQD/NGdNZjaJCfJ0WAAAAAKACoQAFVGJOl6EnPt2mVb8nKtBq1qzRndSqdpiv0wIAAAAAVDAUoIBK7F/f7tY3OxJktZj09l0d1bF+hK9TAgAAAABUQBSggErqvTUH9P5PcZKkfw9tq55No3ycEQAAAACgoqIABVRC3+5I0L8W75YkTbypuQa2ifFxRgAAAACAiowCFFDJbIo/pcc/3SbDkO7uVk/jejT0dUoAAAAAgAqOAhRQicQnZei+DzYrx+FS7xY1NfnmljKZTL5OCwAAAABQwVGAAiqJtGy7xs7ZpNOZdrWJDddrw9vJYqb4BAAAAAAofRSggErA6TI0/qOt2p+YoeiwQL17dwcF+Vt8nRYAAAAAoJKgAAVUAtMX79bqvYkKtJr17t0dVaNqoK9TAgAAAABUIhSggAru002H9d7aOEnSv29vq1a1w3ycEQAAAACgsqEABVRgWw+l6G9f/ipJevT6JurfOtrHGQEAAAAAKiMKUEAFlZxu01/mbZHdaejGljX16PVNfJ0SAAAAAKCSogAFVEAOp0vjP96qhNRsNYyqopdubyMzd7wDAAAAAPgIBSigAvr30r1atz9Zwf4WvXVnB1UNtPo6JQAAAABAJUYBCqhgfth5XG+u2i9JeuG21mpas6qPMwIAAAAAVHYUoIAK5FBypp76dLskaczVDXRzmxgfZwQAAAAAAAUooMLIcbj08MdbdMbmUMd61TSxX3NfpwQAAAAAgCQKUECFMeOHPdpxJFVhQVa9NqKdrBaaNwAAAACgbOAbKlABrNhzQu+uiZMkzRjSWjHhQT7OCAAAAACAP1GAAsq546nZeuqzHZKk0VfVV5+WtXycEQAAAAAAeVGAAsoxp8vQY59s1amMHLWMCWXeJwAAAABAmUQBCijH3l1zQD8fOKVgf4v+O6KdAvwsvk4JAAAAAIB8KEAB5dSuY2n695LfJUlTbm6phlEhPs4IAAAAAICCUYACyqFsu1OPf7JNdqeh3i1q6vaOdXydEgAAAAAAXlGAAsqhfy/5Xb+fOKPIEH9NH3ylTCaTr1MCAAAAAMArClBAObNuf5LeWxsnSXp+cGtFhgT4OCMAAAAAAApHAQooR85k2/X0ZztkGNKIzrG6oUVNX6cEAAAAAMAFUYACypHnFu/R0dNZqhsRrL/3b+HrdAAAAAAAKBIKUEA58dMfSfp44yFJ0gu3tVaVAD8fZwQAAAAAQNFQgALKgQybQxM+3yFJuqtrPXVrVN3HGQEAAAAAUHQUoIBy4MXv9+hISpZqhwdpwk3NfZ0OAAAAAADFQgEKKOM2HEjWnPUHJUnP33alQhh6BwAAAAAoZyhAAWVYtt3pGXo3vFOsrmkS5eOMAAAAAAAoPgpQQBn23xX7FJ+cqVqhgfpr/yt8nQ4AAAAAABeFAhRQRu09cUZvrz4gSZp6S0uFBlp9nBEAAAAAABeHAhRQBrlchv76xa9yuAz1blFTN7as5euUAAAAAAC4aBSggDLok82HtflgioL9LZo6sKWv0wEAAAAA4JJQgALKmMQzNk1fvFuS9GSfZooJD/JxRgAAAAAAXBoKUEAZ889vdykt26FWtUM1qls9X6cDAAAAAMAlowAFlCE//ZGkRduOyWySpg9qLT8LTRQAAAAAUP7x7RYoI+xOlyZ/tVOSdFfXerqyTpiPMwIAAAAAoGRQgALKiDnr4vXHyXRVr+KvJ/o083U6AAAAAACUmHJTgLLZbJowYYJiYmIUFBSkLl26aOnSpUXadtmyZbr22msVGRmp8PBwde7cWXPnzi3ljIGiO5mWrVeW7ZMkTejbXGFBVh9nBAAAAABAySk3BajRo0fr5Zdf1siRI/Xqq6/KYrGoX79+Wrt2baHbffXVV+rTp49ycnI0ZcoU/etf/1JQUJDuvvtu/ec//7lM2QOFe/67PUq3OdQmNlxDOtTxdToAAAAAAJQoP18nUBQbN27U/PnzNWPGDD311FOSpLvvvlutWrXSM888o3Xr1nnd9vXXX1d0dLRWrFihgIAASdL999+v5s2ba/bs2Xr88ccvy2sAvNkUf0pfbD0qk0maNrClzGaTr1MCAAAAAKBElYseUAsWLJDFYtG4ceM8ywIDAzV27FitX79ehw8f9rptWlqaqlWr5ik+SZKfn58iIyMVFBRUqnkDF+J0GfrHIvfE48M7xapNbLhvEwIAAAAAoBSUix5QW7duVdOmTRUaGppneefOnSVJ27ZtU2xsbIHb9urVSy+88IImTZqkUaNGyWQy6aOPPtLmzZv16aefFnpcm80mm83meZ6WliZJstvtstvtl/KSfCo39/L8GiqK+ZuOaHdCmkID/fTYdY34m5QBtA+gYLQNwDvaB1Aw2gbgXUVpH8XJ32QYhlGKuZSIVq1aqWbNmlq+fHme5bt27VLLli311ltv6f777y9w24yMDI0ZM0afffaZcl9qcHCwPvroI91yyy2FHnfKlCmaOnVqvuUfffSRgoODL/LVAG7ZDunZbRal200aVN+pXtFlvikCAAAAAOCRmZmpO+64Q6mpqfk6DZ2vXPSAysrKyjOELldgYKBnvTcBAQFq2rSphgwZosGDB8vpdOqdd97RnXfeqaVLl6pr165et504caKeeOIJz/O0tDTFxsaqT58+F3xjyzK73a6lS5eqd+/eslq525qvzFiyV+n2eDWoHqx/jb5KVku5GBFb4dE+gILRNgDvaB9AwWgbgHcVpX3kjhQrinJRgAoKCsozFC5Xdna2Z703Dz/8sH7++Wdt2bJFZrP7C/7QoUPVsmVLPfroo9qwYYPXbQMCAgosfFmt1nJ9guSqKK+jPDp8KlOz1x2SJP2tfwsFB+Y/z+BbtA+gYLQNwDvaB1Aw2gbgXXlvH8XJvVx0uYiOjlZCQkK+5bnLYmJiCtwuJydHM2fOVP/+/T3FJ8n9Bt10003avHmzcnJySidpoBDPf7dHOU6Xrm5cXddfUcPX6QAAAAAAUKrKRQGqbdu22rt3b76uXbm9l9q2bVvgdsnJyXI4HHI6nfnW2e12uVyuAtcBpWlT/Cl9+2uCzCbp7/1byGQy+TolAAAAAABKVbkoQA0ZMsQzd1Mum82mWbNmqUuXLp474B06dEh79uzxxNSoUUPh4eFauHBhnp5O6enp+vrrr9W8efNCh+8BJc3lMvTPb3ZJkoZ1itUV0eV3LjEAAAAAAIqqXMwB1aVLF91+++2aOHGiTp48qcaNG2vOnDmKj4/XzJkzPXF33323Vq9e7bnbncVi0VNPPaW///3v6tq1q+6++245nU7NnDlTR44c0Ycffuirl4RK6ptfE7T9SKqq+Fv0RO9mvk4HAAAAAIDLolwUoCTpgw8+0KRJkzR37lylpKSodevW+uabb9SjR49Ct/vb3/6mBg0a6NVXX9XUqVNls9nUunVrLViwQLfddttlyh6QchwuvfTD75KkB3o2UlRVJh4HAAAAAFQO5aYAFRgYqBkzZmjGjBleY1atWlXg8jvuuEN33HFHKWUGFM3HGw/p0KlMRYYEaOw1DXydDgAAAAAAl025mAMKKO/OZNv12vJ9kqTHbmiiYP9yU/sFAAAAAOCSUYACLoN318QpOSNHDSOraFinWF+nAwAAAADAZUUBCihlJ89k6701ByRJT9/YTFYLzQ4AAAAAULnwTRgoZf9d/ocyc5xqExuuvq1q+TodAAAAAAAuOwpQQCk6mJyhjzcekiRNvKm5TCaTjzMCAAAAAODyowAFlKJXl+2Tw2WoZ9ModW1Y3dfpAAAAAADgExSggFKy78QZLdx2VJL0VJ9mPs4GAAAAAADfoQAFlJJXlu2TYUg3tqypK+uE+TodAAAAAAB8hgIUUAp+O5qqb39NkMkkPd67qa/TAQAAAADApyhAAaXgP0v3SpJubh2j5rVCfZwNAAAAAAC+RQEKKGFbDqVo+Z6TMpukx25o4ut0AAAAAADwOQpQQAl7eYm799Nt7euoYVSIj7MBAAAAAMD3KEABJWhj3Cmt/SNJVotJj1xP7ycAAAAAACQKUECJem35PknSkA6xio0I9nE2AAAAAACUDRSggBLyy0F37yc/s0l/6dXI1+kAAAAAAFBmUIACSsiry/+Q5J77id5PAAAAAAD8iQIUUAK2HkrRj3sTZTGb9NC1jX2dDgAAAAAAZQoFKKAE5M79NKhdbdWtTu8nAAAAAADORQEKuEQ7jpzWyt8TZTaJ3k8AAAAAABSAAhRwiV47O/fTrW1rq0FkFR9nAwAAAABA2UMBCrgEuxPStGz3CXfvp+vo/QQAAAAAQEEoQAGX4K3V+yVJN10ZrUZRIT7OBgAAAACAsokCFHCRDiVn6uvtxyRJD/Zs5ONsAAAAAAAouyhAARfp3TUH5DKkHk2j1Kp2mK/TAQAAAACgzKIABVyExDM2fbr5sCR6PwEAAAAAcCEUoICLMHtdnGwOl9rGhqtrwwhfpwMAAAAAQJlGAQoopjPZdn2w/qAk6cFejWQymXycEQAAAAAAZRsFKKCYPtpwSGeyHWoUVUW9r6jp63QAAAAAACjzKEABxWBzODVzbZwk6YGejWQ20/sJAAAAAIALoQAFFMPCLUd18oxN0WGBuqVtbV+nAwAAAABAuUABCigip8vQ2z8ekCSN7d5A/n40HwAAAAAAioJv0EAR/bDzuOKSMhQWZNWIznV9nQ4AAAAAAOUGBSigCAzD0Jur9kuSRl1VX1UC/HycEQAAAAAA5QcFKKAI1h9I1q9HUxVoNWv0VfV9nQ4AAAAAAOUKBSigCN4/e+e7IR3qKKKKv4+zAQAAAACgfKEABVxAXFKGlu85KUm65+oGPs4GAAAAAIDyhwIUcAGzfoqTYUjXNa+hRlEhvk4HAAAAAIByhwIUUIjUTLs+23xEkjS2O72fAAAAAAC4GBSggEJ8vOmQsuxONa9VVVc1qu7rdAAAAAAAKJcoQAFe2J0uzVkXL0ka072BTCaTbxMCAAAAAKCcogAFePHdb8eVkJqtyBB/DWwT4+t0AAAAAAAotyhAAQUwDEMz18ZJku7sWk+BVouPMwIAAAAAoPyiAAUUYMuhFG0/fFr+fmbd2bWer9MBAAAAAKBcowAFFOD9tfGSpFvbxigyJMC3yQAAAAAAUM5RgALOcyQlU9/9liDJPfk4AAAAAAC4NBSggPPMWRcvlyF1bxyp5rVCfZ0OAAAAAADlHgUo4BzpNofmbzwsSRpL7ycAAAAAAEoEBSjgHAu3HtUZm0MNI6uoZ9MoX6cDAAAAAECFQAEKOMswDM1dHy9JurNrPZnNJt8mBAAAAABABUEBCjhrY9wp7T2RriCrRbd1qOPrdAAAAAAAqDAoQAFnffDzQUnSre1qKyzI6uNsAAAAAACoOChAAZJOpmXrh9+OS5Lu6lrPx9kAAAAAAFCxUIACJH208ZAcLkMd61VTi5hQX6cDAAAAAECFQgEKlZ7d6dJHGw5Jku7qRu8nAAAAAABKWrkpQNlsNk2YMEExMTEKCgpSly5dtHTp0iJv/8knn6hbt26qUqWKwsPDddVVV2nFihWlmDHKi6W7TujkGZsiQwJ0U6toX6cDAAAAAECFU24KUKNHj9bLL7+skSNH6tVXX5XFYlG/fv20du3aC247ZcoUjRgxQrGxsXr55Zf1z3/+U61bt9bRo0cvQ+Yo6z5YHy9JGtE5Vv5+5aZJAAAAAABQbvj5OoGi2Lhxo+bPn68ZM2boqaeekiTdfffdatWqlZ555hmtW7fO67Y///yzpk2bpn//+996/PHHL1fKKCf2njijnw+cktkkjehc19fpAAAAAABQIZWL7h4LFiyQxWLRuHHjPMsCAwM1duxYrV+/XocPH/a67SuvvKJatWrp0UcflWEYSk9Pvxwpo5yYu/6gJKl3i5qKCQ/ycTYAAAAAAFRM5aIH1NatW9W0aVOFhua9O1nnzp0lSdu2bVNsbGyB2y5fvlxXXXWVXnvtNf3zn/9UcnKyatWqpb/97W96+OGHCz2uzWaTzWbzPE9LS5Mk2e122e32S3lJPpWbe3l+DSUh3ebQF1uOSJLu6FSn0r8fcKN9AAWjbQDe0T6AgtE2AO8qSvsoTv4lUoDKzs6WyWRSQEBASewun4SEBEVH558cOnfZsWPHCtwuJSVFSUlJ+umnn7RixQpNnjxZdevW1axZszR+/HhZrVbdf//9Xo87ffp0TZ06Nd/yJUuWKDg4+CJfTdlRnEncK6I1x03KyLGoRqChlD0btPh3X2eEsqSytw/AG9oG4B3tAygYbQPwrry3j8zMzCLHmgzDMIp7gFWrVmnRokX66aeftGvXLmVlZUmSgoODdcUVV+iqq67Srbfeql69ehV31wVq1KiRmjVrpsWLF+dZfuDAATVq1Ej/+c9/9Nhjj+Xb7vDhw6pb1z2vz/z58zVs2DBJksvl0pVXXqm0tLRCh+8V1AMqNjZWSUlJ+XpjlSd2u11Lly5V7969ZbVafZ2OTxiGoX7/Xac/EjP0937NNKpbPV+nhDKC9gEUjLYBeEf7AApG2wC8qyjtIy0tTZGRkUpNTb1gnaTIPaDsdrvefvttvfzyy4qPj1dERITat2+vO++8U9WqVZNhGEpJSVFcXJw+/PBDvfbaa6pXr56efPJJ3X///Zf0hgYFBeUpBOXKzs72rPe2nSRZrVYNGTLEs9xsNmvYsGGaPHmyDh065ClSnS8gIKDAXl1Wq7VcnyC5KsrruBgb407pj8QMBVktGtq5XqV9H+BdZW4fQGFoG4B3tA+gYLQNwLvy3j6Kk3uRC1CNGzdWTk6ORo0apaFDh6p9+/aFxv/yyy/67LPP9Nxzz+mll15SfHx8kZM6X3R0tI4ePZpveUJCgiQpJiamwO0iIiIUGBio8PBwWSyWPOtq1KghyT1Mz1sBChXX/I2HJEkD28QoNLD8NnYAAAAAAMqDIheg/vrXv2r06NFFnuepQ4cO6tChg6ZNm6ZZs2ZddIKS1LZtW61cuVJpaWl5unRt2LDBs74gZrNZbdu21aZNm5STkyN/f3/Putx5o6Kioi4pN5Q/qZl2ffuru3g5ogvFRwAAAAAASpu5qIH333//RU0y7u/vX+hE30UxZMgQOZ1OvfPOO55lNptNs2bNUpcuXTx3wDt06JD27NmTZ9thw4bJ6XRqzpw5nmXZ2dmaN2+eWrRo4bX3FCquhVuPyOZwqXmtqmpTJ8zX6QAAAAAAUOFd9F3wIiIi9OGHH6pfv34lmU+BunTpottvv10TJ07UyZMn1bhxY82ZM0fx8fGaOXOmJ+7uu+/W6tWrde686vfff7/ee+89PfTQQ9q7d6/q1q2ruXPn6uDBg/r6669LPXeULYZhaP4m98TzIzrXlclk8nFGAAAAAABUfBddgDp9+rROnz7tdf2WLVu0fv16PfTQQxd7iDw++OADTZo0SXPnzlVKSopat26tb775Rj169Ch0u6CgIK1YsULPPPOM3n//fWVkZKht27b69ttvdeONN5ZIbig/th4+rT3HzyjAz6xb29b2dToAAAAAAFQKxSpA/fTTT0pISPBMQF5Y75Hdu3frkUceKbECVGBgoGbMmKEZM2Z4jVm1alWBy2vUqKHZs2eXSB4o33InH+/fOlphwUw+DgAAAADA5VCsAtSKFSs0efJkmUwmmUwmTZ06VcuWLVPr1q3VunVrtWnTRhEREZLck3yHhISUStLAxTiTbdfX289OPt6ZyccBAAAAALhcilWAmjRpkoYNG6bNmzfrzjvvlL+/v5YvX+65y53JZFJ0dLTq1Kmj7du369prry2VpIGL8dX2Y8qyO9W4Rog61qvm63QAAAAAAKg0ij0HVNOmTdW0aVO9+uqr+r//+z8NGjRIaWlp2rFjh+fn0KFDGjNmjP7+97+XRs7ARfn47PC74Z1imXwcAAAAAIDL6KInId+wYYPncWhoqLp3767u3buXSFJASfvtaKp+O5omf4tZg9vX8XU6AAAAAABUKmZfJwBcDrm9n25sVUsRVfx9nA0AAAAAAJVLkQtQLVq00AcffKCcnJwi79xms2nWrFlq0aLFRSUHlITMHIcWbTsmSRrROdbH2QAAAAAAUPkUeQje6NGj9cQTT+jRRx/VwIEDdcMNN6h9+/Zq0KCBgoODJUkZGRmKi4vT5s2btWzZMn399dfy9/fX008/XWovALiQb7YnKN3mUP3qwerWsLqv0wEAAAAAoNIpcgHqmWee0YMPPqiZM2dq9uzZmjt3rmciZz8/924cDockyTAMtWrVSlOnTtWYMWMUGhpaCqkDRfPxJvfwu2Gd6jL5OAAAAAAAPlCsScirVq2qxx57TI899pji4+O1bt067dmzR8nJyZKk6tWrq3nz5urWrZsaNGhQKgkDxbH3xBltPXRafmaThnRg8nEAAAAAAHzhou+CV79+fdWvX78EUwFK3oJfjkiSrmteQ1FVA3ycDQAAAAAAlRN3wUOFZXe69MWWo5Kk2zsy+TgAAAAAAL5S4gWovXv3avjw4Wrfvr369Omj//znP0pPTy/pwwAX9OPeRCWl2xQZ4q9ezaJ8nQ4AAAAAAJVWiRegbr/9dlWpUkUvvviiRo0apZ9++klt27ZVXFxcSR8KKNRnm93D725tW1tWC539AAAAAADwlYueA8qbY8eO6d1335XZ7P7CP3LkSL333nsaN26cli5dWtKHAwp0KiNHy/eckCQN6cjk4wAAAAAA+FKJdwvp2rWr1q1bl2fZ6NGjtWHDhpI+FODVom1HZXcaurJ2mJrXCvV1OgAAAAAAVGolXoDKycnRwIED9eqrryo+Pl4ZGRn64IMP1LVr15I+FOBV7t3vhnSg9xMAAAAAAL5W4gWoW2+9VSNGjNDChQvVqVMnVa1aVQ888IAaNmyod999V2vWrFFiYmJJHxbw2HUsTTuPpcnfYtbANjG+TgcAAAAAgEqvxOeAevDBB/M8P3HihH799Vft3LlTmzZt0qxZs7R7926lpKSU9KEBSX/2frqhRQ1Vq+Lv42wAAAAAAECJF6COHz+uuXPnyul0qlmzZmrdurVuuOEG3XDDDSV9KCCfHIdLX247Kkm6vUOsj7MBAAAAAABSKRSg+vbtq1q1aqlZs2ZavXq1duzYobS0NLVs2VI///xzSR8OyGPl7yd1KiNHNaoG6Jomkb5OBwAAAAAAqBQKUIcOHdKWLVtkNv85vVRycrJ+/fXXkj4UkM9nm93D7wa1ry0/S4lPcQYAAAAAAC5CiX9Dv+OOO/Tjjz/mWVa9enX16tWrpA8F5JF4xqaVv5+UJA1pz93vAAAAAAAoK0q8B9SkSZN0ww03aPjw4brpppvUqlUr+fszETRK36JtR+V0GWoTG64mNav6Oh0AAAAAAHBWifeAuu222+Tn56dffvlFI0eOVFhYmFq1aqWRI0eW9KEAD8MwPMPvbu9A7ycAAAAAAMqSEu8BtWPHDiUmJiogIECSlJ2drZ07dzIHFErVzmNp+v3EGfn7mXVz6xhfpwMAAAAAAM5R4j2gBgwYoF27dnmeBwYGqkOHDho9enRJHwrw+HLrUUlS7ytqKizY6uNsAAAAAADAuUq8AJWTk6Nbb71VH3zwgU6ePFnSuwfycThdWrT9mCRpULvaPs4GAAAAAACcr8QLUD169FDv3r31+uuvq2HDhoqOjlbfvn01YcKEkj4UIElatz9ZiWdsqhZsVY+mUb5OBwAAAAAAnKfE54B65JFHPI8Nw9Aff/yhHTt2MAcUSk3u8LsBrWPk71fiNVUAAAAAAHCJLvrbes+ePfXzzz8XGmMymdSkSRPddtttmjJlysUeCvAqM8eh73celyTdyvA7AAAAAADKpIsuQJ05c0ZXX321Bg0apN27d5dkTkCRLd11Qpk5TtWrHqz2dcN9nQ4AAAAAACjARRegtmzZog8//FC//fabWrdurTFjxujw4cMlmRtwQV9scQ+/u7VtbZlMJh9nAwAAAAAACnJJE+aMGDFCu3fv1iuvvKLvvvtOTZs21ZNPPqnk5OSSyg/wKvGMTWv2JUpi+B0AAAAAAGXZJc/Y7Ofnp4ceekj79+/XX//6V82cOVONGjXSP//5T2VmZpZEjkCBvt5+TC5DahsbrgaRVXydDgAAAAAA8KLEbhkWHBysSZMm6ddff9WVV16pyZMnq2HDhvrf//4nh8NRUocBPL7c5h5+N4jeTwAAAAAAlGmXVIBKTU3VqlWr9PLLL+uuu+5Sq1at1LBhQ/30008yDEPBwcF67LHH1KJFCy1btqykcgb0x8l07TiSKj+zSQNaR/s6HQAAAAAAUAi/i92wQYMGOnTokCTJMAzVrl1bnTp10siRI9WxY0d17NhR1apV04EDBzRx4kT17dtX77zzjsaMGVNiyaPy+nKru/dTz6ZRqh4S4ONsAAAAAABAYS66AHXFFVdo1KhR6tixozp16qSaNWsWGNewYUN98sknuv/++zV16lQKULhkLpfhGX7H5OMAAAAAAJR9F12AWrx4cbHie/XqpXffffdiDwd4/HIoRUdSshQS4Kcbrii48AkAAAAAAMqOEpuE/EL69eunBQsWXK7DoQL7You791PfVrUU5G/xcTYAAAAAAOBCLlsBKiwsTIMHD75ch0MFZXM49e2OY5K4+x0AAAAAAOXFZStAASVh9e+JSst2qGZogLo2rO7rdAAAAAAAQBFQgEK58vWOBEnSgNYxsphNPs4GAAAAAAAUBQUolBuZOQ4t23VCkjSwTYyPswEAAAAAAEVFAQrlxrLdJ5Vld6pe9WC1rhPm63QAAAAAAEARUYBCufHVNvfk4ze3jpHJxPA7AAAAAADKCwpQKBdSM+1avfekJOlmht8BAAAAAFCuUIBCufDDruOyOw01q1lVzWpV9XU6AAAAAACgGChAoVz4evvZ4Xdton2cCQAAAAAAKC4KUCjzktJt+umPJEnSgNYMvwMAAAAAoLyhAIUyb/GvCXIZUps6YaofWcXX6QAAAAAAgGKiAIUy78/hd/R+AgAAAACgPKIAhTLt6OksbYpPkcnE8DsAAAAAAMorClAo077d4e791Kl+hGqFBfo4GwAAAAAAcDHKTQHKZrNpwoQJiomJUVBQkLp06aKlS5cWez+9e/eWyWTSww8/XApZoqR9dXb43UCG3wEAAAAAUG6VmwLU6NGj9fLLL2vkyJF69dVXZbFY1K9fP61du7bI+/jiiy+0fv36UswSJelAYrp+O5omi9mkm1rV8nU6AAAAAADgIpWLAtTGjRs1f/58TZ8+XTNmzNC4ceO0YsUK1atXT88880yR9pGdna0nn3xSEyZMKOVsUVK+3p4gSereOFLVQwJ8nA0AAAAAALhY5aIAtWDBAlksFo0bN86zLDAwUGPHjtX69et1+PDhC+7jxRdflMvl0lNPPVWaqaKEGIahr7YflcTd7wAAAAAAKO/8fJ1AUWzdulVNmzZVaGhonuWdO3eWJG3btk2xsbFetz906JCef/55vf/++woKCirycW02m2w2m+d5WlqaJMlut8tutxfnJZQpubmX5dew5/gZ7U/MkL+fWdc1jSjTuaJiKQ/tA/AF2gbgHe0DKBhtA/CuorSP4uRfLgpQCQkJio6Ozrc8d9mxY8cK3f7JJ59Uu3btNHz48GIdd/r06Zo6dWq+5UuWLFFwcHCx9lUWXcwk7pfLt4fMksxqVtWhNSvKbp6ouMpy+wB8ibYBeEf7AApG2wC8K+/tIzMzs8ix5aIAlZWVpYCA/HMABQYGetZ7s3LlSn3++efasGFDsY87ceJEPfHEE57naWlpio2NVZ8+ffL1xipP7Ha7li5dqt69e8tqtfo6nXwMw9Crr/0kKVOjrm+jfm3yFx+B0lLW2wfgK7QNwDvaB1Aw2gbgXUVpH7kjxYqiXBSggoKC8gyFy5Wdne1ZXxCHw6FHHnlEd911lzp16lTs4wYEBBRY+LJareX6BMlVVl/H7oQ0HUjKlL+fWTe2ii6TOaLiK6vtA/A12gbgHe0DKBhtA/CuvLeP4uReLgpQ0dHROnr0aL7lCQnuu6TFxBQ8SfUHH3yg33//XW+//bbi4+PzrDtz5ozi4+NVo0aNCjGcriJZ/Kv779qzaZSqBpbfhggAAAAAANzKxV3w2rZtq7179+br2pU7rK5t27YFbnfo0CHZ7XZdffXVatCggedHchenGjRooCVLlpRq7igewzD07dkCVP8rGXoHAAAAAEBFUC56QA0ZMkQvvfSS3nnnHT311FOS3HeomzVrlrp06eK5A96hQ4eUmZmp5s2bS5KGDx9eYHFq0KBB6tevn+677z516dLlsr0OXNjvJ87owNm7311/RQ1fpwMAAAAAAEpAuShAdenSRbfffrsmTpyokydPqnHjxpozZ47i4+M1c+ZMT9zdd9+t1atXyzAMSVLz5s09xajzNWjQQLfeeuvlSB/F8O0Od++nHk0YfgcAAAAAQEVRLgpQknvI3KRJkzR37lylpKSodevW+uabb9SjRw9fp4YScu7wuwGtGX4HAAAAAEBFUW4KUIGBgZoxY4ZmzJjhNWbVqlVF2lduDymULQy/AwAAAACgYioXk5CjcljM8DsAAAAAACokClAoEwzD0De5d79rXcvH2QAAAAAAgJJEAQplgmf4ncWs66+o6et0AAAAAABACaIAhTLBM/yuaZRCGX4HAAAAAECFQgEKPnfu3e8YfgcAAAAAQMVDAQo+t/dEuvYz/A4AAAAAgAqLAhR87tsdxyRJPZpGMvwOAAAAAIAKiAIUfCrv8LtoH2cDAAAAAABKAwUo+NS+kwy/AwAAAACgoqMABZ/67tfjkqRrmjD8DgAAAACAiooCFHzq+53uAtSNrbj7HQAAAAAAFRUFKPjMweQM7U5Ik8VsUm+G3wEAAAAAUGFRgILPfP+bu/dT14YRqlbF38fZAAAAAACA0kIBCj7z3dkCVN9W3P0OAAAAAICKjAIUfCIhNUvbDp+WySTd2ILhdwAAAAAAVGQUoOATP5zt/dShbjXVCA30cTYAAAAAAKA0UYCCT+Te/a4vd78DAAAAAKDCowCFyy453aaNcackSTe2pAAFAAAAAEBFRwEKl93SXSfkMqRWtUMVGxHs63QAAAAAAEApowCFyy737nc3cfc7AAAAAAAqBQpQuKxSs+xatz9JEsPvAAAAAACoLChA4bJaseeE7E5DTWqEqHGNEF+nAwAAAAAALgMKULisvv+Nu98BAAAAAFDZUIDCZZOZ49DqvYmSKEABAAAAAFCZUIDCZbP690Rl212KjQhSi+hQX6cDAAAAAAAuEwpQuGy+3/nn3e9MJpOPswEAAAAAAJcLBShcFjaHUyt2n5TE3e8AAAAAAKhsKEDhsli3P1lnbA7VDA1Qu9hwX6cDAAAAAAAuIwpQuCyW7DwhSerdoqbMZobfAQAAAABQmVCAQqlzuQwt2+0uQPVpwfA7AAAAAAAqGwpQKHXbjpxW4hmbqgb4qWvD6r5OBwAAAAAAXGYUoFDqcoffXdu8hvz9OOUAAAAAAKhsqAag1C3ZdVyS1KdlTR9nAgAAAAAAfIECFErVHyfTdSAxQ1aLST2bRvk6HQAAAAAA4AMUoFCqcns/XdUoUlUDrT7OBgAAAAAA+AIFKJSqpbvO3v2O4XcAAAAAAFRaFKBQak6mZWvrodOSpN5XUIACAAAAAKCyogCFUrN0t7v3U7u64aoRGujjbAAAAAAAgK9QgEKpWbLz7PC7FrV8nAkAAAAAAPAlClAoFWey7Vq3P0kS8z8BAAAAAFDZUYBCqVj1e6LsTkONoqqoUVSIr9MBAAAAAAA+RAEKpWLJ2bvf9Wb4HQAAAAAAlR4FKJS4HIdLq/aclMTwOwAAAAAAQAEKpeDnA8k6Y3MoqmqA2tYJ93U6AAAAAADAxyhAocQt2XVcktS7RU2ZzSYfZwMAAAAAAHyNAhRKlMtlaOnZ+Z/6tGD4HQAAAAAAoACFErbjaKpOpNkUEuCnbo2q+zodAAAAAABQBlCAQolastM9/K5XsygF+Fl8nA0AAAAAACgLKEChRC05O/yuN8PvAAAAAADAWRSgUGIOJKbrj5PpslpMurZ5DV+nAwAAAAAAyggKUCgxuZOPd21YXaGBVh9nAwAAAAAAygoKUCgxucPv+rSs5eNMAAAAAABAWUIBCiUi8YxNWw6lSJJ6X8H8TwAAAAAA4E8UoFAiVuw5IcOQWtcJU62wQF+nAwAAAAAAypByU4Cy2WyaMGGCYmJiFBQUpC5dumjp0qUX3O6LL77QsGHD1LBhQwUHB6tZs2Z68skndfr06dJPuhJZtvukJOkGej8BAAAAAIDzlJsC1OjRo/Xyyy9r5MiRevXVV2WxWNSvXz+tXbu20O3GjRun3bt3684779Rrr72mvn376vXXX1e3bt2UlZV1mbKv2LLtTq3ZlyiJAhQAAAAAAMjPz9cJFMXGjRs1f/58zZgxQ0899ZQk6e6771arVq30zDPPaN26dV63XbBggXr16pVnWYcOHTRq1CjNmzdP9957b2mmXims25+kbLtLMWGBuiK6qq/TAQAAAAAAZUy56AG1YMECWSwWjRs3zrMsMDBQY8eO1fr163X48GGv255ffJKkQYMGSZJ2795d4rlWRkt3nR1+16KmTCaTj7MBAAAAAABlTbnoAbV161Y1bdpUoaGheZZ37txZkrRt2zbFxsYWeX/Hjx+XJEVGRhYaZ7PZZLPZPM/T0tIkSXa7XXa7vcjHK2tycy+J1+ByGVq++4QkqVfT6uX6fQGkkm0fQEVC2wC8o30ABaNtAN5VlPZRnPzLRQEqISFB0dHR+ZbnLjt27Fix9vfCCy/IYrFoyJAhhcZNnz5dU6dOzbd8yZIlCg4OLtYxy6KiTOJ+IYfSpZNn/BRgNpSyZ6MW7y2BxIAyoCTaB1AR0TYA72gfQMFoG4B35b19ZGZmFjm2XBSgsrKyFBAQkG95YGCgZ31RffTRR5o5c6aeeeYZNWnSpNDYiRMn6oknnvA8T0tLU2xsrPr06ZOvN1Z5YrfbtXTpUvXu3VtWq/WS9vXK8j8kHdC1V9TSwAFtSiZBwIdKsn0AFQltA/CO9gEUjLYBeFdR2kfuSLGiKBcFqKCgoDxD4XJlZ2d71hfFmjVrNHbsWN14443617/+dcH4gICAAgtfVqu1XJ8guUridaz8PUmS1LtFrQrxngC5Kko7B0oabQPwjvYBFIy2AXhX3ttHcXIvF5OQR0dHKyEhId/y3GUxMTEX3Mf27ds1cOBAtWrVSgsWLJCfX7movZVpR09naVdCmswm6drmNXydDgAAAAAAKKPKRQGqbdu22rt3b76uXRs2bPCsL8z+/fvVt29f1ahRQ4sXL1ZISEhppVqprDg7+XiHetUUUcXfx9kAAAAAAICyqlwUoIYMGSKn06l33nnHs8xms2nWrFnq0qWL5w54hw4d0p49e/Jse/z4cfXp00dms1k//PCDoqKiLmvuFdnS3SclSTdcUdPHmQAAAAAAgLKsXIxD69Kli26//XZNnDhRJ0+eVOPGjTVnzhzFx8dr5syZnri7775bq1evlmEYnmV9+/bVgQMH9Mwzz2jt2rVau3atZ13NmjXVu3fvy/paKop0m0M/70+WJN3QggIUAAAAAADwrlwUoCTpgw8+0KRJkzR37lylpKSodevW+uabb9SjR49Ct9u+fbsk6cUXX8y3rmfPnhSgLtKavYnKcbrUILKKGkUxpBEAAAAAAHhXbgpQgYGBmjFjhmbMmOE1ZtWqVfmWndsbCiVn6dn5n264gsnHAQAAAABA4cpNAQplh9NlaOUe9/xP1zP/EwAAAIBCOBwOOZ1OX6cBlCl2u11+fn7Kzs4uk+3Dz89PFotFJpOp5PZZYntCpbHlUIpSMu0KC7KqY71qvk4HAAAAQBljGIZSU1NVs2ZNxcXFleiXWKAiMAxDtWrV0uHDh8ts+7BYLKpRo4bCwsJKJEcKUCi2ZWeH313bLEp+lnJxI0UAAAAAl9Hx48eVkpKiqKgoRUVFyWq1ltkv2YAvuFwupaenKyQkRGZz2fpebRiGHA6H0tLSlJCQoKysLEVHR1/yfilAodiW7To7/xN3vwMAAABwHqfTqdTUVE/hqSx+wQZ8zeVyKScnR4GBgWW2fVStWlUBAQFKSkpSjRo1ZLFYLml/ZfNVosyKS8rQ/sQM+ZlN6tE0ytfpAAAAAChj7Ha7DMNQcHCwr1MBcImqVKkiwzBkt9sveV8UoFAsy88Ov+vasLpCA60+zgYAAABAWcWQO6D8K8l2TAEKxZI7/9MNV9TwcSYAAAAAAKC8oACFIkvNtGtTfIok6formP8JAAAAAAAUDQUoFNmqvSfldBlqXquqYiMYzw0AAAAAAIqGAhSKbOnZu99dz/A7AAAAAPCJF198Uc2bN5fL5bpg7FtvvaW6devKZrOV2jHKg9mzZ8tkMik+Pt7XqZQJF3teXCoKUCiSHIdLq39PlCTdwPA7AAAAALjs0tLS9MILL2jChAkym//8Om8YhqZNm6Y1a9bkiR89erRycnL09ttvX/Ixcr3xxhsymUzq0qXLxb8QSevWrdOUKVN0+vTpS9pPadi5c6fuvPNO1a5dWwEBAYqJidHIkSO1c+fOS9rv5XzNhR3rYs6LkkABCkWyOf6UztgcigwJUJs64b5OBwAAAAAqnffff18Oh0MjRozIs3zv3r2aPHmyEhIS8iwPDAzUqFGj9PLLL8swjEs6Rq558+apfv362rhxo/7444+LeyFyF0imTp1a5gpQX3zxhdq3b6/ly5frnnvu0RtvvKGxY8dq5cqVat++vRYuXHjR+76cr7mwY13MeVESKEChSJbvOSlJurZZlMxmbqcKAAAAAJfbrFmzNHDgQAUGBuZZ/ssvv0iS2rdvn2+boUOH6uDBg1q5cuUlHUOS4uLitG7dOr388suKiorSvHnzLuJVlF379+/XXXfdpYYNG2rHjh365z//qbFjx+rZZ5/Vjh071LBhQ9111106cOCAr1O9ZMU9L0oCBSgUyYqzBSjmfwIAAABQ2fXr10/169fPt9wwDLVv317XXHNNiR8zLi5OO3bs0A033JBneefOnTVy5EhJUpMmTWQymRQeHu5Z36FDB0VERGjRokUXfYxc8+bNU7Vq1dS/f38NGTKk0ALU0aNHNXbsWMXExCggIEANGjTQgw8+qJycHE2ZMkVPP/20JKlBgwYymUyeOZpGjx5d4Hs7ZcoUmUx5O0McPHhQf/nLX9SsWTMFBQWpevXquv322y96rqcZM2YoMzNT77zzjqKiovKsi4yM1Ntvv62MjAy9+OKLnuVFzff812yxWFStWjXFx8d7Yvfs2aOhQ4cqNDRU1atX16OPPqrs7Ow8+y3K8Qp7f3MV57woKX6X7Ugotw4kpisuKUNWi0ndm0RdeAMAAAAAqMA6deqk7777TikpKapWrZpn+fz587V161atXbu2xI+5bt06Sfl7OU2YMEFTpkyRzWbTP/7xD0nKU4DK3eann3666GPkmjdvngYPHix/f3+NGDFCb775pjZt2qROnTrliTt27Jg6d+6s06dPa9y4cWrevLmOHj2qBQsWKDMzU4MHD9bevXv18ccf6z//+Y8iIyMlKV/R50I2bdqkdevWafjw4apTp47i4+P15ptvqlevXtq1a5eCg4t39/avv/5a9evX91pA7NGjh+rXr69vv/22WPuVlO81R0REKCsrK89rHjp0qOrXr6/p06fr559/1muvvaaUlBR98MEHl3Qsb+9vUc+LkkIBCheU2/upa8PqCgnglAEAAABQuXXs2FGStHXrVl133XWSJLvdrkmTJunmm2/W1VdfXeLH3LNnjyR3j5Zz3XbbbXriiSd03XXX6c477yxw24YNG2ru3LkXfQzJPcxvz549+u9//ytJ6t69u+rUqaN58+blK0BNnDhRx48f14YNGzzvlSRNmzZNhmGodevWat++vT7++GPdeuutBfboKYrcnljnuvnmm9WtWzd9/vnnuuuuu4q8r9TUVB07dky33HJLoXGtW7fWV199pTNnzqhq1apF3v/5r7lu3bpKS0tTlSpVPDENGjTw9Eh66KGHFBoaqjfeeENPPfWUWrdufdHH8vb+FvW8KCkMwcMFrfDM/8TwOwAAAAAXxzAMZeY4yszPpUy+nFtw2bJli2fZO++8o7i4OD333HOX/F4VJDk5WX5+fgoJCcmzPDU1VYcOHSq0QFGtWjVlZWUpMzPzoo4huXs/1axZU9dee60kyWQyadiwYZo/f76cTqcnzuVy6csvv9TNN9+cp/iU6/xhdJciKCjI89hutys5OVmNGzdWeHh4nr9NUZw5c0aSLlhUyl2flpZWzGwv7KGHHsrzfPz48ZKkxYsXl/ixpKKfFyWF7iwoVFq2XRvjTkli/icAAAAAFy/L7lSLf/zg6zQ8dk27UcH+F/eVuFatWqpdu7a2bt0qScrIyNCzzz6rO++8U61atSrJNC9ox44dklRoASq32HaxxR+n06n58+fr2muvVVxcnGd5ly5d9O9//1vLly9Xnz59JEmJiYlKS0u7LO9DVlaWpk+frlmzZuno0aN5ioqpqanF2lduYSm3EOVNUQtVF6NJkyZ5njdq1Ehms/mi57S6kEs9L4qLAhQKtXZfkhwuQ42iqqhe9SoX3gAAAAAAKoFOnTp5ClAvv/yyUlJSNG3atFI7XvXq1eVwOPIN/cotQLVp08brtikpKQoODs7TY6g4x1ixYoUSEhI0f/58zZ8/P9928+bN8xSgLpW3Ysi5vaxyjR8/XrNmzdJjjz2mbt26KSwsTCaTScOHD5fL5SrWccPCwhQdHe15P73ZsWOHateurdDQ0GLnW1wF7bskj1fU86KkUIBCoZbvzr37XU0fZwIAAACgPAuyWrRr2o2+TsMjyGq5pO07deqkr776SocOHdJLL72kBx98UPXq1csT8//t3XlclNX+B/DPsKPsiAIisqS4gObK1dzClHKrXEhIwyWT3LLFuObPDW5UUna13LDUXLJy7+rVRMXdXDFEJdRAEEhRcNi3mfP7g9/Mz3EGGJBhWD7v14vXvXOes3wf7nPU+d5zzrNixQqcPHkSJiYm2L9/P3x8fLB7926Eh4fjxx9/RJs2bXDo0CE4Oztj9erV2Lt3L0xMTPD777/DyckJO3bsQIcOHQBA+Z9JSUkqq53i4uLg5OSkPGhak6SkJHTs2LHKe6pojG3btqFly5ZYtWqVWpvdu3djz549WLt2LczNzeHg4AArKyvEx8dXOlZFiRRbW1s8fvxYrfzu3btqZTt37kRwcDC++uorZVlRUZHG9toYMWIE1q9fj9OnT6Nfv35q10+dOoXk5GRMnz69RvFWtdLo1q1bKudv3b59G3K5XOUMJ23H02ZVk7bPRW3hGVBUIZlc4PifPP+JiIiIiIienUQiQTMTo3rz86zbjnr27Am5XI6goCAIIbBgwQK1OnFxcbhw4QI+/PBDPHjwAAUFBRg8eDBGjx6NzMxMODk5KQ+Bjo+Px4ULFzBv3jz8/fff6NWrl/KtdgDQp08fAMClS5dUxkhJSYGLi0ulsV65cgV9+/at8p40jVFYWIjdu3djxIgRGDt2rNrPrFmzkJubi19//RUAYGBggNdeew3/+c9/1GIF/n/bl+Lw7aeTKZ6enpBKpSorkTIyMrBnzx61vgwNDdXO8vrmm29qvPpo3rx5MDc3x/Tp0/Ho0SOVa1lZWQgJCUGzZs0wb968GsVb0T0rPJ3gUxz4/sorr1R7vKrGArR/LmoLE1BUoT/uPcaj/BJYmhmhp5tt1Q2IiIiIiIiaCMUB22fOnMGHH36o9op7oDwBFRYWhp49e8Lc3Bzu7u4YP348Bg8eDCMjI3h5eSmTJdevX8eiRYswcOBAGBkZITAwEImJicq+PDw84O3tjSNHjqiM4e7ujj/++APLli3D1q1bcfnyZZXrly9fRlZWVpVvd6toDMUb30aNGqWxzT/+8Q84ODhg27ZtyrKIiAi0bNkSAwcOxPvvv4+oqCgsXboU3t7eyrOZevToAQBYsGABtmzZgp9++gn5+fkYP348mjdvjtdffx0rVqzAZ599Bl9fX7Rv315t7BEjRmDLli2YO3cuosF8cr8AAConSURBVKKiMHnyZKxcuRL29vZV3qsm7dq1ww8//IBbt27Bx8cHCxcuxIYNG7Bo0SL4+Pjg9u3b2LJlCzw9PZVtqhPv0/e8a9cu5OfnK68nJSVh1KhRWL16NSZOnIjVq1cjKChIZXultuNV9PtVqM5zUWsEaU0qlQoAQiqV6juUZ1JSUiL27t0rSkpKKq335W8Jom3ofjFz2+U6ioxI/7SdH0RNDecGUcU4P4hUFRYWihs3boj8/HyRnZ0tZDKZvkPSGTc3N+Hg4CByc3PVrslkMtGsWTORkZGhLPPy8hIXL15Ufvb39xc7d+4UQghhb28v7ty5o7y2ZcsWMXjwYJU+ly9fLiwsLERBQYGyLC0tTfj7+wsLCwsBQKxcuVKlTWhoqHB1dRVyuVyre3p6jJEjRwozMzORn59fYZtJkyYJY2Nj8fDhQ2XZ3bt3xVtvvSUcHByEqamp8PDwEDNnzhTFxcXKOuHh4aJ169bCwMBAABBJSUlCCCEOHz4svL29hYmJifDy8hJbt24VixcvFk+nMLKzs8XkyZNFixYthIWFhfD39xcJCQmibdu2Ijg4WFlv48aNKv1XJS4uTgQGBgonJydhbGwsHB0dRWBgoLh27ZrG+trGq+me79y5o6x748YNMXbsWGFpaSlsbW3FrFmzRGFhYY3Hq+j3K4T2z4ViPmuKQ4jq5UkkQjzDuyebmJycHFhbW0MqlSoPHGuISktL8d///hfDhg2DsbFxhfWGrTiFGxk5+PqNrni9W+VLOokaC23nB1FTw7lBVDHODyJVRUVFSEpKQtu2bVFSUgIrKysYGDS+zTd//fUX2rdvj+XLl2POnDlq1xMTE9G/f3/cv38fQPlWNhsbG0ilUpiZmQEAnJ2dceLECVhaWsLJyQk5OTnKw7/HjBmDvn374sMPP1T2KZVK4eHhgWXLlmHq1KlVxlhcXAw3Nzf885//xHvvvafVfVV3DKoZuVyOnJwcWFlZISwsDEuXLkVmZmalZ3nVluo8F4r57O7urnxun1SdPEnj+1OAakWGtBA3MnIgkQAD2/P8JyIiIiIioifNnz8fbm5uCAkJ0Xg9Li5OZevU9evX4enpqfwS//DhQ0ilUnh6eiI+Ph6Ghob4+eefUVpaiu+++w6xsbGYNm2aSp/W1tb4+OOPERkZqdVb3jZu3AhjY+MKY9SkumNQw1OT56I2MAFFGh1LKD98vLurLeyam+g5GiIiIiIiIv17/Pgxtm/fjunTp2PHjh1YtWoVTEw0f1+6du2aSgJK0+fOnTvDwMAA8fHxmDJlCn766SfY2dlh+/btiI6O1riiJDQ0FAkJCVqtKgsJCUFKSgpMTU2rdZ/VGYManpo+F8/KqE5HowYj5v8SUH4duPqJiIiIiIgIAI4ePYqgoCC4uLhg3bp18Pf3r7Du0qVLVT5PnjwZkydPVn5+8cUXceHCBQDlq6N69uyJqKgo3QROVA8wnUlqikplOH37IQBgcEcmoIiIiIiIiIDyc5mEEEhNTVXbHvcs4uPj0aFDh1rrjxqWJUuWQAhRJ+c/6RMTUKTm3J1HKCqVw9naDF6tLPUdDhERERERUaN248YNJqCo0eMWPFJzNKH8LQ1+HVtCIpHoORoiIiIiIqLGTSqV6jsEIp3jCihSIYTAsZvl5z8N7tBKz9EQERERERERUWPABBSp+PN+LtKlRTAzNkAfT3t9h0NEREREREREjQATUKTi6P+tfnrBswXMjA31HA0RERERERERNQZMQJGKYwnlCSg/vv2OiIiIiIiIiGoJE1CklJVfgisp2QAAvw5MQBERERERERFR7WACipROJD6AEEAnJys4WZvrOxwiIiIiIiIiaiSYgCIlxflPXP1ERERERERERLWJCSgCAJTK5DiRmAmA5z8RERERERERUe1iAooAAJeSs5FbVAb75ibo6mKj73CIiIiIiIiIqBFhAooAADF/lm+/G+TVEoYGEj1HQ0RERERERESNCRNQBAA4evM+AJ7/RERERERERES1jwkoQvLDfNzJzIeRgQT927fQdzhERERERERE1MgwAUU4llC+/a63ux2szIz1HA0RERERERERNTZMQJHy/CduvyMiIiIiIqp7y5YtQ4cOHSCXy6usu3btWri6uqK4uFgn/deVTZs2QSKRIDk5WedjLVmyBBIJzzpWqMkzVBuYgGri8orL8PtfjwAwAUVERERERFTXcnJy8MUXXyA0NBQGBv//FV0IgbCwMJw6dUql/qRJk1BSUoJ169Y9U/+KBJDix8zMDM7OzvD398fKlSuRm5tbOzfYAF2/fh0TJkxA69atYWpqCmdnZ7z55pu4fv36M/V79uxZLFmyBI8fP66dQGs4VnWfodrCBFQTd/pWJkplAu4tmsPDwULf4RARERERETUpGzZsQFlZGQIDA1XKExMTsXjxYmRkZKiUm5mZITg4GMuXL4cQosb9K4SFhWHLli1Ys2YNZs+eDQCYO3cufHx8EBcXV8O7qtrEiRNRWFiItm3b6myMmti9eze6d++Oo0ePYvLkyVi9ejWmTp2KmJgYdO/eHXv27Klx32fPnsXSpUvrLAFV0VjVfYZqCxNQTdzRm9x+R0REREREpC8bN27EqFGjYGZmplJ++fJlAED37t3V2gQEBODu3buIiYmpcf8Kr7zyCiZMmIDJkydj/vz5+O2333DkyBE8ePAAo0aNQmFhYQ3uqmqGhoYwMzOrdGtcfn6+TsauyJ07dzBx4kR4eHggLi4O//rXvzB16lSEh4cjLi4OHh4emDhxIv766686jUsXqvMM1RYmoJowuVwg5s9MAMBgJqCIiIiIiIi0MmzYMLi5uamVCyHQvXt39O/fX6t+kpKSEBcXh5deekmlvHfv3njzzTcBAO3atYNEIoGNjY3yeo8ePWBnZ4d9+/bVqP+q+Pn5YeHChbh79y62bt2qci0tLQ1TpkxBq1atYGpqis6dO2PDhg0qdXJzczF37ly4ubnB1NQULVu2xJAhQ3DlyhVlnafPgFKc03Tjxg0EBQXB1tYW/fr1q9a4AHD69Gn06tULZmZm8PT0rNY2s8jISBQUFCAqKgoODg4q11q0aIF169YhPz8fy5YtU5ZPmjRJ47Pw9LlTS5Yswbx58wAA7u7uMDQ0hK2tLZKTk5V1ExISEBAQACsrK9jb2+O9995DUVGRSr/ajPf0WIptlk+et6XtM1SbjOpsJKp34tNz8DCvGBamRujpZqfvcIiIiIiIqCkoqWRVi8QQMDbTsq4BYGxes7rPqFevXjh48CCys7Nha2urLP/pp58QGxuL06dPa9XP2bNnAaivcgoNDcWSJUtQXFyMRYsWAYBKAkrR5syZMzXqXxsTJ07EJ598gsOHD2PatGkAgPv37+Mf//gHJBIJZs2aBQcHBxw8eBBTp05FTk4O5s6dCwAICQnBzp07MWvWLHTq1AmPHj3C6dOncfPmzSpjGTduHNq1a4eIiAjl9jBtx7127RqGDh0KBwcHLFmyBGVlZVi8eDFatWql1T3/5z//gZubW4UJxAEDBsDNzQ0HDhzQqr8njR49GomJidi+fTu+/vpr2NnZobCwUCXRFRAQADc3N3z22Wf4/fffsXLlSmRnZ2Pz5s3PNFaLFi0AQC2pps0zVJuYgGrCFKufBrRvARMjLoYjIiIiIqI6EOFc8bV2Q4E3d/z/58jngNICzXXb9gMmP5EI+LcPUPBIc13nbsA7x6sdakV69uwJAIiNjYWfnx8AoLS0FAsXLsTIkSPxwgsvaNVPQkICgPJVKk8aM2YMPvjgA/j5+WHChAka23p4eGDLli016l8bLi4usLa2xp07d5RlCxYsgEwmw7Vr12Bvbw+gPNkUGBiIJUuWYPr06TA3N8eBAwcwbdo0fPXVV8q2H3/8sVbjdu3aFT/++KNKmbbjLlq0CEIInDp1Cq6urgDKf5c+Pj5VjiuVSpGeno5XX3210npdunTBr7/+itzcXFhaWmp1T4p23bt3x/bt2/Haa6/B1dUVOTk5aN68ubKOu7u7ckXSzJkzYWVlhdWrV+Ojjz5Cly5dajyWphVTgHbPUG1i1qEJi0ksT0D5ddAuG0xERERERETlK6AAqGwpi4qKQlJSEiIiIiptO2LECGWC5dGjRzAyMoKFheoLoaRSKVJSUipNOtja2qKwsBAFBRUk6CrpX1sWFhbKt+EJIbBr1y6MHDkSQgg8fPhQ+ePv7w+pVKr8fdjY2OD8+fNIT0+v9pghISEqn7UdVyaT4bffflMmdxQ6duwIf3//KsdV3GdVSSXF9ZycnOreWpVmzpyp8llxKPx///vfWh8L0O4Zqk1cAdVESUuA6+m5kEiAQV4OVTcgIiIiIiKqDZ9UkpSQGKp+nne7krpPraeYe037us/I0dERrVu3RmxsLIDyw7LDw8MxYcIEeHt7V9r25s2bVdZRvH2usgSUYntaZYd4P6u8vDy0bFl+XnBmZiYeP36MqKgoREVFaaz/4EH5S66WLVuG4OBgtGnTBj169MCwYcPw1ltvwcPDo8oxn16tpe24mZmZKCwsRLt27dSue3l5VZnEUSSWFImoimibqKqJp2P39PSEgYGBytlNtakunqEnMQHVRN3ILn/AurrYoIWFqZ6jISIiIiKiJsOkedV1dF23FvTq1UuZgFq+fDmys7MRFhZWaZuioiLcu3cPHTp0AADY29ujrKxMbTuXIgHVtWvXCvvKzs5Gs2bNYG5e8dlWFfWvjXv37kEqleK5554DAMjlcgDAhAkTEBwcrLGNImEWEBCA/v37Y8+ePTh8+DAiIyPxxRdfYPfu3XjllVcqHffp+9F2XEW9mrK2toaTk5Pyd1+RuLg4tG7dGlZWVgAqTt7IZLJniqeivmtzPG2eodrEBFQTdf3/ElB8+x0REREREVH19erVC7/++itSUlLw5Zdf4t1330Xbtm1V6pSVlWHhwoVYu3Yt7O3t8cknn8DT0xMmJiYAoExEJSUlqax2iouLg5OTk/LwaE2SkpLQsWPHSmOsqH9tKM4GUmxfc3BwgKWlJWQymVZv1XNycsKMGTMwY8YMPHjwAN27d8enn35aZQLqadqOK5PJYG5ujlu3bqld+/PPP7Uaa8SIEVi/fj1Onz6t8gY+hVOnTiE5ORnTp09Xltna2uLx48dqde/evatWVtVKo1u3bqmsALt9+zbkcrnKGU7ajqfNqiZtnqHa1GDOgCouLkZoaCicnZ1hbm4OX19fREdHa9U2LS0NAQEBsLGxgZWVFV599VX89ddfOo64/iouleFPafnD6NeRCSgiIiIiIqLq6tmzJ+RyOYKCgiCEwIIFC9TqhIaG4o8//kBSUhJiYmKwePFile13ffr0AQBcunRJpV1KSgpcXFwqHf/KlSvo27dvpXUq6r8qx44dQ3h4ONzd3fHmm28CAAwNDTFmzBjs2rUL8fHxam0yM8vPGJbJZJBKpSrXWrZsCWdnZxQXF1crjuqMa2hoCH9/f+zduxcpKSnK6zdv3sRvv/2m1Vjz5s2Dubk5pk+fjkePVA+0z8rKQkhICJo1a4Z58+Ypyz09PSGVSlVWTmVkZGDPnj1q/SsOHNeUQAKAVatWqXz+5ptvAEAlaafteFWNBWj3DNWmBrMCatKkSdi5cyfmzp2Ldu3aYdOmTRg2bBhiYmI0ZiYV8vLy8OKLL0IqleKTTz6BsbExvv76awwcOBBXr15VnqDflFxIzkaJXIJWVqbo5GSl73CIiIiIiIgaHMWb8M6cOYMlS5aoveI+PT0d69evx+3bt2FjYwMbGxv07dsXnTt3Vtbx8PCAt7c3jhw5gilTpijL3d3dcezYMSxbtgzOzs7o2LEjevToobx++fJlZGVlVfnGtor6f9LBgweRkJCAsrIy3L9/H8eOHUN0dDTatm2LX3/9FWZmZsq6n3/+OWJiYuDr64tp06ahU6dOyMrKwpUrV3DkyBFkZWUhNzcXLi4uGDt2LLp27QoLCwscOXIEFy9eVHkrXnVoMy4ALF26FIcOHUL//v0xY8YMlJWV4ZtvvkHnzp2r3FoHlJ/B9MMPP+DNN9+Ej48Ppk6dCnd3dyQnJ+P777/Hw4cPsX37dnh6eirbjB8/HqGhoXj99dcxZ84cFBQUYM2aNWjfvr3KIfUAlP8bLliwAAEBASgrK0NAQIDyelJSEkaNGoWXX34Z586dw9atWxEUFKSyFVPb8Z4ca/z48TA2NsbIkSOViSltn6FaJRqA8+fPCwAiMjJSWVZYWCg8PT1Fnz59Km37xRdfCADiwoULyrKbN28KQ0NDMX/+/GrFIZVKBQAhlUqrdwP1zP/s/kO0Dd0vPt5xVd+hENU7JSUlYu/evaKkpETfoRDVK5wbRBXj/CBSVVhYKG7cuCHy8/NFdna2kMlk+g5JZ9zc3ISDg4PIzc1Vu7Z582bh5+enUvbiiy+KXbt2qZQtX75cWFhYiIKCAmVZWlqa8Pf3FxYWFgKAWLlypUqb0NBQ4erqKuRyeZUxaupfCCE2btwoACh/TExMhKOjoxgyZIhYsWKFyMnJ0djf/fv3xcyZM0WbNm2EsbGxcHR0FIMHDxZRUVFCCCGKi4vFvHnzRNeuXYWlpaVo3ry56Nq1q1i9erXG8ZOSkoQQQixevFgAEJmZmTUaV+HEiROiR48ewsTERHh4eIi1a9cq+9ZWXFycCAwMFE5OTsqxAgMDxbVr1zTWP3z4sPD29hYmJibCy8tLbN26tcIxw8PDRevWrYWBgYEAIO7cuaOse+PGDTF27FhhaWkpbG1txaxZs0RhYWGNx3t6LMXvWgjtnyHFfNYUhxDVy5M0iATUvHnzhKGhodoNRURECAAiJSWlwra9evUSvXr1UisfOnSo8PT0rFYcjSEBJZfLxQufHRFtQ/eLg3H39B0OUb3DLxFEmnFuEFWM84NIVVNJQN25c0cYGhqKFStWaLy+fPlyERAQoPyckZEhTE1NxZ9//qlS7/Hjx8LOzk589913Wo1bVFQkHB0dxb///W+t6le3f6obMplMOT+qSr7Vtuo8Q7WZgGoQW/BiY2PRvn175SnzCr179wYAXL16FW3atFFrJ5fLERcXp3GpYe/evXH48OFK3wZQXFysskc1JycHAFBaWorS0tIa348+3bqfh3uPi2AsEejlatVg74NIVxRzgnODSBXnBlHFOD+IVJWWlkKUL3YAUP6q92d9Q1l99M9//hNubm545513NN5fu3bt8Pnnn+Pu3bswMzPDW2+9BYlEAg8PD5X6lpaWmDdvHiIjIxEcHAwDg8qPav7+++9hbGxc4bhPq27/VDeenB+K/y6Xy+tkrlTnGZLL5RBCoLS0FIaGhmrXq/N3X4NIQGVkZMDJyUmtXFGWnp6usV1WVhaKi4urbOvl5aWx/WeffYalS5eqlR8+fBjNmjXTOv76JLMQ6NfKADIBnD5+TN/hENVb2r7kgKip4dwgqhjnB1E5IyMjODo6Ij8/HyYmJsjNzdV3SLVGKpUiOjoap0+fxs6dO7Fjxw4UFRWhqKhIrW7fvn0xePBg+Pj4wNnZGf3798f9+/eRl5enVjckJAQhISEarz0tKCgIQUFBagsmKlOd/qlu5ebmKv93zM3NVb4hUZeq8wyVlJSgsLAQJ0+eRFlZmdr1goICrcdtEAmowsJCmJqaqpUrDkMrLCyssB2AGrUFgPnz5+ODDz5Qfs7JyUGbNm0wdOhQtdVYDUlQaSmio6MxZMgQGBsb6zsconqllPODSCPODaKKcX4QqSoqKkJqaiqaN2+O0tJSWFpaavVK+IYgOjoa06ZNg4uLC9asWYPXX3+90vpbt26to8iooRFCKHdkKXIWlpaW9S7XUFRUBHNzcwwYMEDlQHoFxU4xbTSIBJS5ubnGrJwiy2xubl5hOwA1aguUJ640Ja+MjY0bxT8uGst9EOkC5weRZpwbRBXj/CAqJ5PJIJFIlEkniUTSaLZ9jRs3TrldiuhZKLa+SSQSLF26VOPuq/rAwMAAEomkwr/jqvP3XoP4U8DJyQkZGRlq5YoyZ2dnje3s7Oxgampao7ZERERERERERFQ7GkQC6vnnn0diYqLa0q7z588rr2tiYGAAHx8fXLp0Se3a+fPn4eHhUeEB5EREREREREREVDsaRAJq7NixkMlkiIqKUpYVFxdj48aN8PX1Vb4BLyUlBQkJCWptL168qJKE+vPPP3Hs2DGMGzeubm6AiIiIiIiIiKgJaxBnQPn6+mLcuHGYP38+Hjx4gOeeew4//PADkpOT8f333yvrvfXWWzhx4oTKntwZM2Zg/fr1GD58OD766CMYGxtj+fLlaNWqFT788EN93A4REREREVGjx7OSiBq+2pzHDSIBBQCbN2/GwoULsWXLFmRnZ6NLly7Yv38/BgwYUGk7S0tLHD9+HO+//z7+9a9/QS6XY9CgQfj666/h4OBQR9ETERERERE1DcbGxpBIJCgoKODB/EQNXH5+vvIQ8mfVYBJQZmZmiIyMRGRkZIV1jh8/rrHcxcUFO3bs0FFkREREREREpGBoaAhra2tkZmbC1NQUEokEJiYmyrfiEVH5W/BKSkpQVFRU794SKYRAWVkZcnJykJOTAxsbGxgaGj5zvw0mAUVEREREREQNg6OjI4yNjXH79m0UFxcz+UT0FCEECgsLYW5uXm/nh6GhIZycnGBtbV0r/TEBRURERERERLVKIpHA2toa9+/fR9euXevtF2wifSktLcXJkycxYMCAerlV1cjICIaGhrU6d5mAIiIiIiIiIp0xMjKql1+wifTJ0NAQZWVlMDMzazLzo35tNCQiIiIiIiIiokaHCSgiIiIiIiIiItIpJqCIiIiIiIiIiEinmIAiIiIiIiIiIiKdYgKKiIiIiIiIiIh0im/BqwYhBAAgJydHz5E8m9LSUhQUFCAnJ6fJnLZPpC3ODyLNODeIKsb5QaQZ5wZRxRrL/FDkRxT5ksowAVUNubm5AIA2bdroORIiIiIiIiIiovohNzcX1tbWldaRCG3SVAQAkMvlSE9Ph6WlJSQSib7DqbGcnBy0adMGqampsLKy0nc4RPUK5weRZpwbRBXj/CDSjHODqGKNZX4IIZCbmwtnZ2cYGFR+yhNXQFWDgYEBXFxc9B1GrbGysmrQDzqRLnF+EGnGuUFUMc4PIs04N4gq1hjmR1UrnxR4CDkREREREREREekUE1BERERERERERKRTTEA1Qaampli8eDFMTU31HQpRvcP5QaQZ5wZRxTg/iDTj3CCqWFOcHzyEnIiIiIiIiIiIdIoroIiIiIiIiIiISKeYgCIiIiIiIiIiIp1iAoqIiIiIiIiIiHSKCSgiIiIiIiIiItIpJqCakOLiYoSGhsLZ2Rnm5ubw9fVFdHS0vsMi0quLFy9i1qxZ6Ny5M5o3bw5XV1cEBAQgMTFR36ER1UuffvopJBIJvL299R0KUb1w5coVjBo1CnZ2dmjWrBm8vb2xcuVKfYdFpFe3bt3C+PHj4eLigmbNmqFDhw4ICwtDQUGBvkMjqjN5eXlYvHgxXn75ZdjZ2UEikWDTpk0a6968eRMvv/wyLCwsYGdnh4kTJyIzM7NuA64DfAteExIYGIidO3di7ty5aNeuHTZt2oSLFy8iJiYG/fr103d4RHoxduxYnDlzBuPGjUOXLl3w999/49tvv0VeXh5+//13fskmesK9e/fg5eUFiUQCNzc3xMfH6zskIr06fPgwRo4ciW7duuGNN96AhYUF7ty5A7lcjmXLluk7PCK9SE1NRZcuXWBtbY2QkBDY2dnh3Llz2LRpE0aNGoV9+/bpO0SiOpGcnAx3d3e4urrCw8MDx48fx8aNGzFp0iSVevfu3UO3bt1gbW2NOXPmIC8vD19++SVcXV1x4cIFmJiY6OcGdIAJqCbiwoUL8PX1RWRkJD766CMAQFFREby9vdGyZUucPXtWzxES6cfZs2fRs2dPlT/Yb926BR8fH4wdOxZbt27VY3RE9cv48eORmZkJmUyGhw8fMgFFTVpOTg7at2+Pvn37YufOnTAw4MYCIgCIiIjAggULEB8fj86dOyvLg4ODsXnzZmRlZcHW1laPERLVjeLiYmRnZ8PR0RGXLl1Cr169NCagZsyYgU2bNiEhIQGurq4AgCNHjmDIkCFYt24d3nnnHT1Erxv8m7KJ2LlzJwwNDVUeXjMzM0ydOhXnzp1DamqqHqMj0p++ffuq/b8K7dq1Q+fOnXHz5k09RUVU/5w8eRI7d+7Ev//9b32HQlQv/Pjjj7h//z4+/fRTGBgYID8/H3K5XN9hEeldTk4OAKBVq1Yq5U5OTjAwMGhUqzmIKmNqagpHR8cq6+3atQsjRoxQJp8A4KWXXkL79u3xyy+/6DLEOscEVBMRGxuL9u3bw8rKSqW8d+/eAICrV6/qISqi+kkIgfv376NFixb6DoWoXpDJZJg9ezbefvtt+Pj46DsconrhyJEjsLKyQlpaGry8vGBhYQErKyu8++67KCoq0nd4RHozaNAgAMDUqVNx9epVpKam4ueff8aaNWswZ84cNG/eXL8BEtUjaWlpePDgAXr27Kl2rXfv3oiNjdVDVLrDBFQTkZGRAScnJ7VyRVl6enpdh0RUb23btg1paWl444039B0KUb2wdu1a3L17F+Hh4foOhajeuHXrFsrKyvDqq6/C398fu3btwpQpU7B27VpMnjxZ3+ER6c3LL7+M8PBwREdHo1u3bnB1dcX48eMxe/ZsfP311/oOj6heycjIAIAKv6tnZWWhuLi4rsPSGSN9B0B1o7CwEKampmrlZmZmyutEBCQkJGDmzJno06cPgoOD9R0Okd49evQIixYtwsKFC+Hg4KDvcIjqjby8PBQUFCAkJET51rvRo0ejpKQE69atQ1hYGNq1a6fnKIn0w83NDQMGDMCYMWNgb2+PAwcOICIiAo6Ojpg1a5a+wyOqNxTfw6v6rq7pekPEBFQTYW5urjFzqlgibm5uXtchEdU7f//9N4YPHw5ra2vluWlETd3//M//wM7ODrNnz9Z3KET1iuLfToGBgSrlQUFBWLduHc6dO8cEFDVJP/30E9555x0kJibCxcUFQHlyVi6XIzQ0FIGBgbC3t9dzlET1g+LvkqbyXZ1b8JoIJycn5fK+JynKnJ2d6zokonpFKpXilVdewePHj3Ho0CHOCSKUbzGKiorCnDlzkJ6ejuTkZCQnJ6OoqAilpaVITk5GVlaWvsMk0gvF3xNPH7TcsmVLAEB2dnadx0RUH6xevRrdunVTJp8URo0ahYKCgkZ3pg3Rs1Bsvavou7qdnV2jWf0EMAHVZDz//PNITExUvpVC4fz588rrRE1VUVERRo4cicTEROzfvx+dOnXSd0hE9UJaWhrkcjnmzJkDd3d35c/58+eRmJgId3d3hIWF6TtMIr3o0aMHgPJ58iTFuZrcskpN1f379yGTydTKS0tLAQBlZWV1HRJRvdW6dWs4ODjg0qVLatcuXLjQ6L6nMwHVRIwdOxYymQxRUVHKsuLiYmzcuBG+vr5o06aNHqMj0h+ZTIY33ngD586dw44dO9CnTx99h0RUb3h7e2PPnj1qP507d4arqyv27NmDqVOn6jtMIr0ICAgAAHz//fcq5d999x2MjIyUbwIjamrat2+P2NhYJCYmqpRv374dBgYG6NKli54iI6qfxowZg/379yM1NVVZdvToUSQmJmLcuHF6jKz2SYQQQt9BUN0ICAjAnj178P777+O5557DDz/8gAsXLuDo0aMYMGCAvsMj0ou5c+dixYoVGDlypPLLxJMmTJigh6iI6rdBgwbh4cOHiI+P13coRHo1depUbNiwAQEBARg4cCCOHz+OHTt2YP78+YiIiNB3eER6cfLkSfj5+cHe3h6zZs2Cvb099u/fj4MHD+Ltt9/G+vXr9R0iUZ359ttv8fjxY6Snp2PNmjUYPXo0unXrBgCYPXs2rK2tkZqaim7dusHGxgbvvfce8vLyEBkZCRcXF1y8eLFRbcFjAqoJKSoqwsKFC7F161ZkZ2ejS5cuCA8Ph7+/v75DI9KbQYMG4cSJExVe5x+RROqYgCIqV1paioiICGzcuBHp6elo27YtZs6ciblz5+o7NCK9unDhApYsWYLY2Fg8evQI7u7uCA4OxscffwwjI74Hi5oONzc33L17V+O1pKQkuLm5AQCuX7+ODz74AKdPn4aJiQmGDx+Or776Su2cwYaOCSgiIiIiIiIiItIpngFFREREREREREQ6xQQUERERERERERHpFBNQRERERERERESkU0xAERERERERERGRTjEBRUREREREREREOsUEFBERERERERER6RQTUEREREREREREpFNMQBERERERERERkU4xAUVERERERERERDrFBBQRERGRjkyaNAlubm76DkPNL7/8Ajs7O+Tl5Wnd5saNGzAyMkJ8fLwOIyMiIqLGigkoIiIiomqQSCRa/Rw/flzfoWokk8mwePFizJ49GxYWFlq369SpE4YPH45FixbpMDoiIiJqrCRCCKHvIIiIiIgaiq1bt6p83rx5M6Kjo7FlyxaV8iFDhsDOzg5yuRympqZ1GWKl9u7di9GjRyM1NRWtW7euVtuDBw9i2LBhuH37Njw9PXUUIRERETVGTEARERERPYNZs2Zh1apVaCj/pHr11VeRlZWFU6dOVbttaWkpWrVqhVmzZiEsLEwH0REREVFjxS14RERERDry9BlQycnJkEgk+PLLL7Fq1Sp4eHigWbNmGDp0KFJTUyGEQHh4OFxcXGBubq5MFj3t4MGD6N+/P5o3bw5LS0sMHz4c169frzKeoqIiHDp0CC+99JLatejoaPTr1w82NjawsLCAl5cXPvnkE5U6xsbGGDRoEPbt21f9XwYRERE1aUb6DoCIiIioqdm2bRtKSkowe/ZsZGVlYdmyZQgICICfnx+OHz+O0NBQ3L59G9988w0++ugjbNiwQdl2y5YtCA4Ohr+/P7744gsUFBRgzZo16NevH2JjYys99Pzy5csoKSlB9+7dVcqvX7+OESNGoEuXLggLC4OpqSlu376NM2fOqPXRo0cP7Nu3Dzk5ObCysqq13wkRERE1bkxAEREREdWxtLQ03Lp1C9bW1gDKDwb/7LPPUFhYiEuXLsHIqPyfaJmZmdi2bRvWrFkDU1NT5OXlYc6cOXj77bcRFRWl7C84OBheXl6IiIhQKX9aQkICAMDd3V2lPDo6GiUlJTh48CBatGhRaeweHh6Qy+VISEhA7969a3T/RERE1PRwCx4RERFRHRs3bpwy+QQAvr6+AIAJEyYok0+K8pKSEqSlpQEoTxQ9fvwYgYGBePjwofLH0NAQvr6+iImJqXTcR48eAQBsbW1Vym1sbAAA+/btg1wur7QPRduHDx9qcadERERE5ZiAIiIiIqpjrq6uKp8Vyag2bdpoLM/OzgYA3Lp1CwDg5+cHBwcHlZ/Dhw/jwYMHWo3/9IHpb7zxBl544QW8/fbbaNWqFcaPH49ffvlFYzJK0VYikWg1FhERERHALXhEREREdc7Q0LBa5YqkjyIhtGXLFjg6OqrVe3L1lCb29vYAyhNaLi4uynJzc3OcPHkSMTExOHDgAA4dOoSff/4Zfn5+OHz4sEpcimRYVVv1iIiIiJ7EBBQRERFRA+Hp6QkAaNmypcY32VWlQ4cOAICkpCT4+PioXDMwMMDgwYMxePBgLF++HBEREViwYAFiYmJUxkpKSoKBgQHat2//DHdCRERETQ234BERERE1EP7+/rCyskJERARKS0vVrmdmZlbavkePHjAxMcGlS5dUyrOystTqPv/88wCA4uJilfLLly+jc+fOKmdYEREREVWFK6CIiIiIGggrKyusWbMGEydORPfu3TF+/Hg4ODggJSUFBw4cwAsvvIBvv/22wvZmZmYYOnQojhw5grCwMGV5WFgYTp48ieHDh6Nt27Z48OABVq9eDRcXF/Tr109Zr7S0FCdOnMCMGTN0ep9ERETU+DABRURERNSABAUFwdnZGZ9//jkiIyNRXFyM1q1bo3///pg8eXKV7adMmYIxY8YgNTVVeej5qFGjkJycjA0bNuDhw4do0aIFBg4ciKVLl6qsdDp69CiysrIQHByss/sjIiKixkkinn4NChERERE1WjKZDJ06dUJAQADCw8Or1fa1116DRCLBnj17dBQdERERNVZMQBERERE1MT///DPeffddpKSkwMLCQqs2N2/ehI+PD65evQpvb28dR0hERESNDRNQRERERERERESkU3wLHhERERERERER6RQTUEREREREREREpFNMQBERERERERERkU4xAUVERERERERERDrFBBQREREREREREekUE1BERERERERERKRTTEAREREREREREZFOMQFFREREREREREQ6xQQUERERERERERHpFBNQRERERERERESkU/8LpioIRi5NL7IAAAAASUVORK5CYII=\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "\n", | |
| "Observe that for the minimum phase system:\n", | |
| "1. The control input u_mp(t) is bounded and practical.\n", | |
| "2. The system output y_mp(t) perfectly tracks the desired y_d(t).\n", | |
| "This demonstrates why perfect tracking is feasible for minimum phase systems with bounded control effort.\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "#Conclusion\n", | |
| "Transfer function analysis is a powerful tool in control systems and signal processing.\n", | |
| "- It allows for algebraic manipulation and analysis of LTI systems.\n", | |
| "- Poles determine stability and transient response characteristics.\n", | |
| "- Zeros, especially RHP (non-minimum phase) zeros, significantly impact system behavior and limit achievable performance, particularly for perfect tracking. Zeros on the $j\\omega$-axis can completely block signals at specific frequencies.\n", | |
| "- For non-minimum phase systems, attempting perfect tracking often leads to unbounded control inputs because it requires inverting the system, and the inverse of a non-minimum phase system is unstable.\n", | |
| "- Realistic control objectives for non-minimum phase systems often involve compromises, such as bounded-error tracking or accepting some initial undershoot/overshoot." | |
| ], | |
| "metadata": { | |
| "id": "R2g2yCZnoDom" | |
| } | |
| } | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "provenance": [], | |
| "toc_visible": true, | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "name": "python3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } | 
  
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