diff --git a/data/motors/Hypertek_835CC125J-K240.eng b/data/motors/Hypertek_835CC125J-K240.eng new file mode 100644 index 000000000..24d6fb095 --- /dev/null +++ b/data/motors/Hypertek_835CC125J-K240.eng @@ -0,0 +1,27 @@ +K240-835CC125J 54 819 0 0.570 1.859 HyperTek +0.131 278.007 +0.396 329.552 +0.66 338.024 +0.925 334.092 +1.191 326.199 +1.456 319.745 +1.721 315.195 +1.985 311.182 +2.25 302.916 +2.516 305.943 +2.781 289.975 +3.046 281.781 +3.31 273.33 +3.575 268.852 +3.841 255.702 +4.106 251.068 +4.371 234.82 +4.635 159.972 +4.9 96.543 +5.166 73.367 +5.431 55.477 +5.696 40.928 +5.96 29.542 +6.225 21.25 +6.491 14.787 +6.756 0 \ No newline at end of file diff --git a/docs/notebooks/HybridMotor_class_usage.ipynb b/docs/notebooks/HybridMotor_class_usage.ipynb new file mode 100644 index 000000000..f33194138 --- /dev/null +++ b/docs/notebooks/HybridMotor_class_usage.ipynb @@ -0,0 +1,945 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HybridMotor Class Usage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we explore the different ways of defining a Hybrid Motor on RocketPy.\n", + "\n", + "To do so, we use features of the HybridMotor class, a child class created from the Motor class." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start by importing the rocketpy module." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from rocketpy import HybridMotor" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you are using Jupyter Notebooks, it is recommended to run the following line to make matplotlib plots which will be shown later interactive and higher quality." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Thrust Source" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The thrust source is of most importance when analyzing parameters such as out of rail velocity, thrust to weight ratio, apogee and many others. Let's create a new motor called example_motor and take a closer look at this functionality." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Constant Thrust" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When passing an `int` or `float` the thrust will be considered constant in time. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The final mass of the propellant is assumed to be zero, so a linear extrapolation is used to calculate the position of the center of mass." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "example_motor1 = HybridMotor(thrustSource=1500,\n", + " burnOut=5.4,\n", + " distanceNozzleMotorReference=1,\n", + " grainNumber=6,\n", + " grainDensity=1707,\n", + " grainOuterRadius=21.40 / 1000,\n", + " grainInitialInnerRadius=9.65 / 1000,\n", + " grainInitialHeight=120 / 1000,\n", + " oxidizerTankRadius=62.5 / 1000,\n", + " oxidizerTankHeight=600 / 1000,\n", + " oxidizerInitialPressure=51.03,\n", + " oxidizerDensity=1.98,\n", + " oxidizerMolarMass=44.01,\n", + " oxidizerInitialVolume=62.5 / 1000 * 62.5 / 1000 * np.pi * 600 / 1000,\n", + " distanceGrainToTank=200 / 1000,\n", + " injectorArea=3e-05,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's call the info method to see what kind of information we get." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Motor Details\n", + "Total Burning Time: 5.4 s\n", + "Total Propellant Mass: 1.423 kg\n", + "Distance Nozzle - Motor reference point: 1 m\n", + "Propellant Exhaust Velocity: 5691.125 m/s\n", + "Average Thrust: 1500.000 N\n", + "Maximum Thrust: 1500.0 N at 0.0 s after ignition.\n", + "Total Impulse: 8100.000 Ns\n", + "\n", + "Plots\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "example_motor1.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we get valuable information about Propellant Exhaust Velocity and Total Impulse. In fact, there is another method called allInfo which outputs even more relevant physical quantities such as grain configuration. Let's try it out:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nozzle Details\n", + "Nozzle Radius: 0.0335 m\n", + "Nozzle Throat Radius: 0.0114 m\n", + "Distance Nozzle - Motor reference point: 1 m\n", + "\n", + "Grain Details\n", + "Number of Grains: 6\n", + "Grain Spacing: 0 m\n", + "Grain Density: 1707 kg/m3\n", + "Grain Outer Radius: 0.0214 m\n", + "Grain Inner Radius: 0.00965 m\n", + "Grain Height: 0.12 m\n", + "Grain Volume: 0.000 m3\n", + "Grain Mass: 0.235 kg\n", + "\n", + "Oxidizer Details\n", + "Oxidizer Tank Radius: 0.0625 m\n", + "Oxidizer Tank Height: 0.6 m\n", + "Oxidizer Initial Pressure: 51.03 atm\n", + "Oxidizer Initial Mass: 0.014578953408065134 kg\n", + "Oxidizer Density: 1.98 kg/m3\n", + "Oxidizer Molar Mass: 44.01 g/mol\n", + "Oxidizer Initial Volume: 0.007 m3\n", + "\n", + "Motor Details\n", + "Total Burning Time: 5.4 s\n", + "Total Propellant Mass: 1.423 kg\n", + "Propellant Exhaust Velocity: 5691.125 m/s\n", + "Average Thrust: 1500.000 N\n", + "Maximum Thrust: 1500.0 N at 0.0 s after ignition.\n", + "Total Impulse: 8100.000 Ns\n", + "\n", + "Plots\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "example_motor1.allInfo()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Eng Files Are Also Supported! (RASP)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Most rocket motors providers share the thrust curve from their motors using the RASP file format (`.eng` files). RocketPy can import such files as the thrust source. Furthermore, if you have a thrust curve in a `.csv` file, RocketPy can also read your data and exported as a `.eng` file." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "example_motor2 = HybridMotor(thrustSource=\"../../data/motors/Hypertek_835CC125J-K240.eng\",\n", + " burnOut=5.4,\n", + " distanceNozzleMotorReference=1,\n", + " grainNumber=6,\n", + " grainDensity=1707,\n", + " grainOuterRadius=21.40 / 1000,\n", + " grainInitialInnerRadius=9.65 / 1000,\n", + " grainInitialHeight=120 / 1000,\n", + " oxidizerTankRadius=62.5 / 1000,\n", + " oxidizerTankHeight=600 / 1000,\n", + " oxidizerInitialPressure=51.03,\n", + " oxidizerDensity=1.98,\n", + " oxidizerMolarMass=44.01,\n", + " oxidizerInitialVolume=62.5 / 1000 * 62.5 / 1000 * np.pi * 600 / 1000,\n", + " distanceGrainToTank=200 / 1000,\n", + " injectorArea=3e-05,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also import .eng files to your simulations. These files are often shared by rocket motors manufacturers and some of them can be downloaded at: https://www.thrustcurve.org/\n", + "\n", + "In case you need, RocketPy can also save any thrust curve into .eng files so you can export it and use wherever you want." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nozzle Details\n", + "Nozzle Radius: 0.0335 m\n", + "Nozzle Throat Radius: 0.0114 m\n", + "Distance Nozzle - Motor reference point: 1 m\n", + "\n", + "Grain Details\n", + "Number of Grains: 6\n", + "Grain Spacing: 0 m\n", + "Grain Density: 1707 kg/m3\n", + "Grain Outer Radius: 0.0214 m\n", + "Grain Inner Radius: 0.00965 m\n", + "Grain Height: 0.12 m\n", + "Grain Volume: 0.000 m3\n", + "Grain Mass: 0.235 kg\n", + "\n", + "Oxidizer Details\n", + "Oxidizer Tank Radius: 0.0625 m\n", + "Oxidizer Tank Height: 0.6 m\n", + "Oxidizer Initial Pressure: 51.03 atm\n", + "Oxidizer Initial Mass: 0.014578953408065134 kg\n", + "Oxidizer Density: 1.98 kg/m3\n", + "Oxidizer Molar Mass: 44.01 g/mol\n", + "Oxidizer Initial Volume: 0.007 m3\n", + "\n", + "Motor Details\n", + "Total Burning Time: 6.756 s\n", + "Total Propellant Mass: 1.423 kg\n", + "Propellant Exhaust Velocity: 1012.389 m/s\n", + "Average Thrust: 213.277 N\n", + "Maximum Thrust: 338.024 N at 0.66 s after ignition.\n", + "Total Impulse: 1440.902 Ns\n", + "\n", + "Plots\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "example_motor2.allInfo()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### One More Option is by using lambda functions..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is also a third option where one specifies the thrust source parameter by passing a callable function like below." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "example_motor3 = HybridMotor(\n", + " thrustSource=lambda x: 1 / (x + 1),\n", + " burnOut=5.4,\n", + " distanceNozzleMotorReference=1,\n", + " grainNumber=6,\n", + " grainDensity=1707,\n", + " grainOuterRadius=21.40 / 1000,\n", + " grainInitialInnerRadius=9.65 / 1000,\n", + " grainInitialHeight=120 / 1000,\n", + " oxidizerTankRadius=62.5 / 1000,\n", + " oxidizerTankHeight=600 / 1000,\n", + " oxidizerInitialPressure=51.03,\n", + " oxidizerDensity=1.98,\n", + " oxidizerMolarMass=44.01,\n", + " oxidizerInitialVolume=62.5 / 1000 * 62.5 / 1000 * np.pi * 600 / 1000,\n", + " distanceGrainToTank=200 / 1000,\n", + " injectorArea=3e-05,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nozzle Details\n", + "Nozzle Radius: 0.0335 m\n", + "Nozzle Throat Radius: 0.0114 m\n", + "Distance Nozzle - Motor reference point: 1 m\n", + "\n", + "Grain Details\n", + "Number of Grains: 6\n", + "Grain Spacing: 0 m\n", + "Grain Density: 1707 kg/m3\n", + "Grain Outer Radius: 0.0214 m\n", + "Grain Inner Radius: 0.00965 m\n", + "Grain Height: 0.12 m\n", + "Grain Volume: 0.000 m3\n", + "Grain Mass: 0.235 kg\n", + "\n", + "Oxidizer Details\n", + "Oxidizer Tank Radius: 0.0625 m\n", + "Oxidizer Tank Height: 0.6 m\n", + "Oxidizer Initial Pressure: 51.03 atm\n", + "Oxidizer Initial Mass: 0.014578953408065134 kg\n", + "Oxidizer Density: 1.98 kg/m3\n", + "Oxidizer Molar Mass: 44.01 g/mol\n", + "Oxidizer Initial Volume: 0.007 m3\n", + "\n", + "Motor Details\n", + "Total Burning Time: 5.4 s\n", + "Total Propellant Mass: 1.423 kg\n", + "Propellant Exhaust Velocity: 1.305 m/s\n", + "Average Thrust: 0.344 N\n", + "Maximum Thrust: 1.0 N at 0.0 s after ignition.\n", + "Total Impulse: 1.857 Ns\n", + "\n", + "Plots\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEWCAYAAABxMXBSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAtt0lEQVR4nO3deXxcdb3/8dcnSZM2TdI1TfeNLlAKQnf2IrKDRUEoIJsIXgGVn16Uq1cvcvUq3CvoVdHLIrIXZLNKoSwlFBToXtrSvXRL16RN22zN9vn9cU7K0CbNJJ3JJJP38/HII3POnHPm8520857z/Z7F3B0REZFopSS6ABERaVsUHCIi0iQKDhERaRIFh4iINImCQ0REmkTBISIiTaLgEIkhM3vGzC6J8Ta/ZWb3xHKbh3mtEjMb2kKvda6ZvRzlsi32HkjjFBwSM2a23szKww+f3Wb2ipkNSEAdfzazajPr08KvezzwOeCv4fT1ZuZmdv9By00J5/85nB5hZn81s51mtsvMZprZyIhVHgKuNrNeR1jfwPBvU/fjZlYaMX2au2e5+7ojeZ0m+Dnwy4j6ppjZIjPba2aFZjbLzIaET8fkPZDYUHBIrF3s7llAH2A78NvmbMTM0pq5XmfgUmAP8NV4vMZhfAN4yj97Vu1a4PKDXus6YFXEdFdgOjASyAPmEIYPgLtXAK8C1x5Jce6+MQyGrPBvBPC5iHnvHsn2m8LMxgNd3P2DcHoY8DjwPaALMAT4PVAT1h6T90BiQ8EhcRH+R38eGFU3z8zyzezrEdPXm9l7EdNuZrea2WpgtZlNNrPNZvY9M9thZlvN7IZGXvpSoBi4m+AD+gAzu8vMnjezJ81sL3C9mXUxs0fCbReY2c/MLDVc/qjwW29R+A34KTPrepjXPh9456B524AlwLnhNrsDJxMERd17NcfdH3H3Xe5eBdwPjDSzHhHbyQcurO9FzezksL4B4fTnwj2+ow/3RjWwLQ8/xOv23B4ws1fDPZJ/mFlvM/t1uP0VZnZixLp9zeyFcM/pEzP79mFe6uD36gTgE3d/ywP73P0Fd98YzXsgLUvBIXFhZpnAFcAHTVz1EmAinwZOb4JvoP2AG4Hfm1m3w6x/HfAMMA042szGHvT8FIJA6wo8BfwZqAaGAScC5wB14WbAL4C+wDHAAOCu+l403NMZAqys5+nH+fSb8lSCvYn9h2nD6cA2dy+KmLecoBvsEO7+T+D/gMfMrBPwJPBjd19xmNeI1uXAvwM9w5rfBxaE088D9wGYWQrwN2Axwd/qLOB2Mzu3ge0ex2ffqwUEf6/7zexMM8uqZ50G3wNpWQoOibWXzayYoKvobOC/m7j+L8Jv3uXhdBVwt7tXufsMoISgS+cQZjYQOBN42t23A29xaNfG++7+srvXAjnABcDt7l7q7jsIvu1PBXD3Ne7+hrvvd/edBB+SZzRQd9fw9756nnsJmGxmXcJ6Hm+o8WbWn6CL5rsHPbWPIEAbclf4/BygINxGLLzk7vPDPciXgAp3f9zda4BnCcIWYDyQ6+53u3tlOE7yEOF7WY+uRLxX4fKTCULnOaAw3OOJDJDG3gNpIQoOibVL3L0r0BG4DXjHzHo3Yf1NB00XuXt1xHQZUN+3UYBrgOXuviicfgq4ysw6NLD9QUAHYKuZFYeB939ALwAzyzOzaWEX1l6Cb/I9G3jt4vB39sFPhCH4CsE39x7u/o/6NmBmucDrwAPu/sxBT2cThHG9wi6uPwOjgV8dNM5yJLZHPC6vZ7rubzEI6Fv3Pobv5Q8Jxmzqs5uD3it3/8DdL3f3XOA0gj2vH0Usctj3QFqOgkPiwt1r3P1FgsHNU8PZpUBmxGL1BcqRfOBdCww1s21mto1gD6EnwV5FfdvfRND90tPdu4Y/Oe5+bPj8f4XLH+fuOQSD7VbfC7t7KcFA+IgGaqsb+H2yvifD7rfXgenu/vN6FjmGoBuoXmbWD/gP4FHgV2aW0dCycbKJYIyia8RPtrtf0MDyH9Hwe4W7zwVeJAjCOod9D6TlKDgkLiwwBehG0DcNsAj4spllhgOwN8bw9U4CjgImEAy0nkDwofM0DRyJ4+5bCT6sf2VmOWaWEg6I13VHZRN0je0JP5jvaKSMGTTclfUOQdfdIUeZmVkOMBP4h7vf2cD6ZxAcVXQIMzOCvY1HCN7TrcB/NlJrrM0B9pnZD8ysk5mlmtno8Oip+nzmvTKzU83sprrDbcOB/S/y2TGyBt8DaVkKDom1v5lZCbCX4Dj969x9Wfjc/UAlQXfHYwRdSbFyHfBXd1/i7tvqfoDfABeFRzPV51ogHfiYoPvkeYJDiQF+Cowh6B55heAb8OE8SHCuwSF7JeGRQm+5+6561vsSwRjBDfbZ8ywGAphZR4K9pscaeN1vE3Sv/Tjsoroh3NZpjdQbM+GYx0WER0cBhcDDNDAm4e4LCAJ5YjirmCAoloT/fl4jGFO5F6J6D6QFmW7kJBI7ZvY08Jy7vxzDbX4LGODu34/VNlsDMzsHuMXdL4li2aR8D9oqBYeIiDSJuqpERKRJFBwiItIkCg4REWmSWF/krVXq2bOnDx48uFnrlpaW0rlz59gW1Ioke/sg+duo9rV9rbWN8+fPLwxPyPyMdhEcgwcPZt68ec1aNz8/n8mTJ8e2oFYk2dsHyd9Gta/ta61tNLMN9c1XV5WIiDSJgkNERJpEwSEiIk2i4BARkSZRcIiISJMoOEREpEkUHCIi0iTt4jwOEZFkVFVTy97yKvZWVIe/q9hbXs3eiir2lFext7yKO84dST1X+j8iCg4RkQSrqXUKS/ZTXFZJcVkVu8uqDjwuLq9kd1kVe8qq2F1W97iS4vIqyiprDrvdtBTj1jOH0Tkjth/1Cg4RkRjbX13DrtJKikoqKSzZT1FJJUWl+8PpTx8Xl1dSXFrFvv3V8Pqb9W4rNcXo2qkDXTM70C0znX5dO3Js3xy6dupAl04dyOnUgZxOaeR0DB536dQhfJxGpw6pMd/bAAWHiEhUamqdotL97Ni7nx37Kti+99PHn4ZDEBT7Kqrr3UZ6Wgq5WRn0yEqne+d0jsrtTNfMdPbsKOCEUSPomtmBrpnpdAtDoktmB7Iz0uLy4X8kFBwi0q65O3vKq9hSXMHWPeVBIITBsLMuIPZVUFhSSU3toTe+65bZgdzsDHp0zuDYvjn0zMqgR+d0eoQB0TMrg55ZwXTn9Pr3APLzdzL55MEt0NrYUHCISFIrq6w+EApbiysoKC4PHu+pYEtxOVuKKyivOnSsoEfndHKzM8jL6cjRvbPJy+lIr5wMemUHv/NyOpKblUF6Wvs7OFXBISJtWkVVDZt3l7NpVxkbd5V9+nt3EBDFZVWfWd4McrMy6NO1EyPysjljRC/6du1I366d6NOlI3k5HenZTgMhWgoOEWnVat3ZuqecTbvKDwTDp+FQxva9+z+zfMcOKQzolsmA7pmMHdSVPl060S8Mhb5dO5GX01GhcIQUHCLSKuwpq2JtYQmf7CxlXWEJnxSWsm5nKWt3lFE1c9aB5cygb5dO9O/WidOH5zKgeyYDuwdBMaB7J3KzMlrdYHKyUXCISIvZX13DxqIy1u4sDYMhDIjCUnaVVh5YLi3FGNg9kyE9OzO4YzmnnnD0gXDo17WT9hgSTMEhIjFXU+tsKCpl1fZ9rNxWEvzevo9PCks/c2RSbnYGQ3t25txj8xjaM4shPTszNLczA7pn0iE1CIf8/HwmTxqUqKZIPRQcItJs7s7WPRWs3L6Pldv2sWpbEBBrdpSwv7oWCLqWBnbPZEReNucd25thvbIYmtuZIT07k92xQ4JbIM2h4BCRqFTX1LJmZwlLNu9h2Za9LC3Yw8pt+4KznkO9czoyonc2Jx/VgxF52Yzsnc2wXllkpuujJpnorykih6isrmXV9n0sLdjD0i17WFqwl+Vb9x7Yi8hMT2VUnxwuObEfI3pnMzIv+OmSqT2I9kDBIdLOVdXUsmLrPj4qKA6ComAvK7fto7ImCInsjDSO7ZfDNZMGMbpfF0b368KQnp1JTdGRS+2VgkOknSks2c+CDbtZsLGYBRt389HmYiqqgpDomtmB0X278LVThzC6Xw6j+3ZhYPdMUhQSEkHBIZLEqmtqWbFtHws3BkExf8NuNu4qA6BDqjGqbxeunDCQsYO68bn+XenfrZPOgZBGKThEksj+6hoWbSxmzie7+PCTXSzYuPvAPRtyszMYO7AbX500kDEDuzG6Xxc6dkhNcMXSFik4RNqw8soaPi6qYcEbq/hwXRELNxVTGQ5gH907m6+M7c+YQd0YM7Cb9iYkZhQcIm1IVU0tizYV8+7qQv65ppDFm4upqnFSbDXH9u3CNZMGMXFIdyYM6U7XzPRElytJSsEh0oq5O2t3lvDu6kLeW13IB+uKKK2sIcXguH7BIHZmSQE3XHwGOTqZTlqIgkOklSnZX80/1hSSv3IH+St3snVPBQCDemRyyYn9OG14T04a2vPAORP5+dsVGtKiFBwiCRbsVZSSv3IHb6/cwZxPdlFV42RlpHHqsJ58+6xcTh3WkwHdMxNdqgig4BBJiOqaWuZv2M0bH2/n9Y+3HzhEdkReFl87ZQiTR/Zi7KBuugqstEoKDpEWUl5Zw+zVO3l92XZmrdjO7rIq0lNTOHlYD246fShnjsylfzftVUjrp+AQiaOyympmrdjBjCVbmbViBxVVteR0TOPzR/finGN7c/qIXLIy9N9Q2pa4/os1s/OA3wCpwMPu/suDns8AHgfGAkXAFe6+3syuBu6IWPR4YIy7LzKzfKAPUB4+d46774hnO0Saor6wyM3O4PJxAzjv2N6MH9L9wL0mRNqiuAWHmaUCvwfOBjYDc81surt/HLHYjcBudx9mZlOBewjC4yngqXA7xwEvu/uiiPWudvd58apdpKkqq2uZvWonLy0q4K3l2z8TFhcc14fxg7vrooCSNOK5xzEBWOPu6wDMbBowBYgMjinAXeHj54HfmZm5u0cscyUwLY51ijSLu7Ng425eWljA3z/aSnFZFT06p/OVsQO48HiFhSQv++xndAw3bHYZcJ67fz2cvgaY6O63RSyzNFxmczi9NlymMGKZtcAUd18aTucDPYAa4AXgZ15PI8zsZuBmgLy8vLHTpjUve0pKSsjKymrWum1BsrcPYt/GHWW1vFdQzftbqtlZ7qSnwJi8VE7qm8axPVJJa+GwSPa/YbK3D1pvG88888z57j7u4PmtelTOzCYCZXWhEbra3QvMLJsgOK4hGCf5DHd/EHgQYNy4cT558uRm1ZCfn09z120Lkr19EJs2VlTVMHPZNqbN2cT764pIMThlWE/uPKEf547undAB7mT/GyZ7+6DttTGe/9oLgAER0/3DefUts9nM0oAuBIPkdaYCz0Su4O4F4e99ZvY0QZfYIcEhEgtLC/bw3LxNvLywgL0V1Qzo3onvnT2Cy8b1p0+XTokuTyQh4hkcc4HhZjaEICCmAlcdtMx04DrgfeAyYFZdt5OZpQCXA6fVLRyGS1d3LzSzDsBFwJtxbIO0QxVVNUxftIUnPtjAkoI9pKelcN6xvbli/ABOGtpDNzWSdi9uweHu1WZ2GzCT4HDcP7n7MjO7G5jn7tOBR4AnzGwNsIsgXOqcDmyqG1wPZQAzw9BIJQiNh+LVBmlfNhSV8uQHG3hu3mb2lFcxvFcWd108iktO7KcrzYpEiGvHrLvPAGYcNO8nEY8rgK80sG4+MOmgeaUE53yIxERtrfPOqp08/v568lftJMWMc4/N45pJg5k0tLvuXyFSj1Y9OC4SLxVVNby0sICH3l3Hup2l5GZn8K3PD+eqCQPp3aVjossTadUUHNKu7Cqt5MkPNvD4++spLKlkdL8cfjP1BM4f3UcXFBSJkoJD2oX1haU8/N46np+/mYqqWs4cmctNpw/lpKE91B0l0kQKDklqq7fv44+LK5gzM5+0lBS+dGI/vn7aEIbnZSe6NJE2S8EhSWnFtr38dtYaZizZSnoK3HTaUG48bQi9sjV+IXKkFBySVJYW7OG3s1Yzc9l2sjLSuGXyURxtW7n4nGMSXZpI0lBwSFJYs2Mf/zNzFa8t20Z2xzS+c9ZwbjhlMF0z08nP35bo8kSSioJD2rSC4nJ+8+Yqnp+/mcz0NG7/wnC+duoQcjp2SHRpIklLwSFt0q7SSh54ew2Pf7ABHG44ZQi3TD6KHlkZiS5NJOkpOKRNqaiq4eF31/HHd9ZRVlnNpWP6c/vZI+jXVRccFGkpCg5pE9ydV5du4+evLKeguJyzR+Vxx7kjGaHDakVanIJDWr2Pt+zlp39bxoef7OLo3tk8/fWJnDysZ6LLEmm3FBzSahWV7OdXb6xi2pyNdOnUgf+8ZDRXjh9AWqouDSKSSAoOaXVqa51n5m7knldXUFpZw7UnDeb2LwzXpc1FWgkFh7Qqq7bv44cvLmHeht1MGtqd/5wyWpcHEWllFBzSKlRU1fC7WWv4v9lr6ZyRxn9fdjyXje2vCxCKtEIKDkm4f64p5IcvLWF9URlfPrEfP7rwGJ2PIdKKKTgkYUr2V/Ozv3/MtLmbGNQjkydvnMipw3W0lEhrp+CQhPhwXRHf+8tithSX840zhvL/vjCCjh1SE12WiERBwSEtqqKqhvveWMVD765jYPdMnvvGSYwb3D3RZYlIEyg4pMUs27KH7z67mJXb93HVxIH86IJj6Jyhf4IibY3+10rc1dQ6f3xnLb9+cxXdMtN59IbxnDmyV6LLEpFmUnBIXO3YV8Ht0xbxz7VFXHh8H342ZTTdOutEPpG2TMEhcfP+2iK+PW0h+yqquPey47l83IBElyQiMaDgkJirrXUeyF/DfW+sYnDPzjxx4wSO7p2T6LJEJEYUHBJTu0oruf3ZRcxetZMpJ/Tl5186jiwNgIskFf2PlpiZv2EXtz61kF1llfz8S6O5asJAXTJEJAkpOCQm/jJvEz98aQl9unTixW+ezOh+XRJdkojEiYJDjkhNrXPvayv4v9nrOGVYD35/1Rhd/lwkySk4pNlK9lfznWcW8taKHVwzaRA/uXgUHXSTJZGk12hwmFl/YCpwGtAXKAeWAq8Ar7p7bVwrlFZp064yvv7YPNbsLOE/pxzLNScNTnRJItJCDhscZvYo0A/4O3APsAPoCIwAzgN+ZGZ3uvvseBcqrcfc9bv4xhPzqal1Hv/aBE7R/b9F2pXG9jh+5e5L65m/FHjRzNKBgbEvS1qr15dt47ZnFtK/ayceuX48Q3p2TnRJItLCDhscDYRG5POVwJqYViSt1nNzN3Hnix9xfP+uPHr9eF06RKSdOuxIppnlmNkvzewJM7vqoOceiG9p0lq4O3/IX8v3X/iIU4fn8vRNExUaIu1YY4fAPBr+fgGYamYvmFndPT0nxa8saS1qa52fv7Kce15bwZQT+vLwtePITNfBeCLtWWOfAEe5+6Xh45fN7EfALDP7YpzrklagqqaWHzz/ES8uLOD6kwfzk4tGkZKiM8FF2rvGgiPDzFLqDrl195+bWQEwG8iKe3WSMBVVNdzy1AJmrdjBHeeO5JbJR+nyISICNN5V9Tfg85Ez3P3PwPeAyjjVJAlWUVXDzU/M5+2VO/ivLx3HrWcOU2iIyAGHDQ53/767v1nP/NfcfXhjGzez88xspZmtMbM763k+w8yeDZ//0MwGh/OvNrNFET+1ZnZC+NxYM1sSrvO/pk+0mNpfXcM3n5zP7FU7uefS47lqoo62FpHPauwEwO8e7nl3v+8w66YCvwfOBjYDc81surt/HLHYjcBudx9mZlMJTjK8wt2fAp4Kt3Mc8LK7LwrX+QNwE/AhMIPgRMRXD1enRKeyupZbn1rA2yt38osvH6cbL4lIvRrrqvof4KtAD4IxjeyDfg5nArDG3deF53tMA6YctMwU4LHw8fPAWfXsQVwZrouZ9QFy3P0Dd3fgceCSRuqQKFTV1HLb0wt4c/kOfnbJaK6coD0NEalfY4PjJxJ8cF8IzAeeAd4KP7Qb0w/YFDG9GZjY0DLuXm1mewhCqjBimSv4NHD6hduJ3Ga/+l7czG4GbgbIy8sjPz8/ipIPVVJS0ux124KSkhLenPU2f1y8n3nba/jqMen0r/iE/PxPEl1azLSHv6Ha17a1tTY2dub4YmAxcKeZnUwQIr81sx+4+/R4F2dmE4Gyxs5gr4+7Pwg8CDBu3DifPHlys2rIz8+nueu2BW/NepsXt3Vh3vat/PiiUdx46pBElxRzyf43VPvavrbWxqjO5DKzXIK9j+MIvuXviGK1AiCyk7x/OK++ZTabWRrQBSiKeH4qwV5O5PL9G9mmRMnd+dPSSv6xZSs/uuCYpAwNEYm9xi458jUzew34C2DA5e5+trt/EMW25wLDzWxIeDHEqcDBeynTgevCx5cBs+q6wcwsBbiccHwDwN23AnvNbFI4FnIt8NcoapF63PfGKv6xpZrbvzCcm04fmuhyRKSNaGyP42GCK+FuAM4Fzokcu3b3Bs8gD8csbgNmAqnAn9x9mZndDcwLu7oeAZ4wszXALoJwqXM6sMnd1x206VuAPwOdCI6m0hFVzfDUhxv47aw1nN4/je+c1eiR1SIiBzQWHGceycbdfQbBIbOR834S8bgC+EoD6+ZTz/Ww3H0eMPpI6mrv3lq+nR+/vJQzR+by1UGlOrlPRJqkscHxd1qqEGkZizYVc9vTCzm2bxd+d9UY5r7/XqJLEpE2prExjr+Z2cVm1qGe54aa2d1m9rX4lSextL6wlBv/PJee2en86frxdM7QVW5FpOka++S4Cfgu8Gsz2wXsJLh17GBgLfA7d9fgdBtQVLKf6x+dQ607j90wgdzsjMZXEhGpR2NdVduA7wPfD68j1QcoB1a5e1n8y5NYqKiq4cbH5rF1TwVP3zSJobm6sLGINF/UfRXuvh5YH7dKJG7umr6MRZuK+cPVYxg7qFuiyxGRNq6xa1VJG/fMnI1Mm7uJW888ivOP65PockQkCSg4ktjCjbv5j78u47ThPfnu2SMTXY6IJAkFR5LauW8/33xyAb1yMvjfqSeSqlu+ikiMRHutquHAL4BRBEdVAeDuuk5FK1QdXiJ9d1klL3zzZLp1Tk90SSKSRKLd43iU4AZK1QRnkz8OPBmvouTI/PLVFXz4yS5+8eXjGN2vS6LLEZEkE21wdHL3twBz9w3ufhfBPTqklZm+eAsPv/cJ1500iC+P6d/4CiIiTRTt4bj7w6vVrg4vXFhAcEdAaUVWbd/HD57/iHGDuvGjC0cluhwRSVLR7nF8B8gEvg2MJbid7HWHXUNa1P7qGr4zbRGZ6ak8cPUY0tN03IOIxEdUexzuPhfAzGrd/Yb4liTNcd8bq1i+dS8PXzuOXjkdG19BRKSZovpaamYnmdnHwIpw+nNm9kBcK5OofbCuiAdnr+PKCQP4wqi8RJcjIkku2v6MXxPcyKkIDtyL/PQ41SRNsLeiiu89t5hB3TP5d41riEgLiLoj3N03HTSrJsa1SDPc9ddlbNtbwX1XnKDLpItIi4j2k2aTmZ0MeHhvju8Ay+NXlkTjlY+28uLCAr591nDGDNTFC0WkZUS7x/EvwK1AP4JDcU8IpyVBtu2p4IcvLeFz/bvwrc8PS3Q5ItKONLrHYWapwG/c/eoWqEeiUFvr3PH8Yiqra7n/ihPokKpDb0Wk5TT6iePuNcAgM9MFj1qJx99fz7urC/nRhcfopkwi0uKiHeNYB/zDzKYDpXUz3f2+uFQlDSooLufemSuZPDKXqycOTHQ5ItIORRsca8OfFCA7nOdxqUgO66fTl+EOP7tkNGa6VLqItLxozxz/aeS0mXUELo5LRdKgNz/ezusfb+cH5x1N/26ZiS5HRNqpqEdVzSzVzC4wsycI7j1+RdyqkkOUVVbzH9OXMbxXFjeeOiTR5YhIOxbNUVVnAFcBFwBzgFOAoe5eFufaJMJvZ62hoLicZ2+epAsYikhCHTY4zGwzsJHgJk7/6u77zOwThUbLWrV9Hw/NXsdlY/szcWiPRJcjIu1cY19dnwf6EnRLXWxmndGgeItyd/79paVkdUzj384/OtHliIgcPjjc/XZgCPArYDKwEsg1s8vNTCcQtIDn529mzvpd3Hne0fTIykh0OSIiUZ0A6O7+trvfTBAiVwJTCAbIJY52l1byXzOWM3ZQNy4fNyDR5YiIANGfxwGAu1cBfwf+bmad4lOS1Ll35gr2VlTzs0tGk5KiczZEpHVo9uE57l4ey0Lks1Zs28u0uZu4/uTBHNMnJ9HliIgcoOM6W6n/fm0lWRlpuvKtiLQ6Co5W6MN1Rby1Yge3TB5G10xdW1JEWpeoxjjMbARwBzAoch13/3yc6mq33J1fvraC3jkdueGUwYkuR0TkENEOjv8F+CPwELplbFzNXLadhRuLuefS4+jYITXR5YiIHCLa4Kh29z/EtRKhuqaWe2euYFivLC4d0z/R5YiI1CvaMY6/mdktZtbHzLrX/cS1snboL/M3s25nKd8/dyRpuqufiLRS0e5xXBf+viNingNDY1tO+1VeWcP9b6xi7KBunD0qL9HliIg0KJqr46YAd7r7sy1QT7v16D8/Yce+/fz+6jG6QZOItGrRXHKkls/uaUTNzM4zs5VmtsbM7qzn+QwzezZ8/kMzGxzx3PFm9r6ZLTOzJeHNozCz/HCbi8KfXs2prTXZXVrJH/LX8oVjejF+sHoARaR1i7ar6k0z+1fgWT57z/FdDa1gZqnA74Gzgc3AXDOb7u4fRyx2I7Db3YeZ2VTgHuAKM0sDngSucffFZtYDqIpY72p3nxdl7a3eA/lrKN1fzR3n6uq3ItL6RRscdXf7uzViXmNjHBOANe6+DsDMphFcHDEyOKYAd4WPnwd+Z0E/zTnAR+6+GMDdi6Kss83ZUlzOY//cwKVj+jOyd3bjK4iIJFi09xxvzr1K+wGbIqY3AxMbWsbdq81sD9ADGAG4mc0EcoFp7n5vxHqPmlkN8ALwM3c/5B4hZnYzcDNAXl4e+fn5zWgClJSUNHvdaDy1fD81tbVMyiqK6+s0JN7taw2SvY1qX9vX1toY7Znj19Y3390fj205B6QBpwLjgTLgLTOb7+5vEXRTFZhZNkFwXAMcUoe7Pwg8CDBu3DifPHlyswrJz8+nues2ZndpJd98axZTTuzHpeefEJfXaEw829daJHsb1b62r621MdqTBcZH/JxG0L30xUbWKQAibyLRP5xX7zLhuEYXoIhg72S2uxeGt6mdAYwBcPeC8Pc+4GmCLrE26fH3N1BeVcO/nHFUoksREYlatF1V34qcNrOuwLRGVpsLDDezIQQBMRW46qBlphOcI/I+cBkwy93ruqi+b2aZQCVwBnB/GC5d3b3QzDoAFwFvRtOG1qa8sobH3l/PWUf3YkSexjZEpO1o0o2cIpQS3A2wQeGYxW3ATCAV+JO7LzOzu4F57j4deAR4wszWALsIwgV3321m9xGEjwMz3P2V8J7nM8PQSCUIjYea2YaEem7eJnaVVvIvk7W3ISJtS7RjHH8j+ACHoHtrFPBcY+u5+wyCbqbIeT+JeFwBfKWBdZ8kOCQ3cl4pMDaamluz6ppaHnp3HWMHddN5GyLS5kS7x/E/EY+rgQ3uvjkO9bQLryzZyubd5fzHxccmuhQRkSaLdozjnbrHZtaTYABbmsHd+eM76xjeK4uzjm7zJ72LSDt02KOqzGxSeImPF83sRDNbCiwFtpvZeS1TYnKZvbqQ5Vv3cvPpQ0lJ0TWpRKTtaWyP43fADwkOk50FnO/uH5jZ0cAzwGtxri/p/DF/Lb1zOjLlhH6JLkVEpFkaO48jzd1fd/e/ANvc/QMAd18R/9KSz+JNxby/rogbTx1CeprutyEibVNjn161EY/LD3rukMt8yOH98Z215HRM48qJAxNdiohIszXWVfU5M9sLGNApfEw43TGulSWZdTtLeG3ZNm6ZfBRZGc09fUZEJPEO+wnm7qktVUiye+S9T+iQmsL1JzfnepEiIq2HOtpbQOn+al5eWMAXP9eX3OyMRJcjInJEFBwt4G+Lt1BaWcOVEwY0vrCISCun4GgBz8zdxPBeWYwZ2C3RpYiIHDEFR5wt37qXxZuKuXLCQIKbG4qItG0KjjibNmcj6WkpfHmMTvgTkeSg4Iij8soaXlxYwPmje9M1Mz3R5YiIxISCI45mLNnKvopqpo7XCX8ikjwUHHE0be5GhvTszKShuueGiCQPBUecrNmxj7nrdzN1/AANiotIUlFwxMkzczbRIdW4dGz/RJciIhJTCo442F9dw4sLNnP2qDx6ZulMcRFJLgqOOJi5bDu7y6o0KC4iSUnBEQfT5mykf7dOnDqsZ6JLERGJOQVHjK0vLOWfa4uYOn6Abg0rIklJwRFj0+ZuIjXF+Mo4XdBQRJKTgiOGamud6YsKOGNELnk5us+ViCQnBUcMLdxUzJY9FVx0fJ9ElyIiEjcKjhiasWQr6akpfGFUXqJLERGJGwVHjNTWOq8u2crpI3qS07FDossREYkbBUeM1HVTXXCcuqlEJLkpOGJE3VQi0l4oOGKgrpvqtOHqphKR5KfgiIFFm4Nuqgt1NJWItAMKjhh45SN1U4lI+6HgOELqphKR9kbBcYTquql0NJWItBcKjiOkbioRaW8UHEcgspuqSyd1U4lI+6DgOALqphKR9kjBcQRmfLSVDqmmbioRaVcUHM1UW+vMWLKV04fnqptKRNqVuAaHmZ1nZivNbI2Z3VnP8xlm9mz4/IdmNjjiuePN7H0zW2ZmS8ysYzh/bDi9xsz+18wScps9dVOJSHsVt+Aws1Tg98D5wCjgSjMbddBiNwK73X0YcD9wT7huGvAk8C/ufiwwGagK1/kDcBMwPPw5L15tOBx1U4lIexXPPY4JwBp3X+fulcA0YMpBy0wBHgsfPw+cFe5BnAN85O6LAdy9yN1rzKwPkOPuH7i7A48Dl8SxDfVSN5WItGdpcdx2P2BTxPRmYGJDy7h7tZntAXoAIwA3s5lALjDN3e8Nl9980Db71ffiZnYzcDNAXl4e+fn5zWpESUnJIeuu31PDlj0VnD+gttnbbS3qa1+ySfY2qn1tX1trYzyD40ikAacC44Ey4C0zmw/siXYD7v4g8CDAuHHjfPLkyc0qJD8/n4PXfSB/DbCSb3zxNHq18XuL19e+ZJPsbVT72r621sZ4dlUVAAMipvuH8+pdJhzX6AIUEexJzHb3QncvA2YAY8Ll+zeyzbh7d1UhR/fObvOhISLSHPEMjrnAcDMbYmbpwFRg+kHLTAeuCx9fBswKxy5mAseZWWYYKGcAH7v7VmCvmU0Kx0KuBf4axzYcoqyymnkbdnH6iNyWfFkRkVYjbl1V4ZjFbQQhkAr8yd2XmdndwDx3nw48AjxhZmuAXQThgrvvNrP7CMLHgRnu/kq46VuAPwOdgFfDnxbz4bpdVNU4pw3v2ZIvKyLSasR1jMPdZxB0M0XO+0nE4wrgKw2s+yTBIbkHz58HjI5tpdGbvXonGWkpjB/cPVEliIgklM4cb6J3VxcyYUh3OnZITXQpIiIJoeBogq17ylmzo4TTh2t8Q0TaLwVHE7y7uhCA00ZofENE2i8FRxO8u7qQ3OwMRuZlJ7oUEZGEUXBEqbbWeW/1Tk4b1pMEXVdRRKRVUHBEadmWvewuq1I3lYi0ewqOKM1evROAU4YpOESkfVNwROnd1Ts5pk8OvbJ1mRERad8UHFEo3V/N/A27OV1ni4uIKDii8eEnReFlRnT+hoiIgiMKs1cVkpGWwrjB3RJdiohIwik4ovDemkImDu2hy4yIiKDgaFRReW14mRGNb4iIgIKjUcuKagA0viEiElJwNGJpYQ29sjMYkZeV6FJERFoFBcdh1NQ6y4pqOHW4LjMiIlJHwXEYy7bsobQKXUZdRCSCguMw6i6jrsuMiIh8SsFxGLNX7WRgdgq52RmJLkVEpNWI6z3H2zJ3Z3S/LgzNKEl0KSIirYr2OBpgZvz4olGcO7hDoksREWlVFBwiItIkCg4REWkSBYeIiDSJgkNERJpEwSEiIk2i4BARkSZRcIiISJMoOEREpEnM3RNdQ9yZ2U5gQzNX7wkUxrCc1ibZ2wfJ30a1r+1rrW0c5O6HXOW1XQTHkTCzee4+LtF1xEuytw+Sv41qX9vX1tqorioREWkSBYeIiDSJgqNxDya6gDhL9vZB8rdR7Wv72lQbNcYhIiJNoj0OERFpEgWHiIg0iYKjAWZ2npmtNLM1ZnZnouuJNTP7k5ntMLOlia4lHsxsgJm9bWYfm9kyM/tOomuKNTPraGZzzGxx2MafJrqmeDCzVDNbaGZ/T3QtsWZm681siZktMrN5ia4nWhrjqIeZpQKrgLOBzcBc4Ep3/zihhcWQmZ0OlACPu/voRNcTa2bWB+jj7gvMLBuYD1ySZH9DAzq7e4mZdQDeA77j7h8kuLSYMrPvAuOAHHe/KNH1xJKZrQfGuXtrPPmvQdrjqN8EYI27r3P3SmAaMCXBNcWUu88GdiW6jnhx963uviB8vA9YDvRLbFWx5YGScLJD+JNU3wTNrD9wIfBwomuRTyk46tcP2BQxvZkk+9BpT8xsMHAi8GGCS4m5sBtnEbADeMPdk62Nvwa+D9QmuI54ceB1M5tvZjcnuphoKTgkqZlZFvACcLu77010PbHm7jXufgLQH5hgZknT7WhmFwE73H1+omuJo1PdfQxwPnBr2IXc6ik46lcADIiY7h/OkzYk7Pd/AXjK3V9MdD3x5O7FwNvAeQkuJZZOAb4YjgNMAz5vZk8mtqTYcveC8PcO4CWCbvJWT8FRv7nAcDMbYmbpwFRgeoJrkiYIB44fAZa7+32JricezCzXzLqGjzsRHMyxIqFFxZC7/5u793f3wQT/B2e5+1cTXFbMmFnn8MANzKwzcA7QJo5yVHDUw92rgduAmQSDqs+5+7LEVhVbZvYM8D4w0sw2m9mNia4pxk4BriH4lroo/Lkg0UXFWB/gbTP7iODLzhvunnSHrCaxPOA9M1sMzAFecffXElxTVHQ4roiINIn2OEREpEkUHCIi0iQKDhERaRIFh4iINImCQ0REmkTBIRIlM+sRcWjvNjMrCB+XmNkDcXrN283s2vDxJDP7MHzN5WZ2Vzj/IjO7Ox6vL1IfHY4r0gzhh3aJu/9PHF8jDVgAjHH3ajNbCVzu7ovDKziPdPePw5MdFwCnuHtZvOoRqaM9DpEjZGaT6+4VYWZ3mdljZvaumW0wsy+b2b3hPRdeCy+DgpmNNbN3wovbzQwvA3+wzwMLwhNSAXoBW+HANao+Dh87kA8k1SXHpfVScIjE3lEEH/pfBJ4E3nb344By4MIwPH4LXObuY4E/AT+vZzunENxHpM79wEoze8nMvmFmHSOemwecFvumiBwqLdEFiCShV929ysyWAKlA3WUklgCDgZHAaOCNoJeJVMI9iYP0IbjkDQDufreZPUVwTaOrgCuByeHTO4C+sW6ISH0UHCKxtx/A3WvNrMo/HUisJfg/Z8Aydz+pke2UA5F7Fbj7WuAPZvYQsNPMerh7UbhceSwbIdIQdVWJtLyVQK6ZnQTB5d/N7Nh6llsODKubMLMLw4FwgOFADVAcTo+gjVxZVdo+BYdICwtvR3wZcE94ZdRFwMn1LPoqEHljn2sIxjgWAU8AV7t7TfjcmcAr8apZJJIOxxVpxczsJeD77r76MMvkAU+7+1ktV5m0ZwoOkVbMzEYCee4++zDLjAeq3H1RixUm7ZqCQ0REmkRjHCIi0iQKDhERaRIFh4iINImCQ0REmkTBISIiTfL/ASf5SQt9hbJdAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "example_motor3.allInfo()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Assumptions and Grain Configurations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One might wonder how some parameters were calculated and what key assumptions were made. Regarding grain configuration one should pay close attention to the fact that only BATES grain configuration is supported. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The final mass of the propellant is assumed to be zero, so a linear extrapolation is used to calculate the position of the center of mass." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10.5 64-bit", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.5" + }, + "orig_nbformat": 2, + "vscode": { + "interpreter": { + "hash": "26de051ba29f2982a8de78e945f0abaf191376122a1563185a90213a26c5da77" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/rocketpy/Motor.py b/rocketpy/Motor.py index 6b566c047..21fdad34f 100644 --- a/rocketpy/Motor.py +++ b/rocketpy/Motor.py @@ -188,7 +188,7 @@ def __init__( # mass = float(desc[4]) # nozzleRadius = diameter/4 # throatRadius = diameter/8 - # grainNumber = grainnumber + # grainNumber = grainNumber # grainVolume = height*np.pi*((diameter/2)**2 -(diameter/4)**2) # grainDensity = mass/grainVolume # grainOuterRadius = diameter/2 @@ -355,7 +355,7 @@ def evaluateMassDot(self): @abstractmethod def evaluateCenterOfMass(self): """Calculates and returns the time derivative of motor center of mass. - The result is a function of time, object of the Function class, which is stored in self.yCM. + The result is a function of time, object of the Function class, which is stored in self.zCM. Parameters ---------- @@ -363,7 +363,7 @@ def evaluateCenterOfMass(self): Returns ------- - yCM : Function + zCM : Function Position of the center of mass as a function of time. """ @@ -829,7 +829,7 @@ def __init__( # mass = float(desc[4]) # nozzleRadius = diameter/4 # throatRadius = diameter/8 - # grainNumber = grainnumber + # grainNumber = grainNumber # grainVolume = height*np.pi*((diameter/2)**2 -(diameter/4)**2) # grainDensity = mass/grainVolume # grainOuterRadius = diameter/2 @@ -943,7 +943,7 @@ def evaluateMassDot(self): def evaluateCenterOfMass(self): """Calculates and returns the time derivative of motor center of mass. - The result is a function of time, object of the Function class, which is stored in self.yCM. + The result is a function of time, object of the Function class, which is stored in self.zCM. Parameters ---------- @@ -951,14 +951,14 @@ def evaluateCenterOfMass(self): Returns ------- - yCM : Function + zCM : Function Position of the center of mass as a function of time. """ - self.yCM = 0 + self.zCM = 0 - return self.yCM + return self.zCM def evaluateGeometry(self): """Calculates grain inner radius and grain height as a @@ -1531,7 +1531,7 @@ def __init__( # mass = float(desc[4]) # nozzleRadius = diameter/4 # throatRadius = diameter/8 - # grainNumber = grainnumber + # grainNumber = grainNumber # grainVolume = height*np.pi*((diameter/2)**2 -(diameter/4)**2) # grainDensity = mass/grainVolume # grainOuterRadius = diameter/2 @@ -1574,8 +1574,8 @@ def __init__( self.injectorArea = injectorArea # Other quantities that will be computed self.massDot = None - self.yCM = None - self.oxidizerInitialMass = None + self.zCM = None + self.liquidInitialMass = None self.mass = None self.grainInnerRadius = None self.grainHeight = None @@ -1659,8 +1659,9 @@ def evaluateMassDot(self): def evaluateCenterOfMass(self): """Calculates and returns the time derivative of motor center of mass. - The formulas used are the Bernoulli equation, law of the ideal gases and Boyle's law. - The result is a function of time, object of the Function class, which is stored in self.yCM. + The final mass of the propellant is assumed to be zero, + so a linear extrapolation is used to calculate the position of the center of mass. + The result is a function of time, object of the Function class, which is stored in self.zCM. Parameters ---------- @@ -1668,14 +1669,32 @@ def evaluateCenterOfMass(self): Returns ------- - yCM : Function + zCM : Function Position of the center of mass as a function of time. """ + self.solidInitialMass = self.grainInitialMass * self.grainNumber + self.liquidInitialMass = self.oxidizerInitialVolume * self.oxidizerDensity - self.yCM = 0 + self.solidPropellantInitialCM = 0 - return self.yCM + self.liquidPropellantInitialCM = ( + self.oxidizerInitialVolume / (np.pi * (self.oxidizerTankRadius**2)) + ) / 2 + self.distanceGrainToTank + + zCM0 = ( + self.solidInitialMass * self.solidPropellantInitialCM + + self.liquidInitialMass * self.liquidPropellantInitialCM + ) / (self.solidInitialMass + self.liquidInitialMass) + + self.zCM = Function( + [(0, zCM0), (self.burnOutTime, 0)], + interpolation="linear", + inputs="Time (s)", + outputs="Propellant center of mass position (m)", + ) + + return self.zCM def evaluateGeometry(self): """Calculates grain inner radius and grain height as a @@ -1971,11 +1990,96 @@ def info(self): # Show plots print("\nPlots") - # self.thrust() - - self.yCM + self.thrust() + self.zCM() return None def allInfo(self): - pass + """Prints out all data and graphs available about the Motor. + + Parameters + ---------- + None + + Return + ------ + None + """ + # Print nozzle details + print("Nozzle Details") + print("Nozzle Radius: " + str(self.nozzleRadius) + " m") + print("Nozzle Throat Radius: " + str(self.throatRadius) + " m") + print( + "Distance Nozzle - Motor reference point: " + + str(self.distanceNozzleMotorReference) + + " m" + ) + + # Print grain details + print("\nGrain Details") + print("Number of Grains: " + str(self.grainNumber)) + print("Grain Spacing: " + str(self.grainSeparation) + " m") + print("Grain Density: " + str(self.grainDensity) + " kg/m3") + print("Grain Outer Radius: " + str(self.grainOuterRadius) + " m") + print("Grain Inner Radius: " + str(self.grainInitialInnerRadius) + " m") + print("Grain Height: " + str(self.grainInitialHeight) + " m") + print("Grain Volume: " + "{:.3f}".format(self.grainInitialVolume) + " m3") + print("Grain Mass: " + "{:.3f}".format(self.grainInitialMass) + " kg") + + # Print oxidizer details + print("\nOxidizer Details") + print("Oxidizer Tank Radius: " + str(self.oxidizerTankRadius) + " m") + print("Oxidizer Tank Height: " + str(self.oxidizerTankHeight) + " m") + print( + "Oxidizer Initial Pressure: " + str(self.oxidizerInitialPressure) + " atm" + ) + print("Oxidizer Initial Mass: " + str(self.liquidInitialMass) + " kg") + print("Oxidizer Density: " + str(self.oxidizerDensity) + " kg/m3") + print("Oxidizer Molar Mass: " + str(self.oxidizerMolarMass) + " g/mol") + print( + "Oxidizer Initial Volume: " + + "{:.3f}".format(self.oxidizerInitialVolume) + + " m3" + ) + + # Print motor details + print("\nMotor Details") + print("Total Burning Time: " + str(self.burnOutTime) + " s") + print( + "Total Propellant Mass: " + + "{:.3f}".format(self.propellantInitialMass) + + " kg" + ) + print( + "Propellant Exhaust Velocity: " + + "{:.3f}".format(self.exhaustVelocity) + + " m/s" + ) + print("Average Thrust: " + "{:.3f}".format(self.averageThrust) + " N") + print( + "Maximum Thrust: " + + str(self.maxThrust) + + " N at " + + str(self.maxThrustTime) + + " s after ignition." + ) + print("Total Impulse: " + "{:.3f}".format(self.totalImpulse) + " Ns") + + # Show plots + print("\nPlots") + self.thrust() + self.mass() + self.massDot() + self.zCM() + self.grainInnerRadius() + self.grainHeight() + self.burnRate() + self.burnArea() + self.Kn() + self.inertiaI() + self.inertiaIDot() + self.inertiaZ() + self.inertiaZDot() + + return None diff --git a/rocketpy/Rocket.py b/rocketpy/Rocket.py index 5c4491db0..da338776c 100644 --- a/rocketpy/Rocket.py +++ b/rocketpy/Rocket.py @@ -177,7 +177,7 @@ def __init__( self.inertiaZ = inertiaZ self.centerOfMass = ( - (self.distanceRocketMotorReference - self.motor.yCM) + (self.distanceRocketMotorReference - self.motor.zCM) * motor.mass / (mass + motor.mass) ) diff --git a/tests/test_hybridmotor.py b/tests/test_hybridmotor.py new file mode 100644 index 000000000..099e6c562 --- /dev/null +++ b/tests/test_hybridmotor.py @@ -0,0 +1,30 @@ +from unittest.mock import patch +import os + +import numpy as np +import pytest + +from rocketpy import HybridMotor + + +def test_Initial_Center_Of_Mass_Position_correct(): + example_motor = HybridMotor( + thrustSource="data/motors/Hypertek_835CC125J-K240.eng", + burnOut=5.4, + distanceNozzleMotorReference=1, + grainNumber=6, + grainDensity=1707, + grainOuterRadius=21.40 / 1000, + grainInitialInnerRadius=9.65 / 1000, + grainInitialHeight=120 / 1000, + oxidizerTankRadius=62.5 / 1000, + oxidizerTankHeight=600 / 1000, + oxidizerInitialPressure=51.03, + oxidizerDensity=1.98, + oxidizerMolarMass=44.01, + oxidizerInitialVolume=62.5 / 1000 * 62.5 / 1000 * np.pi * 600 / 1000, + distanceGrainToTank=200 / 1000, + injectorArea=3e-05, + ) + + assert abs(example_motor.zCM(0)) - abs(0.005121644685784456) < 1e-6