{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`Cortix` 2019 **07Aug2019**\n",
"\n",
"# Droplet Swirl Example\n",
"* This is part of the [Cortix](https://cortix.org)-on-[Jupyter-Notebook](https://github.com/dpploy/cortix-nb) examples.\n",
"* You must be in a Jupyter Notebook server to run this notebook.\n",
"* Select each of the cells below and run them sequentially (use the run button, `>|` on the tool bar or use the `Cell` option on the menu bar).\n",
"* Alternatively, on the menu bar run all cells: `Cell -> Run All`.\n",
"\n",
"$ \n",
" \\newcommand{\\Amtrx}{\\boldsymbol{\\mathsf{A}}}\n",
" \\newcommand{\\Bmtrx}{\\boldsymbol{\\mathsf{B}}}\n",
" \\newcommand{\\Smtrx}{\\boldsymbol{\\mathsf{S}}}\n",
" \\newcommand{\\xvec}{\\boldsymbol{\\mathsf{x}}}\n",
" \\newcommand{\\vvar}{\\boldsymbol{v}}\n",
" \\newcommand{\\fvar}{\\boldsymbol{f}}\n",
" \\newcommand{\\Power}{\\mathcal{P}}\n",
" \\newcommand{\\bm}[1]{{\\boldsymbol{#1}}}\n",
"$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Table of Contents\n",
"* [Introduction](#intro)\n",
" - [Droplet motion model](#dropletmodel)\n",
" - [Vortex motion model](#vortexmodel)\n",
"* [Write a Cortix run file](#runfile)\n",
"* [Verify the network connectivity](#net)\n",
"* [Run the network simulation](#run)\n",
"* [Results inspection through Cortix](#inspect)\n",
" - [Results: All droplets](#dataplot)\n",
" - [Results: Individual droplets](#droplet)\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This Cortix use-case simulates the motion of a swarm of droplets in a vortex stream. \n",
"It consists of two modules, namely, a `Droplet` module used to model the droplet dynamics, \n",
"and a `Vortex` module used to model the effects of the surrounding air on the falling \n",
"droplets. The `Droplet` module is instantiated as many times as there are droplets in \n",
"the simulation while a single `Vortex` module is connected to all `Droplet` \n",
"instances. The communication between modules entails a two-way data exchange between \n",
"the `Vortex` module and the `Droplet` modules, where `Droplet` sends \n",
"its position to `Vortex` and `Vortex` returns the air velocity to `Droplet` at the given position."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Droplet motion model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The equation of motion of a spherical droplet can be written as:\n",
" \\begin{equation*}\n",
" m_\\text{d}\\,d_t\\bm{v} = \\bm{f}_\\text{d} + \\bm{f}_\\text{b} ,\n",
" \\end{equation*}\n",
"where\n",
" \\begin{equation*}\n",
" \\bm{f}_\\text{d} = c_\\text{d} A \\, \\rho_\\text{f}\\, \n",
" \\frac{||\\bm{v} - \\bm{v}_\\text{f}||}{2}\\,(\\bm{v} - \\bm{v}_\\text{f}) ,\n",
" \\end{equation*}\n",
"is the form drag force on the droplet,\n",
" \\begin{equation*}\n",
" \\bm{f}_\\text{b} = (m_\\text{d} - m_\\text{f})\\,g \\hat{z} ,\n",
" \\end{equation*} \n",
"is the buoyancy force on the droplet,\n",
" \\begin{equation*}\n",
" c_\\text{d}(Re) = \n",
" \\begin{cases}\n",
" \\frac{24}{Re} & Re < 0.1\\\\\n",
" \\Bigl(\\sqrt{\\frac{24}{Re}} + 0.5407\\Bigr)^2 & 0.1 \\leq Re < 6000 \\\\\n",
" 0.44 & Re \\geq 6000\n",
" \\end{cases}\n",
" \\end{equation*}\n",
"is the drag coefficient as a function of Reynold's number, \n",
"$Re=\\frac{\\rho_\\text{f}\\,||\\bm{v}||\\,d}{\\mu_\\text{f}}$.\n",
"The mass of the droplet and its displaced fluid mass are denoted $m_d$ and $m_f$,\n",
"respectively. Droplet diameter, $d$, dynamic viscosity, $\\mu_\\text{f}$, and \n",
"mass density, $\\rho_\\text{f}$, of the surrounding air are provided."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Vortex motion model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we simply use an imposed vortex circulation in analytical form given by its \n",
"tangential component of velocity\n",
" \\begin{equation*}\n",
" v_\\theta(r,z,t) = \\Bigl(1 - e^{\\frac{-r^2}{8\\,r_c^2}}\\Bigr) \n",
" \\frac{\\Gamma}{2\\pi\\, \\max(r,r_c)} f(z) \\, \\bigl|\\cos(\\mu\\,t)\\bigr|,\n",
" \\end{equation*}\n",
"and its vertical component\n",
" \\begin{equation*}\n",
" v_z(z,t) = v_h \\, f(z) \\, \\bigl|\\cos(\\mu\\,t)\\bigr|,\n",
" \\end{equation*}\n",
"where \n",
" \\begin{equation*}\n",
" f(z) = e^{\\frac{-(h - z)}{\\ell}}\n",
" \\end{equation*}\n",
" is a vertical relaxation factor, $r_c$ is the vortex core radius,\n",
" $\\Gamma = \\frac{2\\pi R}{v_\\theta |_{r = R}}$ is the vortex circulation,\n",
" $R$ is the vortex outer radius,\n",
" $h$ is the height of the vortex, and\n",
" $\\ell$ is the relaxation length of $v_z$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Write the run context"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Import various packages; must have the Cortix repository installed\n",
"\n",
"import scipy.constants as const\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Leave this block here for Azure\n",
"try:\n",
" import cortix\n",
"except ImportError:\n",
" print('Installing the \"cortix\" package...')\n",
" print('')\n",
" !pip install cortix\n",
" import cortix\n",
"\n",
"from cortix.src.cortix_main import Cortix\n",
"from cortix.src.network import Network\n",
"\n",
"# Import the example modules\n",
"from cortix.examples.droplet_swirl.vortex import Vortex\n",
"from cortix.examples.droplet_swirl.droplet import Droplet"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"code_folding": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[35640] 2019-10-23 14:44:56,843 - cortix - INFO - Created Cortix object \n",
"_____________________________________________________________________________\n",
" L A U N C H I N G \n",
"_____________________________________________________________________________\n",
" ... s . (TAAG Fraktur)\n",
" xH88\"`~ .x8X :8 @88>\n",
" :8888 .f\"8888Hf u. .u . .88 %8P uL ..\n",
":8888> X8L ^\"\"` ...ue888b .d88B :@8c :888ooo . .@88b @88R\n",
"X8888 X888h 888R Y888r =\"8888f8888r -*8888888 .@88u \"\"Y888k/\"*P\n",
"88888 !88888. 888R I888> 4888>\"88\" 8888 888E` Y888L\n",
"88888 %88888 888R I888> 4888> \" 8888 888E 8888\n",
"88888 `> `8888> 888R I888> 4888> 8888 888E `888N\n",
"`8888L % ?888 ! u8888cJ888 .d888L .+ .8888Lu= 888E .u./\"888&\n",
" `8888 `-*\"\" / \"*888*P\" ^\"8888*\" ^%888* 888& d888\" Y888*\"\n",
" \"888. :\" \"Y\" \"Y\" \"Y\" R888\" ` \"Y Y\"\n",
" `\"\"***~\"` \"\"\n",
" https://cortix.org \n",
"_____________________________________________________________________________\n"
]
}
],
"source": [
"# Create a Cortix object with Python multiprocessing\n",
"\n",
"swirl = Cortix(use_mpi=False,splash=True)\n",
"\n",
"swirl.network = Network()\n",
"swirl_net = swirl.network\n",
"\n",
"# Set parameters in SI units\n",
"\n",
"n_droplets = 15\n",
"end_time = 3*const.minute\n",
"time_step = 0.2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Create the application network\n",
"\n",
"# Vortex module (single)\n",
"vortex = Vortex()\n",
"swirl_net.module(vortex)\n",
"vortex.show_time = (True,1*const.minute)\n",
"vortex.end_time = end_time\n",
"vortex.time_step = time_step\n",
"\n",
"for i in range(n_droplets):\n",
" \n",
" # Droplet modules (multiple)\n",
" droplet = Droplet()\n",
" swirl_net.module(droplet)\n",
" droplet.end_time = end_time\n",
" droplet.time_step = time_step\n",
" droplet.bounce = False # allow droplets to bounce off the ground\n",
" droplet.slip = False # allow droplets to slip on the ground (otherwise will stick)\n",
" droplet.save = True # Save the simulation data for post-processing\n",
" \n",
" swirl_net.connect( [droplet, 'external-flow'], [vortex, vortex.get_port('fluid-flow:{}'.format(i))], 'bidirectional')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Verify the network connectivity"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# View the Cortix network created\n",
"\n",
"swirl_net.draw()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run network simulation"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[35640] 2019-10-23 14:44:57,071 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,076 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,079 - cortix - INFO - Vortex::time[min] = 0.0\n",
"[35640] 2019-10-23 14:44:57,083 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,093 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,101 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,112 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,123 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,133 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,146 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,157 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,172 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,184 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,197 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,210 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,222 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:44:57,236 - cortix - INFO - Launching Module \n",
"[35640] 2019-10-23 14:45:06,060 - cortix - INFO - Vortex::time[min] = 1.0\n",
"[35640] 2019-10-23 14:45:15,457 - cortix - INFO - Vortex::time[min] = 2.0\n",
"[35640] 2019-10-23 14:45:25,302 - cortix - WARNING - Network::run(): not all modules reloaded from disk.\n",
"[35640] 2019-10-23 14:45:25,303 - cortix - INFO - run()::Elapsed wall clock time [s]: 28.46\n"
]
}
],
"source": [
"# Run the simulation!\n",
"\n",
"swirl.run()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results inspection through Cortix"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### All droplets"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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