{
"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": [
"[10808] 2019-08-26 20:21:46,035 - 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",
"vortex.plot_velocity()\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": [
"[10808] 2019-08-26 20:21:46,483 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,490 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,493 - cortix - INFO - Vortex::time[min] = 0.0\n",
"[10808] 2019-08-26 20:21:46,496 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,507 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,513 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,524 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,537 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,546 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,554 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,562 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,571 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,583 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,596 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,613 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,627 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:46,642 - cortix - INFO - Launching Module \n",
"[10808] 2019-08-26 20:21:55,536 - cortix - INFO - Vortex::time[min] = 1.0\n",
"[10808] 2019-08-26 20:22:03,440 - cortix - INFO - Vortex::time[min] = 2.0\n",
"[10808] 2019-08-26 20:22:11,761 - cortix - INFO - run()::Elapsed wall clock time [s]: 25.72\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": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"