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DDD Systems first simulation
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# DDD Systems: a first rough simulation" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"![img](http://www.cybertelecom.org/images/baran.gif)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"A first simulation of how DDD systems could be generated as graphs with a simple network science approach. It extends the above graph (Baran, Paul. 1964. ‘On Distributed Communications’. Santa Monica, CA.: RAND Corporation. http://www.rand.org/pubs/research_memoranda/RM3420.html.)\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Set up and functions" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# Import libraries\n", | |
"import networkx as nx\n", | |
"import matplotlib.pyplot as plt\n", | |
"from random import choice\n", | |
"from math import hypot" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Set up colors\n", | |
"node_color = '#ff6600'\n", | |
"edge_color = '#ffb583'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# We use a random graph for all the systems\n", | |
"G=nx.random_geometric_graph(200,0.125)\n", | |
"\n", | |
"# random_geometric_graph is already distributed: https://networkx.github.io/documentation/latest/reference/generated/networkx.generators.geometric.random_geometric_graph.html\n", | |
"# See all the generators here: http://networkx.github.io/documentation/networkx-1.10/reference/generators.html#module-networkx.generators.random_graphs\n", | |
"\n", | |
"# position is stored as node attribute data for random_geometric_graph\n", | |
"pos=nx.get_node_attributes(G,'pos')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# Find the center\n", | |
"def find_node_near_center(near_x,near_y):\n", | |
" # find node near center (near_x,near_y)\n", | |
" dmin=1\n", | |
" ncenter=0\n", | |
" for n in pos:\n", | |
" x,y=pos[n]\n", | |
" d=(x-near_x)**2+(y-near_y)**2\n", | |
" if d<dmin:\n", | |
" ncenter=n\n", | |
" dmin=d\n", | |
" return ncenter" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Find if point inside a circle\n", | |
"# From http://stackoverflow.com/a/487872/2237113\n", | |
"\n", | |
"def in_radius(c_x, c_y, r, x, y):\n", | |
" return hypot(c_x-x, c_y-y) <= r" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Find nodes around a node, with radius \n", | |
"def find_nodes_near_center(local_hub,local_radius):\n", | |
" # find node nodes around a node local_hub, with radius local_radius\n", | |
" local_nodes = []\n", | |
" for k in pos:\n", | |
" if in_radius(pos[local_hub][0], pos[local_hub][1], local_radius, pos[k][0], pos[k][1]):\n", | |
" local_nodes.append(k)\n", | |
" return local_nodes" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Remove all edges\n", | |
"def remove_all_edges():\n", | |
" edges = []\n", | |
" for i in G.edges():\n", | |
" edges.append(i)\n", | |
" G.remove_edges_from(edges)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Get the central node\n", | |
"ncenter = find_node_near_center(0.5,0.5)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# DDD Systems" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Diffuse systems" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1116e2890>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Diffuse system, with realistic radius\n", | |
"\n", | |
"# Clear the graph\n", | |
"remove_all_edges()\n", | |
"\n", | |
"# Find closest nodes\n", | |
"distribution_radius = 0.05\n", | |
"all_distributed = {}\n", | |
"for i in G.nodes():\n", | |
" local_distributed = find_nodes_near_center(i, distribution_radius)\n", | |
" all_distributed[i] = local_distributed\n", | |
"\n", | |
"# Add edges\n", | |
"for d in all_distributed:\n", | |
" for h in all_distributed[d]:\n", | |
" G.add_edge(d,h)\n", | |
" \n", | |
"plt.figure(figsize=(8,8))\n", | |
"nx.draw_networkx_edges(G,pos,alpha=0.4,edge_color=edge_color, width=3.0)\n", | |
"nx.draw_networkx_nodes(G,pos,\n", | |
" node_size=80,\n", | |
" node_color=node_color,\n", | |
" cmap=plt.cm.Reds_r)\n", | |
"\n", | |
"plt.xlim(-0.05,1.05)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.axis('off')\n", | |
"plt.savefig('01_diffuse.pdf')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Distributed systems" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1136f9550>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Distributed system\n", | |
"# Inspiration from http://stackoverflow.com/questions/17301887/how-to-compute-nearby-nodes-with-networkx\n", | |
"\n", | |
"# Clear the graph\n", | |
"remove_all_edges()\n", | |
"\n", | |
"# Find closest nodes\n", | |
"distribution_radius = 0.1\n", | |
"all_distributed = {}\n", | |
"for i in G.nodes():\n", | |
" local_distributed = find_nodes_near_center(i, distribution_radius)\n", | |
" all_distributed[i] = local_distributed\n", | |
"\n", | |
"# Add edges\n", | |
"for d in all_distributed:\n", | |
" for h in all_distributed[d]:\n", | |
" G.add_edge(d,h)\n", | |
" \n", | |
"plt.figure(figsize=(8,8))\n", | |
"nx.draw_networkx_edges(G,pos,alpha=0.4,edge_color=edge_color, width=3.0)\n", | |
"nx.draw_networkx_nodes(G,pos,\n", | |
" node_size=80,\n", | |
" node_color=node_color,\n", | |
" cmap=plt.cm.Reds_r)\n", | |
"\n", | |
"plt.xlim(-0.05,1.05)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.axis('off')\n", | |
"plt.savefig('02_distributed.pdf')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Decentralized systems" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113ae9090>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Decentralized system\n", | |
"\n", | |
"# Clear the graph\n", | |
"remove_all_edges()\n", | |
"\n", | |
"# pick n random hub nodes\n", | |
"number_of_hubs = 5\n", | |
"hubs = []\n", | |
"for j in range(number_of_hubs):\n", | |
" hubs.append(choice(range((len(G.nodes())))))\n", | |
"\n", | |
"for lb in hubs:\n", | |
" # Find closest nodes\n", | |
" distribution_radius = 0.3\n", | |
" local_distributed = find_nodes_near_center(lb, distribution_radius)\n", | |
" \n", | |
" # Add edges around the local center\n", | |
" for d in local_distributed:\n", | |
" G.add_edge(lb,d)\n", | |
" \n", | |
"plt.figure(figsize=(8,8))\n", | |
"nx.draw_networkx_edges(G,pos,alpha=0.4,edge_color=edge_color, width=3.0)\n", | |
"nx.draw_networkx_nodes(G,pos,\n", | |
" node_size=80,\n", | |
" node_color=node_color,\n", | |
" cmap=plt.cm.Reds_r)\n", | |
"\n", | |
"plt.xlim(-0.05,1.05)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.axis('off')\n", | |
"plt.savefig('03_decentralized.pdf')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Centralized systems" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x113853110>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Centralized\n", | |
"\n", | |
"# Clear the graph\n", | |
"remove_all_edges()\n", | |
"\n", | |
"# Add edges around the center\n", | |
"for i in G.nodes():\n", | |
" G.add_edge(ncenter,i)\n", | |
"\n", | |
"plt.figure(figsize=(8,8))\n", | |
"nx.draw_networkx_edges(G,pos,alpha=0.4,edge_color=edge_color, width=3.0)\n", | |
"nx.draw_networkx_nodes(G,pos,\n", | |
" node_size=80,\n", | |
" node_color=node_color,\n", | |
" cmap=plt.cm.Reds_r)\n", | |
"\n", | |
"plt.xlim(-0.05,1.05)\n", | |
"plt.ylim(-0.05,1.05)\n", | |
"plt.axis('off')\n", | |
"plt.savefig('04_centralized.pdf')" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.16" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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