{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Propagacja ataku sieci z wykorzystaniem spacerów losowych\n", "\n", "- Marcin Kostrzewski\n", "- Mateusz Tylka\n", "- Krystian Wasilewski" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem\n", "\n", "W jakich topologiach sieci komputerowych potencjalny atak wirusa rozprzestrzeniałby się najszybciej, a w których najwolniej?\n", "Aby rozwiązać ten problem zaprojektowaliśmy symulację ataków wirusa na różne rodzaje topologii sieci." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Graf\n", "\n", "Grafem nazywamy kolekcję dwóch zbiorów: zbioru wierzchołków V oraz zbioru krawędzi E. Zbiór wierzchołków jest dowolnej postaci. Elementami zbioru krawędzi są e∈E, które są podzbiorami postaci v1,v2 dla pewnych dwóch wierzchołków v1,v2∈V (jeśli graf jest nieskierowany) lub parą uporządkowaną (v1,v2) jeśli graf jest skierowany.\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } }, "source": [ "## Spacer losowy na grafie\n", "Inaczej błądzenie losowe. Obiekt przemieszczający się na grafie losowo wybiera jeden z sąsiednich do obecnego wezłów, żeby się do nich przemieścić. Ruch ten nie zależy od historii ruchów - tylko ostatnie przemieszczenie jest brane pod uwagę przy podejmowaniu decyzji." ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } }, "source": [ "## Model\n", "Model sieci reprezentowany jest jako graf nieskierowany. Każdy węzeł reprezentuje w nim urządzenie a krawędzie połączenia między nimi. Węzły zaznaczone na czerwono reprezentują urządzenie zainfekowane przez wirusa, który przemieszcza się do nowych urządzeń spacerem losowym - w każdym kroku wirus wybiera jeden z sąsiadujących węzłów z jednakowym prawdopodobieństwem i próbuje go zainfekować." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementacja\n", "\n", "W naszym przypadku dana topologia sieci będzie przedstawiona za pomocą grafu nieskierowanego, a wirus będzie infekować sieć przemieszczając się po jego krawędziach za pomocą spaceru losowego." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kod" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Eksperymenty" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Magistrala" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from network_attack_propagation import bus_experiment \n", "bus_experiment()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](bus0.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](bus8.gif)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](bus15.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pierścień" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from network_attack_propagation import ring_experiment \n", "ring_experiment()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](ring0.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](ring8.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](ring15.gif)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gwiazda" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from network_attack_propagation import star_experiment \n", "star_experiment()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](star0.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](star2.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](star4.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](star6.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gwiazda (z odpornością wierzchołków o najwyższych stopniach)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "13 NODE STAR\n", "average degree = 1.85\n", "propagation speed = 0.77\n", "star0 rounds survived = 11\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "31 NODE STAR\n", "average degree = 1.94\n", "propagation speed = 0.84\n", "star2 rounds survived = 27\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "57 NODE STAR\n", "average degree = 1.96\n", "propagation speed = 1.11\n", "star4 rounds survived = 64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "91 NODE STAR\n", "average degree = 1.98\n", "propagation speed = 1.1\n", "star6 rounds survived = 101\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from network_attack_propagation import weighted_star_experiment \n", "weighted_star_experiment()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](star_weighted0.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](star_weighted2.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](star_weighted4.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](star_weighted6.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wnioski\n", "\n", "Najszybciej wirus rozprzestrzenia się w pierścieniu, a najwolniej w magistrali." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.1 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": "3.9.1" }, "vscode": { "interpreter": { "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594" } } }, "nbformat": 4, "nbformat_minor": 2 }