{
"cells": [
{
"cell_type": "markdown",
"id": "e3666bcd",
"metadata": {},
"source": [
"
\n",
"\n",
"### Programming large-scale parallel systems\n",
"\n",
"# Traveling sales person"
]
},
{
"cell_type": "markdown",
"id": "1e74dfd9",
"metadata": {},
"source": [
"## Contents\n",
"\n",
"In this notebook, we will learn\n",
"\n",
"- How to parallelize the solution of the traveling sales person problem\n",
"- The concept of search overhead\n"
]
},
{
"cell_type": "markdown",
"id": "bf3dd0e6",
"metadata": {},
"source": [
"## The traveling sales person (TSP) problem\n",
"\n",
"Let us start by presenting the [traveling sales person (ASP) problem](https://en.wikipedia.org/wiki/Travelling_salesman_problem) and its solution using a [branch and bound algorithm](https://en.wikipedia.org/wiki/Branch_and_bound).\n",
"\n",
"### Problem statement\n",
"\n",
"- Given a graph $G$ with a distance table $C$ and an initial node (i.e. a city) in the graph\n",
"- Compute the shortest route that visits all cities exactly once, without returning to the initial city.\n",
"\n",
"\n",
"Note that there we consider a version of the problem in which do not return to the initial city. However, the classic version of the problem includes returning to the initial city.\n",
"\n",
"\n",
"As for the ASP problem we represent the distance table as a matrix, where $C_{ij}$ is the distance from node $i$ to node $j$. Next figure shows the input and solution (output) of the TSP problem for a simple 4-node graph. "
]
},
{
"attachments": {
"g22650.png": {
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"
}
},
"cell_type": "markdown",
"id": "dad0547d",
"metadata": {},
"source": [
"