{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "##
Business Analytics - Assignment 1\n", "Compute the required amount of\n", "account managers and involved\n", "traveling distance for EMTE.\n", "EMTE is a supermarket chain in the Netherlands\n", "with about 130 stores. EMTE likes to know how\n", "many account managers they need to visit all the\n", "stores in one day, and how many kilometers they need to travel in total together. Their main\n", "objective is to minimize the total traveling distance rather than the amount of account managers.\n", "Every account manager starts and ends at the headquarters. Due to the maximum working time of\n", "the account manager, every account manager can drive a maximum of 400 km per day. In other\n", "words: the task is to solve a VRP for this problem. The goal is to minimize the total distance. You can\n", "use the haversine formula in Matlab or Python to compute the distance between two locations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Table of Contents **\n", "\n", "1. [Functions](#functions)\n", "\n", "2. [Deepcopy](#deepcopy)\n", "\n", "3. [Prepare Data](#preparedata)\n", "\n", "4. [Exercise 1 - ILP](#exercise1)\n", " \n", "5. [Exercise 2 - NN](#exercise2)\n", " \n", "6. [Exercise 3](#exercise3) \n", "\n", " 6.1 [City Swap (consecutive)](#cityswap)\n", " \n", " 6.2 [City Swap (between routes)](#cityswapext)\n", "\n", " 6.3 [Two-opt exchange (within routes)](#twoopt)\n", "\n", " 6.4 [Two-opt exchange (between routes)](#twooptb)\n", " \n", " 6.5 [Transfer Cities](#citytransfer)\n", " \n", " 6.6 [Remove Routes](#removeroutes)\n", " \n", " 6.7 [Swap Subroutes](#swap)\n", "\n", " 6.8 [Tabu Search](#tabu)\n", "\n", "7. [Exercise 4](#exercise4)\n", "\n", " 7.1 [Simmulated Annealing](#siman)\n", " \n", " 7.2 [Ant Colony Optimization](#aco)\n", "\n", "8. [Exercise 5](#exercise5)\n", "\n", " 8.1 [Functions](#functions5)\n", "\n", " 8.2 [Nearest Neighbor](#nn5)\n", " \n", " 8.3 [Tabu Search](#tabu5)\n", " \n", " 8.4 [ILP Version](#ilp5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Functions \n", "[Back to Table of Contents](#table)\n", "\n", "These functions are used for exercises 1, 2, 3 and 4. Exercise 5 has its own set of functions due to having different constraints. " ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "import pulp\n", "import collections\n", "import time\n", "import random\n", "import folium\n", "import pants\n", "import math\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from copy import deepcopy \n", "from haversine import haversine\n", "from __future__ import print_function\n", "from simanneal import Annealer\n", "from sklearn.metrics.pairwise import pairwise_distances\n", "\n", "def get_route_ilp(VRP):\n", " \"\"\" Extract the routes from pulp\n", " \n", " The function aims to extract the routes from \n", " pulp as those are saved a bit messy. \n", " \n", " Parameters:\n", " -----------\n", " VRP (pulp): The full VRP solution\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \"\"\"\n", " temp_routes = {}\n", "\n", " for v in VRP.variables():\n", " if (v.varValue == 1) and ('Edge_' in str(v)):\n", " route_number = int(str(v.name).split('_')[-1].split(')')[0])\n", " from_city = int(str(v.name).split('(')[1].split(',')[0])\n", " to_city = int(str(v.name).split('(')[1].split('_')[1].split(',')[0])\n", " if int(from_city) == 0:\n", " temp_routes[route_number] = {}\n", " temp_routes[route_number][from_city] = to_city\n", " else:\n", " temp_routes[route_number][from_city] = to_city\n", "\n", " ilp_routes = {}\n", "\n", " for route in temp_routes:\n", " temp_route = [0]\n", " for i in range(len(temp_routes[route])):\n", " temp_route.append(temp_routes[route][temp_route[-1]])\n", " ilp_routes[route] = [0, temp_route]\n", " \n", " return ilp_routes\n", "\n", "def get_distance_matrix(cities):\n", " \"\"\" Create a numpy distance matrix for pulp\n", " \n", " A numpy distance matrix is created of all the \n", " cities in order for pulp to work with it. \n", " \n", " Parameters:\n", " -----------\n", " cities (dataframe): Dataframe of all cities\n", " \n", " Returns:\n", " -----------\n", " dist_matrix (numpy): Numpy distance matrix\n", " \"\"\"\n", " distance_matrix = np.zeros((cities.shape[0], cities.shape[0]))\n", " \n", " coordinates = cities[[\"Lat\", \"Long\"]].values\n", " \n", " for i in range(distance_matrix.shape[0]):\n", " for j in range(distance_matrix.shape[1]):\n", " distance_matrix[i][j] = haversine\\\n", " ((coordinates[i][0],coordinates[i][1]), \n", " (coordinates[j][0],coordinates[j][1]))\n", " \n", " return distance_matrix\n", "\n", "def get_distance_route(route):\n", " \"\"\" \n", " Get total distance for a single route\n", " with HQ being both the start and finish\n", "\n", " Parameters:\n", " -----------\n", " route (list) : List of route with cities as int. \n", "\n", " Returns:\n", " --------\n", " total_distance (float): Distance in km.\n", " \n", " Example:\n", " --------\n", " >>>> get_distance_route([0, 120, 3, 2, 0])\n", " 414.746557867148\n", "\n", " \"\"\"\n", " \n", " total_distance = 0\n", " \n", " for i in range(len(route)-1):\n", " city_1 = route[i]\n", " city_2 = route[i+1]\n", " total_distance += distances_dict[city_1][city_2]\n", " \n", " return total_distance\n", "\n", "def get_distance_routes(routes):\n", " \"\"\" \n", " Return the total distance for a set of routes\n", " with HQ being both the start and finish\n", " \n", " \n", " Parameters:\n", " -----------\n", " route (dict of list): Dict of lists of multiple routes\n", " with cities as int. \n", "\n", " Returns:\n", " --------\n", " total_distance (float): Total distance in km.\n", "\n", " Example:\n", " --------\n", " >>>> get_distance_route(set_of_routes)\n", " 914.746557867148\n", " \"\"\"\n", " \n", " total_distance = 0\n", " \n", " for i in routes:\n", " route = routes[i][1]\n", " \n", " for j in range(len(route)-1):\n", " city_1 = route[j]\n", " city_2 = route[j+1]\n", " total_distance += distances_dict[city_1][city_2]\n", " \n", " return total_distance\n", "\n", "def nearest_neighbor(df): \n", " \"\"\" Returns a list of routes based on an implementation\n", " of the nearest neighbor heuristic. The routes have\n", " the following constraints:\n", " * Every route cannot be longer than 400km\n", " * No subroutes are allowed\n", " * All cities in a route are not visited in another route\n", " \n", " Parameters:\n", " -----------\n", " df (dataframe): Distance matrix of distances between each city\n", "\n", " Returns:\n", " --------\n", " routes (dictionary): Dictionary of lists which contain cities \n", " in the correct order\n", " \"\"\"\n", " routes = {}\n", "\n", " while len(df) > 1: \n", " current_city = 0\n", " total_distance = 0\n", " route = [0, 0]\n", " \n", " while True:\n", " # Find closest city\n", " new_city_distance = df.drop([current_city, 0], axis=1).ix[current_city].min()\n", " new_city = int(df.drop([current_city, 0], axis=1).ix[current_city].idxmin())\n", " distance_to_hq = df.ix[new_city][0]\n", "\n", " # Check if \"future\" distance matches with current distance\n", " if (total_distance + new_city_distance + distance_to_hq) < 400:\n", "\n", " # Remove city from places to visit\n", " if current_city != 0:\n", " df = df.drop(current_city)\n", " df = df.drop(current_city, axis = 1)\n", "\n", " # Update Route and set the starting city to the closest one\n", " current_city = new_city\n", " route.insert(-1, int(new_city))\n", " total_distance += new_city_distance\n", "\n", " # If there is only 1 city left we take that as a single route\n", " if len(df) == 2: \n", " total_distance += distance_to_hq\n", " routes[len(routes) + 1] = [total_distance, route]\n", " df = df.drop(current_city)\n", " break\n", "\n", " # Signifies the end of a route\n", " else:\n", " total_distance += distance_to_hq\n", " routes[len(routes) + 1] = [total_distance, route]\n", " df = df.drop(current_city)\n", " df = df.drop(current_city, axis = 1)\n", " break\n", " \n", " return routes\n", "\n", "def plot_routes(routes, method = '', figure_size = (10, 8)):\n", " \"\"\" Show a plot of all routes that are created with different colors\n", " \n", " Parameters:\n", " -----------\n", " routes (dict of lists): Distance matrix of distances between each city\n", " method (string): Assigns method to title\n", " figure_size (tuple): Change figure size\n", " \n", " \"\"\"\n", " \n", " # Create figure with distance in title\n", " sum_distance = sum([get_distance_route(routes[route][1]) for route in routes])\n", " plt.figure(figsize=figure_size)\n", " plt.title(\"Distance: {}. Method: {}\".format(round(sum_distance, 4), method))\n", "\n", " # Create subplot for each route\n", " for route in routes:\n", " xseries = [df.Long.iloc[index] for index in routes[route][1]]\n", " yseries = [df.Lat.iloc[index] for index in routes[route][1]]\n", " plt.scatter(xseries,yseries)\n", " plt.plot(xseries,yseries,linestyle='-', marker='o')\n", " \n", " # For easier visability\n", " plt.xlim(3.3,7.1)\n", " plt.ylim(51.0,53.15)\n", " plt.show()\n", " \n", "def fancy_plot(routes):\n", " \"\"\" Show a fancy plot of all routes that are created with different colors\n", " using folium to show the map of the Netherlands\n", " \n", " Parameters:\n", " -----------\n", " routes (dict of lists): Distance matrix of distances between each city\n", " \"\"\"\n", " # Create list of (lat, long)\n", " points = []\n", " for i in range(len(df)):\n", " points.append(tuple([df.Lat.values[i], df.Long.values[i]]))\n", " \n", " # Create map with certain size\n", " ave_lon = sum(p[1] for p in points)/len(points)\n", " ave_lat = 52.15\n", " my_map = folium.Map(location=[ave_lat, ave_lon], zoom_start=7, \n", " height = '80%', width = '80%') \n", " points_routes = {j: [(df.Lat[i], df.Long[i]) for i in routes[j][1]] \n", " for j in routes}\n", " \n", " # Plot points onto map\n", " colors = ['blue', 'green', 'red', 'black', 'purple', 'orange', 'brown']\n", " for route in points_routes:\n", " folium.PolyLine(points_routes[route], color = colors[route-1], \n", " weight=2, opacity=0.8).add_to(my_map)\n", "\n", " for point in points_routes[route]:\n", " folium.CircleMarker(location=point, radius=2,fill= True,\n", " fill_opacity = 1, color = colors[route-1],\n", " weight=1).add_to(my_map)\n", " return my_map\n", " \n", "def city_swap(route): \n", " \"\"\" Single iteration of a consecutive city swap\n", " \n", " City swap is implemented as a within-route consecutive\n", " city swap. In other words, it tries to swap consecutive \n", " cities in a single route and returns a route as soon\n", " as it is better then the starting route. \n", " \n", " Parameters:\n", " -----------\n", " route (list): Route with cities as integers in a list\n", " \n", " Returns:\n", " -----------\n", " list(float, list): list(distance of top route, the top route)\n", " \n", " \"\"\"\n", " top_route = deepcopy(route)\n", " top_route_distance = get_distance_route(route)\n", " \n", " if len(route) > 3:\n", " for i in range(1, len(route)-2):\n", " temp_route = deepcopy(top_route)\n", " temp_route[i], temp_route[i+1] = temp_route[i+1], temp_route[i]\n", " if get_distance_route(temp_route) < top_route_distance:\n", " top_route = temp_route\n", " \n", " return [top_route_distance, top_route]\n", "\n", "\n", "def city_swap_extended(routes):\n", " \"\"\" A between route version of city swap\n", " \n", " An extended version of the consecutive city swap. \n", " This heuristic tries to swap each cities in a route\n", " with the closest city in another route. It returns\n", " as soon as it finds a solution that is better than \n", " the initial solution. \n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \"\"\"\n", " # Initialize top route and distance\n", " top_routes = deepcopy(routes)\n", " top_distance = get_distance_routes(top_routes)\n", " \n", " for route_1 in top_routes:\n", " for route_2 in top_routes:\n", " for ix_1, city in enumerate(top_routes[route_1][1]):\n", " if (city != 0) & (route_1 != route_2) & (len(top_routes[route_2][1]) > 2):\n", " \n", " # Find the closest city in another route\n", " temp = deepcopy(top_routes)\n", " city_2 = {key: distances_dict[city][key] for key in temp[route_2][1]}\n", " city_2.pop(0, None)\n", " city_2.pop(city, None)\n", " city_2 = min(city_2, key=city_2.get)\n", " ix_2 = temp[route_2][1].index(city_2)\n", " \n", " # Swap the cities between routes\n", " temp[route_1][1][ix_1], temp[route_2][1][ix_2] = temp[route_2][1][ix_2],\\\n", " temp[route_1][1][ix_1]\n", " temp_distance = [get_distance_route(temp[i][1]) for i in temp] \n", " \n", " # Check if it fits the constraints and better then initial solution\n", " if (all(dist < 400 for dist in temp_distance)) and (sum(temp_distance) <\\\n", " top_distance):\n", " top_routes = deepcopy(temp)\n", " top_distance = temp_distance\n", " return top_routes\n", "\n", " return top_routes\n", "\n", "def two_opt_step(route):\n", " \"\"\" Single iteration of a two-opt exchange\n", " \n", " This version of two-opt exchange is implemented as an within\n", " route two-opt exchange. Thus, within a route, a piece of the\n", " route is reversed in order to possibly optimize the route. \n", " It returns as soon as it finds a better solution than the\n", " initial route. \n", " \n", " Parameters:\n", " -----------\n", " route (list): Route with cities as integers in a list\n", " \n", " Returns:\n", " -----------\n", " list(float, list): list(distance of top route, the top route)\n", " \n", " \"\"\"\n", " top_route = route\n", " top_route_distance = get_distance_route(route)\n", " \n", " if len(route) > 2:\n", " for i in range(1, len(route)-2):\n", " for j in range(i+1, len(route)):\n", " temp_route = route[:i] + route[i:j][::-1] + route[j:]\n", " temp_route_distance = get_distance_route(temp_route)\n", "\n", " if temp_route_distance < top_route_distance: \n", " top_route = temp_route\n", " top_route_distance = temp_route_distance\n", " return [top_route_distance, top_route]\n", " \n", " return [top_route_distance, top_route]\n", "\n", "def two_opt_step_ext(routes):\n", " \"\"\" Single iteration of a two-opt exchange\n", " \n", " A single iteration of a two-opt exchange between\n", " different routes. The heuristic takes two routes and \n", " splits both of them in a random point to create the following\n", " routes: 1A, 1B, 2A and 2B. Then, the routes are combined as\n", " follows: (1A2A and 1B2B) or (1A2B, 1B2A). The algorithm checks\n", " which one is better and returns as soon as the new route is \n", " better than the initial route. \n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \"\"\"\n", " top_routes = routes\n", " top_distance = get_distance_routes(routes)\n", " \n", " for route_1 in top_routes:\n", " for route_2 in top_routes:\n", " # Make sure only valid routes are selected\n", " if (route_1 != route_2) & (len(top_routes[route_1][1])>3)\\\n", " & (len(top_routes[route_2][1])>3):\n", " \n", " for i in range(1, len(top_routes[route_1][1])-1):\n", " # Temporary copies are needed\n", " temp_route = deepcopy(top_routes)\n", " temp_route_2 = deepcopy(top_routes)\n", " \n", " # Get a random cut-off point for the second route\n", " j = {key: distances_dict[i][key] for key in temp_route[route_2][1]}\n", " j.pop(0, None)\n", " j.pop(i, None)\n", " j = random.choice(list(j))\n", " j = temp_route[route_2][1].index(j)\n", " \n", " # 1A2A and 1B2B\n", " temp_route[route_1][1] = top_routes[route_1][1][:i] + \\\n", " top_routes[route_2][1][j:]\n", " temp_route[route_2][1] = top_routes[route_2][1][:j] + \\\n", " top_routes[route_1][1][i:]\n", " \n", " # 1A2B and 1B2A\n", " temp_route_2[route_1][1] = top_routes[route_1][1][:i] + \\\n", " top_routes[route_2][1][1:j][::-1] + [0]\n", " temp_route_2[route_2][1] = top_routes[route_2][1][j:][::-1] + \\\n", " top_routes[route_1][1][i:]\n", " \n", " # Get distances and find the best\n", " temp_distance = [get_distance_route(temp_route[i][1]) \n", " for i in temp_route] \n", " temp_distance_2 = [get_distance_route(temp_route_2[i][1]) \n", " for i in temp_route_2] \n", " if sum(temp_distance_2) < sum(temp_distance):\n", " temp_route = temp_route_2\n", " temp_distance = temp_distance_2\n", " \n", " # Check for constraint and returns if new route is better\n", " if (all(dist < 400 for dist in temp_distance)) & (sum(temp_distance) \\\n", " < top_distance):\n", " return temp_route\n", " return top_routes\n", "\n", "\n", "def transfer_cities(routes):\n", " \"\"\" Heuristic to transfer cities to a new route\n", " \n", " This heuristic tries to move a city from one route\n", " to another in order to improve the resulting routes. \n", " Implicity, it tries to lower the number of routes as \n", " moving a city from a route with a single city reduces\n", " the total distance. \n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \"\"\"\n", " \n", " # Initialize top route and distance\n", " top_routes = deepcopy(routes)\n", " top_distance = get_distance_routes(top_routes)\n", "\n", " for route_1 in top_routes:\n", " for route_2 in top_routes:\n", " for ix_1, city in enumerate(top_routes[route_1][1]):\n", " if (city != 0) & (route_1 != route_2) & (len(top_routes[route_2][1])>2):\n", " \n", " # Find closest city \n", " temp = deepcopy(top_routes)\n", " city_2 = {key: distances_dict[city][key] for key in temp[route_2][1]}\n", " city_2.pop(0, None)\n", " city_2.pop(city, None)\n", " city_2 = min(city_2, key=city_2.get)\n", " ix_2 = temp[route_2][1].index(city_2)\n", " \n", " # Move city to new route and calculate new distance\n", " temp[route_2][1].insert(ix_2, city)\n", " del temp[route_1][1][ix_1]\n", " temp_distance = [get_distance_route(temp[i][1]) for i in temp] \n", "\n", " # Check if solution is better\n", " if (all(dist < 400 for dist in temp_distance)) and (sum(temp_distance) <\\\n", " top_distance):\n", " if len(temp[route_1][1]) < 3:\n", " del temp[route_1]\n", " return temp\n", " else:\n", " return temp \n", " return top_routes\n", "\n", "\n", "def remove_routes(routes):\n", " \"\"\" Heuristic to decrease the amount of routes\n", " \n", " This heuristic tries to move all cities in the \n", " smallest route to any other routes in order to \n", " minimize the number of routes. It allows for a worse\n", " solution in order to decrease the number of routes\n", " and perhaps explore more possible neighborhoods. \n", " It returns as soon as it has moved a city in the smallest\n", " route to any other route and if it fits the constraints.\n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \"\"\"\n", "\n", " # Initialize top route and distance\n", " top_routes = deepcopy(routes)\n", " top_distance = get_distance_routes(top_routes)\n", " \n", " # Find smallest route\n", " smallest_route = {i: len(routes[i][1]) if len(routes[i][1]) > 2 else 100 for i in routes}\n", " smallest_route = min(smallest_route, key=smallest_route.get)\n", " \n", " for route in top_routes:\n", " for city in range(1, len(top_routes[route][1])-1):\n", " for ix_1, city_1 in enumerate(top_routes[smallest_route][1]):\n", " if (city_1 != 0) & (route != smallest_route):\n", " \n", " # Move a city to a new route and calculate new distance\n", " temp = deepcopy(top_routes)\n", " temp[route][1].insert(city, city_1)\n", " del temp[smallest_route][1][ix_1]\n", " temp_distance = [get_distance_route(temp[i][1]) for i in temp] \n", " \n", " # Check if the new route fits the constraints\n", " if all(dist < 400 for dist in temp_distance):\n", " if len(temp[smallest_route][1]) < 3:\n", " del temp[smallest_route]\n", " return temp\n", " else:\n", " return temp\n", " return top_routes\n", "\n", "def swap(routes):\n", " \"\"\" Single iteration of a subroute swapper\n", " \n", " This heuristic swaps a random subroute of one route\n", " with the subroute of another. This is an extension\n", " of the two-opt exchange between different routes. \n", " It returns as soon as the route is improved\n", " \n", " For example:\n", " ------------\n", " route_1 = [0, 1, 2, 3, 4, 5, 6, 0]\n", " route_2 = [0, 7, 8, 9, 10, 11, 12, 0]\n", " \n", " The algorithm may randomly swap subroute [3, 4] \n", " in route_1 with subroute [7, 8, 9, 10] in route_2 to \n", " get the following results:\n", " \n", " route_1 = [0, 1, 2, 7, 8, 9, 10, 5, 6, 0]\n", " route_2 = [0, 3, 4, 11, 12, 0]\n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \"\"\"\n", " # Initialize top route and distance\n", " top_routes = routes\n", " top_distance = get_distance_routes(routes)\n", " \n", " for route_1 in top_routes:\n", " for route_2 in top_routes:\n", " if (route_1 != route_2) & (len(top_routes[route_1][1])>3)\\\n", " & (len(top_routes[route_2][1])>3):\n", " for _ in range(10):\n", " # Get random subroutes\n", " i = random.randint(1, len(top_routes[route_1][1])-3)\n", " j = random.randint(i+1, len(top_routes[route_1][1])-1)\n", " k = random.randint(1, len(top_routes[route_2][1])-3)\n", " l = random.randint(k+1, len(top_routes[route_2][1])-1)\n", "\n", " # Swap subroutes\n", " temp_route = deepcopy(top_routes)\n", "\n", " temp_route[route_1][1] = top_routes[route_1][1][:i] + \\\n", " top_routes[route_2][1][k:l] +\\\n", " top_routes[route_1][1][j:]\n", "\n", " temp_route[route_2][1] = top_routes[route_2][1][:k] + \\\n", " top_routes[route_1][1][i:j] +\\\n", " top_routes[route_2][1][l:]\n", " \n", " # Get distances\n", " temp_distance = [get_distance_route(temp_route[i][1]) \n", " for i in temp_route] \n", "\n", " # Check for constraint and returns if new route is better\n", " if (all(dist < 400 for dist in temp_distance)) & (sum(temp_distance) \\\n", " < top_distance):\n", " return temp_route\n", " return top_routes\n", "\n", "def tabu_search(routes, max_iter=400, strategy = 800):\n", " \"\"\" Tabu search heuristic\n", " \n", " An implementation of the tabu search heuristic. \n", " It uses six heuristics (see functions for describtions):\n", " * Concecutive city swap (within routes) \n", " * City swap (between routes)\n", " * Two opt exchange (within routes)\n", " * Two opt exchange (between routes)\n", " * Transfer cities\n", " * Remove cities\n", " * Swap Sub Routes\n", " \n", " For each iteration tabu search runs the six heuristics\n", " and randomly picks a solution. These are random walks that\n", " are executed in order to explore neighborhoods that might\n", " lead to a better solution: \n", " \n", " Random walks: http://www-verimag.imag.fr/PUBLIS/uploads/hlevf2616.pdf\n", " \n", " The randomness of the implementation allows for different \n", " neighborhoods to be possible. Moreover, a tabu list is implemented\n", " in order to allow the search to go back to an already seen solution\n", " and go into a different neighborhood. \n", " \n", " It returns after a certain amount of iterations if there\n", " has been no improvent for 10 consecutive iterations.\n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " max_iter (int): Number of maximum iterations\n", " strategy (int): When the number of iterations are lower than\n", " this value, only select solutions that are\n", " better. Otherwise, use random solution\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \n", " \"\"\"\n", " # Initialize variables\n", " best_routes = deepcopy(routes)\n", " best_solution = get_distance_routes(routes)\n", " length_tabu = 10\n", " tabu_list = collections.deque(maxlen=length_tabu)\n", " k = 0\n", " result_list = [best_solution] \n", " route_list = [{'start': best_routes}]\n", " random_route = 'None'\n", " \n", " start_time = time.time()\n", " \n", " while k < max_iter: \n", " # Create neighborhood consisting of the following heuristics:\n", " \n", " try:\n", " results_two_opt = {i: two_opt_step(best_routes[i][1]) for i in best_routes}\n", " results_two_opt_ext = two_opt_step_ext(best_routes)\n", " results_city_swap = {i: city_swap(best_routes[i][1]) for i in best_routes}\n", " results_city_ext = city_swap_extended(best_routes)\n", " results_transfer = transfer_cities(best_routes)\n", " results_remove = remove_routes(best_routes)\n", " results_swap = swap(best_routes)\n", " except:\n", " print('fail!')\n", " return best_routes, result_list, route_list \n", " \n", " routes = {'Swap': results_city_swap,\n", " 'Ext': results_city_ext,\n", " 'Two_opt': results_two_opt,\n", " 'Transfer': results_transfer,\n", " 'Remove': results_remove,\n", " 'Two_opt_ext': results_two_opt_ext,\n", " 'Sub_swap': results_swap}\n", " \n", " dist = {'Swap': get_distance_routes(results_city_swap),\n", " 'Ext': get_distance_routes(results_city_ext),\n", " 'Two_opt': get_distance_routes(results_two_opt),\n", " 'Transfer': get_distance_routes(results_transfer),\n", " 'Remove': get_distance_routes(results_remove),\n", " 'Two_opt_ext': get_distance_routes(results_two_opt_ext),\n", " 'Sub_swap': get_distance_routes(results_swap)}\n", " \n", " # Randomly select new route\n", " if k2. Deepcopy \n", "[Back to Table of Contents](#table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In most of my solutions in order to create a deep copy I use the functions below. These functions are used as they will speed up the process of doing a deep copy. I used the following source for these functions as they are not directly related to the exercise: \n", "\n", "https://stackoverflow.com/questions/45858084/what-is-a-fast-pythonic-way-to-deepcopy-just-data-from-a-python-dict-or-list\n", "\n", "Moreover, not running the cell below will still result in the same outcome. It does not affect the quality of the heuristics other than the speed with which you get results. Thus, you can skip over this but it will result lower computational efficiency. " ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [], "source": [ "_dispatcher = {}\n", "\n", "def _copy_list(l, dispatch):\n", " ret = l.copy()\n", " for idx, item in enumerate(ret):\n", " cp = dispatch.get(type(item))\n", " if cp is not None:\n", " ret[idx] = cp(item, dispatch)\n", " return ret\n", "\n", "def _copy_dict(d, dispatch):\n", " ret = d.copy()\n", " for key, value in ret.items():\n", " cp = dispatch.get(type(value))\n", " if cp is not None:\n", " ret[key] = cp(value, dispatch)\n", "\n", " return ret\n", "\n", "_dispatcher[list] = _copy_list\n", "_dispatcher[dict] = _copy_dict\n", "\n", "def deepcopy(sth):\n", " cp = _dispatcher.get(type(sth))\n", " if cp is None:\n", " return sth\n", " else:\n", " return cp(sth, _dispatcher)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Prepare Data \n", "[Back to Table of Contents](#table)\n", "\n", "I prepare the data by loading in the data and creating a dictionary that allows us to store the distances. A dictionary has a faster lookup time than a dataframe which allows us for a faster heuristic. " ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "# Reading in data\n", "df = pd.read_excel('data1.xlsx')\n", "\n", "# Calculate pairwise haversine distances\n", "distances = pd.DataFrame(pairwise_distances(df[['Lat', 'Long']], df[['Lat', 'Long']], \n", " metric=haversine),\n", " columns=df['Nr. '].values, index=df['Nr. '].values)\n", "\n", "# Creating haversine pairwise dictionary\n", "distances_dict = {store: distances.loc[store].to_dict() for store in df['Nr. '].values}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Exercise 1 \n", "[Back to Table of Contents](#table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "For i = 1, …, n, let $u_{i}$ be a dummy variable, and finally take $c_{ij}$ to be the distance from city i to city j. Then TSP can be written as the following integer linear programming problem:\n", "\n", "\n", "**Objective function:**\n", "We want to minimize the total distance traveled for each manager.\n", "\n", "$$min \\sum_{i=1}^n \\sum_{i\\neq j, j=1}^n \\sum_{k=1}^n c_{ij} x_{ijk} \\tag{1}\\label{eq:one}$$\n", "\n", "Basically we add a summation for the account managers and specify that for each manager the distance need to be minimized. Moreover, the summation for the account manager is also to $n$ because there cannot be more routes than cities.\n", "\n", "**Constraints**\n", "\n", "\n", "$$\\sum_{i\\neq j, i=1}^n \\sum_{k=1}^n x_{ijk}= 1, \\quad\\forall_i \\in N \\tag{2}\\label{eq:two} $$\n", "\n", "\n", "$$\\sum_{j=1}^n x_{0jk} = 1, \\quad\\forall_k \\in K \\tag{3}\\label{eq:three}$$\n", "\n", "\n", "$$\\sum_{i\\neq j, i=1}^n x_{ijk} - \\sum_{j\\neq i, j=1}^n x_{jik} = 0,\\quad \\forall_k \\in K, \\forall_j \\in N \\tag{4}\\label{eq:four}$$\n", "\n", "$$\\sum_{i\\neq j, i=1}^n \\sum_{j=1}^n x_{ijk} \\cdot c_{ij} \\leq 400, \\quad\\forall_k \\in K \\tag{5}\\label{eq:five}$$\n", "\n", "$$u_i - u_j + n \\cdot \\sum_{k=1}^n x_{ijk} \\leq n - 1, \\quad\\forall_{i, j} \\in N \\tag{6}\\label{eq:six}$$\n", "\n", "\n", "\n", "**Describtion Constraints** \n", "(1) This is the objective function that we want to minimize. \n", "(2) Every location can be visited once. \n", "(3) Each truck is used at most once. \n", "(4) If a truck arives in a location it also leaves from that location. \n", "(5) A route cannot be longer than 400 km. \n", "(6) Eliminate subtours within a route. " ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "#############\n", "# Get Data #\n", "#############\n", "df_small = pd.read_excel('data_small.xlsx')\n", "distance_matrix = get_distance_matrix(df_small)\n", "\n", "\n", "#################\n", "# Set Variables #\n", "#################\n", "locations = list(range(0, df_small[\"Nr. \"].shape[0])) # List of all locations \n", "managers = list(range(2)) # Maximum number of trucks\n", "n = len(locations) # Number of locations\n", "\n", "x_ijk = pulp.LpVariable.dicts(\"Edge\", \n", " [(i,j,k) for i in locations \n", " for j in locations \n", " for k in managers if i!=j], 0, 1, pulp.LpBinary)\n", "\n", "u = pulp.LpVariable.dicts(\"SubtourConstraint\", [i for i in locations], 1, n)\n", "\n", "\n", "######################\n", "# Objective function #\n", "######################\n", "VRP = pulp.LpProblem(\"VRP\", pulp.LpMinimize)\n", "VRP += pulp.lpSum([x_ijk[(i,j,k)] * distance_matrix[i,j] \n", " for i in locations \n", " for j in locations \n", " for k in managers if i!=j])\n", "\n", "###############\n", "# Constraints #\n", "###############\n", "\n", "# Every location visited once\n", "for i in locations[1:]:\n", " VRP += pulp.lpSum([x_ijk[(i,j,k)] \n", " for j in locations \n", " for k in managers if i!=j]) == 1 \n", " \n", "# Each truck is used at most once\n", "for k in managers:\n", " VRP += pulp.lpSum([x_ijk[(0,j,k)] \n", " for j in locations[1:]]) == 1\n", " \n", "# If a truck arives in a location it also leaves from that location\n", "for l in locations:\n", " for k in managers:\n", " VRP += pulp.lpSum([x_ijk[(i,l,k)] \n", " for i in locations if i !=l]) - pulp.lpSum([x_ijk[(l,j,k)] \n", " for j in locations if l!=j]) == 0\n", " \n", "# A route cannot be longer than 400 km\n", "for k in managers:\n", " VRP += pulp.lpSum([x_ijk[(i,j,k)] * distance_matrix[i,j] \n", " for i in locations \n", " for j in locations if i != j]) <= 400\n", "\n", "# Eliminate subtours within a route\n", "for i in locations[1:]:\n", " for j in locations[1:]:\n", " if i!= j:\n", " VRP += u[i] - u[j] + n * pulp.lpSum([x_ijk[(i,j,k)] \n", " for k in managers]) <= n - 1" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "image/png": 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N7A0zK2q2uHr4bkKbi0hzKvBR2LaJwXYRkYTx2mt+gdQXXvALppaXRYt8T8wV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\nY/eiqZ3d/7f7WdpmacFVGgx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "VRP.solve()\n", "ilp_routes = get_route_ilp(VRP)\n", "plot_routes(ilp_routes, figure_size = (5,3))" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [], "source": [ "save_result(ilp_routes, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5. Exercise 2 - NN \n", "[Back to Table of Contents](#table)\n", "\n", "The nearest neighbor algorithm is used to get an initial solution for the problem. I have implemented the algorithm as follows. It starts at the headquarters and finds the closest city to HQ. If the total distance + distance to closest city + distance from closest city back to HQ is lower than 400km, the city is added to the list of routes. Then that city is updated to the current city and the process repeats itself until adding a new city would result in a route longer than 400km. Each added city is removed from the list of cities that are not visited. After a route is completed the algorithm starts again from HQ. \n", " \n", "The following constraints are applied:\n", "* Every route cannot be longer than 400km\n", "* No subroutes are allowed within a route\n", "* All cities in a route are not visited in another route\n", "\n", "The result can be seen below. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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Pf54DB14jJ2caFRXr/Q6r21PyIyIiIiLdSlnZCjZt+jrDht3I8OE3+h3OcQ0a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\nB58+SPa12YSdH8aAOQPokdID/ECVK97iLbLJxoTJN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Y+JhRPxq/VDB2iCzgsialoU5rFG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\n+Hl5bPqee/eQ97c8Rn42kqhpUbbnW/IeWo9YGyUlsGRa0BUaFawwjzUTM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result_nearest = nearest_neighbor(distances)\n", "plot_routes(result_nearest, 'Nearest Neighbor', figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6 Exercise 3 \n", "#### 6.1 City Swap \n", "[Back to Table of Contents](#table)\n", "\n", "City swap is implemented as a within-route consecutive city swap. In other words, it tries to swap consecutive cities in a single route and returns a route as soon as it is better then the starting route. The result is a marginally better result if ran once. However, if ran multiple times you get a significant better result" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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1B/nww4sIDU1g8uS/YIxxO6Q+IzLyFNLTcwkPn8YHH5zLzp13Y22D22G5TsmP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tl5Mr16LcXefjQKhQIhBNuzs1mWlMS6jAwsFQoedHPjOS8vhmk0dcePj68yLjh5EpydYdo0Ka1t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\nFbkV9dbnWNItVORWABDUMYjIpEi63tEVc5KZyBGRhPULQwVIoCNEmxcaC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results_city_swap = {i: city_swap(result_nearest[i][1]) for i in result_nearest}\n", "plot_routes(results_city_swap, 'City swap', figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.2 City Swap (between routes) \n", "[Back to Table of Contents](#table)\n", "\n", "In order to further improve the results I implemented a \n", "between route version of city swap. This heuristic tries to \n", "swap each cities in a route with the closest city in another route. \n", "It returns as soon as it finds a solution that is better than \n", "the initial solution. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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NrLuZzTGzyWY2xMzSzOz3wCDgz0HreMbMHgha7c+BC83sVjMbHej1SQd+0dIn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dZAVcQya94sli1YVtnbmyUt3Vqy6/FdvLDpBZ78/Un+iv+Lj0Z9hNrONk6TdU15u/YGgcVi4uTJ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\nE9oR/3Y8++7Yh6m3iT5P93H7GA1VklXi6NHJ35xPwfYC7NaKXp3hZjrN6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results_city_ext = city_swap_extended(result_nearest)\n", "plot_routes(results_city_ext, 'City Swap Extended', figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.3 Two-opt Exchange (within routes) \n", "[Back to Table of Contents](#table)\n", "\n", "This version of two-opt exchange work by selecting a subroute within a route and reversing the order. Reversing of the order is done as illustrated below:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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sdjj9SmhoLNOmrWXMmBspLv4uhYXX0NhY7XZYvUrJj4iIiIj4hWPHDpCXdxlh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\nGk21qbpdvIfB3YOpOFrRrG211lj3WxvMz7FkWag+WQ1ASM8QIkdH0vuXv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results_two_opt = {i: two_opt_step(result_nearest[i][1]) for i in result_nearest}\n", "plot_routes(results_two_opt, 'Two-opt', figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.4 Two-opt Exchange (between routes) \n", "[Back to Table of Contents](#table)\n", "\n", "A single iteration of a two-opt exchange between\n", "different routes. The heuristic takes two routes and \n", "splits both of them in a random point to create the following\n", "routes: 1A, 1B, 2A and 2B. Then, the routes are combined as\n", "follows: (1A2A and 1B2B) or (1A2B, 1B2A). The algorithm checks\n", "which one is better and returns as soon as the new route is \n", "better than the initial route. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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MCWH48Lmccso7lJdvYO3aVEpKPvIkluNZS3t+4nHuyZMLPA/sB6Zaa4uAWmAc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\n6RNoG7oWPi6c0JGh+AS23FCVc79BPf7+cXbftpuJRRPxDWn7v8Qqiyop2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CT4EUIIIYQQ\nQnQIEvwIIYQQQgghOgQJftzogw8+8HQThB1yXryTnBfvJOfFO8l58U5yXryTnBfv5Knz4lLwo5Sa\nq5SqPuexq87yG5RSXyulTtYsu9DJ/f5cKbVbKVWqlNqulJrm6gvxRnKxeSc5L95Jzot3kvPineS8\neCc5L95Jzot3ahPBT40MoDvQo+ZxSZ1lIcAG4HFAO7MzpdR44H3g78BI4FNguVJqaBPaJoQQQggh\nhBB2+TVhm0qt9Ql7C7TW7wEopfoBzlYWmwl8qbV+uebnp5RSVwC/B37XhPYJIYQQQgghxHma0vMT\nrZTKUkodUEq9p5Tq08w2jANWn/Pc1zXPCyGEEEIIIUSLcLXnJwW4C9gD9ATmAeuVUsO11sVNbEMP\n4Pg5zx2veb4hJoDdu3c38bDuV1hYSFpamqebIc4h58U7yXnxTnJevJOcF+8k58U7yXnxTi19XurE\nBKaG1lNaOzU1x/7GSoUDh4GHtdb/qPN8P+AQMFJrvaORfZQBd2it/13nud8CT2mtezaw3a3Av5rc\neCGEEEIIIUR7c5vW+n1HC5sy58dGa12olNoLDG7GbnIxEijU1b3m+YZ8DdwG/AhYm3F8IYQQQggh\nRNtmAvpjxAgONSv4UUqFYgQ+79hZ7GyX0ibgcuDPdZ67ouZ5h7TW+RhZ4oQQQgghhBDiu8ZWcCn4\nUUq9BHyOMdStN/A0UAF8ULO8M9C3ZpkCYpVSCsjVWh+vWeefQJbW+sma3S4B1iqlHgFWALcAo4Ff\nu9I2IYQQQgghhGiIq9neojB6WzKBD4ETwNiaXhiAnwLpGAGSxgiK0oDf1NlHH+okM9BabwJuBe4F\ntgGJwHVa610IIYQQQgghRAtpVsIDIYQQQgghhGgrmlLnRwghhBBCCCHaHAl+hBBCCCGEEB2CBD9N\noJS6Tym1XSlVWPP4Tin1kwbWn6yUqj7nUaWUimzNdnc0SqnZNe/1y42sN0UptVUpZVVK7VVK3dla\nbeyInDkvcs24n1Jqrp33uMG5lnKtuJ+r50WuldajlOqllHpXKXVSKVVScx8Q18g2cs24mavnRa4Z\n91NKHbLzHlcrpZIb2KbVrpVmpbruwI4CfwD2YWS1uwv4VCk1Umu928E2GogBLLYntM5zczs7LKXU\nxRhJNLY3sl5/4AvgNYzEG1OBN5RS2VrrVW5uZofj7HmpIdeM+2VglBpQNT9XOlpRrpVW5fR5qSHX\nipsppToBG4E1wFXASSAaON3ANv2Ra8atmnJeasg1415jAN86P48A/gt8ZG/l1r5WJPhpAq31inOe\nmqOU+i0wFnAU/ACc0FqfcV/LBNjqT70H/Ar4YyOr/xY4qLV+vObnPUqpS4CHAfnl1IJcPC+15Jpx\nr0qt9Qkn15VrpfW4cl5qybXiXrOBI1rrX9V57nAj28g1435NOS+15JpxkzpZoAFQSl0LHNBab3Cw\nSateKzLsrZmUUj5KqZuBYBouzKqAbUqpbKXUf5VS41unhR3S/wGfa63/58S6Y4HV5zz3NTCuxVsl\nXDkvINdMa4hWSmUppQ4opd5TSvVpYF25VlqPK+cF5FppDdcCW5RSHymljiul0pRSv2pkG7lm3K8p\n5wXkmmk1Sil/4DbgzQZWa9VrRYKfJlJKDVdKWYAyjG66G7TWmQ5Wz8GodTQDo47RUYzCriNbpbEd\nSE0gOhJ4wslNegDHz3nuOBCmlApsybZ1ZE04L3LNuF8KxpDdq4D7gAHAeqVUiIP15VppHa6eF7lW\nWsdAjG+n9wBXAn8B/qyU+kUD28g1435NOS9yzbSuG4Bw4J8NrNOq14oMe2u6TOAijBP6M+AdpdQk\newGQ1novsLfOUylKqUEY3Xky+bGFKKWigD8BU7XWFZ5ujzA05bzINeN+Wuuv6/yYoZRKxRguciPw\nD8+0Srh6XuRaaTU+QKrWunbI7nal1HCMAPVdzzWrw3P5vMg10+p+CXyptc71dENqSc9PE2mtK7XW\nB7XW6VrrJIwJ3A+6sItUYLB7WtdhjQa6AWlKqQqlVAUwGXhQKVWulFJ2tskFup/zXHfgjNa6zL3N\n7TCacl7skWvGjbTWhRg3BI7eY7lWPMCJ82KPXCstL4fz5/TuBvo2sI1cM+7XlPNij1wzbqCU6ouR\nvODvjazaqteKBD8txwdwpWtuJMZFK1rOaoyMIiMxeuUuArZgTLK/SGut7WyzCSOrUl1X0vD8LeGa\nppwXe+SacaOahBSDcfwey7XiAU6cF3vkWml5G4Eh5zw3hIYn18s1435NOS/2yDXjHr/EGL62spH1\nWvVakWFvTaCUeg74EjgCmDEmck3GOFEopZ4Hemmt76z5+UHgELATMAG/Bi4Frmj1xrdjWutioF49\nDKVUMZBfm4K85tz1rj03wOvA/UqpF4C3MC6+nwFXt1rD27mmnBe5ZtxPKfUS8DnGTUJv4GmgAvig\nZrlcKx7g6nmRa6XVvAJsVEo9gZGuNwEjc+Wva1eQa8YjXD4vcs20jppRHXcBb2utq89Z5tFrRYKf\nponEmLjVEygEdgBX1sli1QOom50nAFgM9AJKata/XGu9vtVa3HGd26vQkzrnRmv9o1LqGowP0JnA\nMeAerfW5WUdEy2rwvCDXTGuIAt4HIoATwLfA2DopSuVa8QyXzgtyrbQKrfUWpdQNwEKMVP2HgAe1\n1h/WWU2umVbWlPOCXDOtZSrG+25vDqlHrxXl/IgTIYQQQgghhGi7ZM6PEEIIIYQQokOQ4EcIIYQQ\nQgjRIUjwI4QQQgghhOgQJPgRQgghhBBCdAgS/AghhBBCCCE6BAl+hBBCCCGEEB2CBD9CCCGEEEKI\nDkGCHyGEEEIIIUSHIMGPEEIIIYQQokOQ4EcIIYQQQgjRIUjwI4QQQgghhOgQ/h9eRmsDOQOOegAA\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results_two_ext = two_opt_step_ext(result_nearest)\n", "plot_routes(results_two_ext, 'Two Opt Between', figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.5 Transfer Cities \n", "[Back to Table of Contents](#table)\n", "\n", "This heuristic tries to move a city from one route to another in order to improve the resulting routes. Implicity, it tries to lower the number of routes as moving a city from a route with a single city reduces the total distance. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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l375X3Q7JZyn5ERERERGft2PH3ZSUvEl8/F8ZOHCi2+H4nEGDkkhN/ZTIyPPY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results_transfer = transfer_cities(result_nearest)\n", "plot_routes(results_transfer, 'City Transfer', figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.6 Remove Routes \n", "[Back to Table of Contents](#table)\n", "\n", "This heuristic tries to move all cities in the \n", "smallest route to any other routes in order to \n", "minimize the number of routes. It allows for a worse\n", "solution in order to decrease the number of routes\n", "and perhaps explore more possible neighborhoods. \n", "It returns as soon as it has moved a city in the smallest\n", "route to any other route and if it fits the constraints." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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IkPPJz7+MHTsW0thYH3RYvYKSHxERERHp0Q4deoPt228iJeUmRo26JuhwOkVs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\n3lBTVcO2lG0cWXmElT9dyeq1qwmwBlBlqmJKyhQem/+Y3fewprwGS6alQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results_remove = remove_routes(result_nearest)\n", "plot_routes(results_remove, 'Remove routes', figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.7 Swap Subroutes \n", "[Back to Table of Contents](#table)\n", "\n", "This heuristic swaps a random subroute of one route\n", "with the subroute of another. This is an extension\n", "of the two-opt exchange between different routes. \n", "It returns as soon as the route is improved\n", " \n", "For example: \n", " \n", "* route_1 = [0, 1, 2, 3, 4, 5, 6, 0] \n", "* route_2 = [0, 7, 8, 9, 10, 11, 12, 0] \n", " \n", "The algorithm may randomly swap subroute [3, 4] \n", "in route_1 with subroute [7, 8, 9, 10] in route_2 to \n", "get the following results: \n", " \n", "* route_1 = [0, 1, 2, 7, 8, 9, 10, 5, 6, 0] \n", "* route_2 = [0, 3, 4, 11, 12, 0]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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T3yQ5+afk599ATs75VFYe8DusTkfJj4iIiIh0Ojt3Psj+/c8xYcJT9O492e9w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\nzaOBj/LvR//Nxc9d7Pa2eIPFYmH2vNksWbnEHsRMnzqdebPn2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ohO4f8D3F13\nR5R/wfEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result_subroutes = swap(result_nearest)\n", "plot_routes(result_subroutes, 'Swap Sub Routes', figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.8 Tabu Search \n", "[Back to Table of Contents](#table)\n", "\n", "An implementation of the tabu search heuristic. \n", "\n", "It uses seven heuristics (see functions for descriptions):\n", " * Concecutive city swap (within routes) \n", " * City swap (between routes)\n", " * Two opt exchange (within routes)\n", " * Two opt exchange (between routes)\n", " * Transfer cities\n", " * Remove cities\n", " * Swap Sub Routes\n", "\n", "For each iteration tabu search runs the six heuristics\n", "and randomly picks a solution. These are random walks that\n", "are executed in order to explore neighborhoods that might\n", "lead to a better solution: \n", " \n", "Random walks: http://www-verimag.imag.fr/PUBLIS/uploads/hlevf2616.pdf \n", " \n", "The randomness of the implementation allows for different \n", "neighborhoods to be possible. Moreover, a tabu list is implemented\n", "in order to allow the search to go back to an already seen solution\n", "and go into a different neighborhood. It returns after a certain amount of iterations if there\n", "has been no improvent for 10 consecutive iterations.\n", "\n", "**Note:** Set the number of iterations at 20 if you want quick results. Increasing the number of iterations will obviously result in a better score, but will take a while to run. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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REZE6V3CggDUXrSH7q2yGfTSMrjd2dTukJi+scxjDFw2nz8N92PbwNtZNXEdh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\ntXfvhrAweOklWLcO3nsP7rCUmSSVhaUlU3nKemb6tXmvMS5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76sTMT8rqFJKezC1jvb07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V8znrz7SbJuzLK7veBPgzm1zX4wbrVamTVvFnEr4jiZexLvfG/uve5e5s2y//shhHAfCX6EEHXP\nkSOmXNlrr5lyZLfcYrrE9e9v9yV1taxucjK8+CI8+2wkWq/C3u3l0NBRJCf/4FzGoEQ3q5p63xVl\nfioKSCqjsu+xJl/vKHB6wWJhqdWK5c47ze9fQPlSz5X5vKsSNFXo9OnymaKkJJOtKupG16LFhUDo\nRPNw3t0Yzr9/+gtPFDzGYAaX2+QGNrCb3dzFXReWTQ+ezheHv3AYhFSUUSn5fIEuKLffki4EJhUE\nKw6DmsJlTXybVOqcCOsbRsqklCplfsqa/d1sXk58mVOPOc5cCiHcR4IfIUTdlZFhRnAvWQK//Qaj\nR5sqcVFR4OVVY12fXGHTJlNh7bOPztO6cTq92z3Nsd1dCKQPgaQTRFqJf7cypOdvDO7ekTErVrA6\nJ8duEHJ5SAjfb9tm6kxX8+Kq5OeXdvo0MefPm/lrynAmIKnsfm0FIMuBxT168MXGjQ6PX0WB2ujQ\nUL4/etTmxaejwOlrICEqirlf2yuDXXUuD87Pn4f9+4uDoZIBktVKe9rxNm/bnJtHo3mMx1jIwgv/\nvy3oNo49dMzu7pr4NqmxYKWpX1O8lPvqKjkct7MXJgVMIu4V50pWr9y/kvHvj2fPA3voHmxrg0II\nd3M2+JFZCYUQtS8gwGR8oqNh6VJYtAgmToQePbDedx/Xvvwyj+zd63ASyWopKDABWHq6mQwnPb30\nz2WW6bR00g6nkZGcTui5NF5X6bynsyET2F1+81aakYY/2X7n6BTYB52TQ2McVs4l4NQpdJs2qKZN\noWtX8+jWrfTPbdpUGBiVnYQzE5hcuI+yAcnz4eF8Pm9e1T5DGywWC59/8QWLwsNZFBCA8vbmxPnz\n+AIhp04xsWfP8kGs1rBjB/rjjwk4ftzmZ2QFFgKnjx1jfEjIhWB46rx5BBRmcdYuXcpcO+2KAp7d\ntq3G3mdJLs8CNGpkqmT06lV6udacPXAAS7drHE5K2ohGaDQKRTzxDLlyCHfcdIfNYKWZXzO8vepP\nUZKYJ2NYNWYVSbr8uJ0mm5vw1Q1f8cnOT7ih1w0VbmtwmMmsrT+6XoIfITycBD9CCPfx8TFzldxw\nA/zyCyxezMKHHuJRSlfhKiqXrAvLJc995hn7AYsTwQxWq7notsXPD4KCIDCQfEsgKVlB7EoOJDmr\nHc3aBtLn6iBaDQmE5oEX1svy9WXhax/zybeJnDrfBN/GuRfG6vgUXuRbw8LQDrIa6a1aof7zH3OX\nf98+8++HH5rMWFFbmzQxhSPKBkVdu5ra2V5epSbhBLAAccAi4N+Al78/3sHBjJo8mc+r003LDsv7\n7zO3SROsO3Zw7dixLCjKAmVllQ5iX38dy4oVpozZ3r2owECyGjVCnz1b6jOyYoK3h4G5WpOZmspz\nwOrYWL596SV8L7qIUZMn0+jcOYfBZaPs7DrbhbJKlCKtSVesWC8EN2VpNNmYeX+KSlWv+L8Vbs+e\n1haLxULCmgQzbmdpHNk6G3/lz+Soycx+eTbR30Vz06c3cersKf556T8dbivIP4iLQy7ml6O/cGf/\nO2vpHQghXEG6vQkh6pRRrVvz/YkTVatOppTJKhUGJRf+LflzRc/5+18Yz/PqqyZOuv56ePhhGFx+\nWEX5Ntq5wK7yeJbz5824j/37SwdG+/ebMVRF40H8/aFLFy4/cIA1duai0cCotm35ISWl4jdSBTo7\nG9WhA1x/PXO8vR13QwPmNm8O115rPuDISOY8+mi518wBhgLjKQ6EHgGuoPS4nieUYrvWtTK2yd1y\ncyE2FubMAd+zITxeMJUhDCm33nrW8zKv0Cq0DeM9sFR1TSt7bhboAqaunMoLG17gyRFP8tSopxwG\nx3d/eTcJKQlsu881WUQhRPVItzcPU6/uSApRRVprGuXlObyD79u0KfqVV1DNm5cPXJo1A6+qjzFI\nTDTjeT7+2CRZ7r3XFAhr3975bdg7jx+NieHaVavQ9qqE2et+1qgR9OxpHmXl5MChQxeCIb1vH033\n7nX4+fmfP1+jf29Kji9qmp5OTmYmwzMy+H7NGofd0Ba2bAnHjoGv74Xltj6jn+HCdhZiAp/xZd7T\nBOBjrfka27MkLQdGT55cjXdZ++wdo7VrTaHE3bvhvvugffu5LHriaR7iIYYw5EK1t3jieYEXyHnl\nKVIvvpjbOnWiST0qMV8VZT9PL+XF4isW08bShidWP8HxzOO8POFlfLxsXxoNazeMN7e8Scb5DAIa\nlS+aIYTwEFprj3wAAwC9adMm7akyMjL0gw/O1qGhI3Rw8DgdGjpCP/jgbJ2RkeHupgnhNiNCQ3WB\n6ehV7lEAekRoaI3uLy9P688+03rECLObTp20fuEFrV1xGmZkZOg50dF6ZGioHhccrEeGhuo50dE1\nes7X5ueXkZGhLw8P18sKt120j69AD/HystmGosfYFi10QUGBzW0WfUZjW7TQQ5S68JoxJfZT9pEO\nuquPj/7KRlsuDw/3iL+rjr4TUlK0vuUW83aHDtV68+bi17344os6yK+1bkd7fTEX63a01829WuoX\nX3xRZ+bl6Sl792r1/fd6yKZNeldmpvveYB321pa3tPdT3vraj67VZ3PO2lxn18ldmrnoVQdW1XLr\nhBDO2LRpk8bcVxygHcUQjp6syw9PD34yMjJ0ePjlGpZpKCj8/i7QsEyHh1/uEV/UQrjC7Acf1Mvs\nXOB+BXpOdHSN7Mdq1To2VusuXczmhw/XOi7OBEO1wdaFf02orc+von31dRCoFIDu37RphdsvKCi4\nEMwVgL7aQTClQV/eooWe7eLg0lUcfSe0ajVGN22aoUNCtP7vf7XOzy//+o7r1+tH9u3TWVlZNrf/\nU1qa7h4fr/3WrtUxhw/rHFsbaeCW7VmmG89rrP/05p/0H+f+KPd8fkG+DpofpJ9a+5QbWieEqIgE\nP3Xcgw/OLvySs/Ud/pWOjp5Tan1XXSgJUdcUZROqcwff0fly9KjWjz+udVCQ1t7eWt90k9bx8TX5\nDtyrJj4/ZznKMvUB/bWd55aD7uVE8KN16QDLUeanbFbL0/5mOv5OWK779p2j/yh/Pa611vrk+fOa\n77/XHx4/7nAfZ/Py9BP792uv77/Xl2zcqLd4QFBY23757RfdYkEL3fvl3jolI6Xc81HvRenx7413\nQ8uEEBVxNvhxXwH+Bm7p0rWYwrO2TCAubi1Wq5Xo6DmEhY0kJGQ8YWEjiY6eg9VqrcWWClG7LBYL\nnyckkBgdzejQUK4IDmZ0aCiJ0dEOy1xXdL4kJsKf/wydOsH//R/cfbepI/DRR84VMvAUznx+Wle/\n0I3WGn8HhRXaAc8DKwr/X7R8BfACcFGjRk6149GYGBaHh7MMGAastLNe2XE9njaG0vF3QhSpqWsJ\nCrL9bGLh7/ilNiZvLamxtzfzu3Rhw4AB5GnNpZs3M/vQIc4XOJ6otCEZ2m4oP/3lJ9Kz0xn2xjD2\nnN5T+vmwocQnx1c4uasQog5zFBnV5QcenPkpKCjQLVqMc9R7QzduPF537jxausWJBs+ZO/iOugyF\nho7RQ4dmuHw8T11V9Pm5Yoyho8zPmMJxOHNARxZ2WYss/H86lRt7VDQOaHibNrqbl5f+shayWrWp\noKBABwc7/k4IDh5n91x46tAh3eLHHyuV7Tqfn6/nHDyofdau1b02bNAb0tNr6u3UC0fTj+qLX7pY\nBy8I1vFHi1PDqw6s0sxF7zy5042tE0LYIpmfOuzYMUVmZh7F90PL0pw7d5KDBx+DCzWPoKiuUVLS\nw8yatag2miqE2zlzB3/mzIUkJT2CrfMlJWUqhw8vIi7OVImeMgUaUrVfpRRWq5WIiGuJjY0gJWUt\nqakrSUlZS2xsBBER11Y5mzxq0iS+tvNcW2AdplLbKuDzwn/nFi6vTPU1i8XC3CVL+OnYMRL/+INN\nlcwK1nVKKfz9s3H0neDvn233XNhotTLIYqlUtsvPy4u5nTqxaeBAGnl5MXTzZh4/cIBz+fnl914D\nmUJPExYQxo9/+ZHwluFc/s7lfLP/GwAiQiPwUl6sP7rezS0UQlSVBD+1bM0auOQS8PW9DOxeNiyn\nSZNsShd0Lcl0ixNCmPvin3zyA/a7DI3Hy2stkyaBd/2ZvL5SHAWH1bmZUrJLWsmubcuAI926sah7\n9wvPqRLPPR8ezlR7pb0rEBAQwNwlS1ibnMw3p06xNjmZuUuWeGzgU2TSpFE4+k6YPHm0zWe01mzM\nyODSKr7/vs2asWHAAGI6deL/JSfTLzGRn9LSTDfSGTMIi4ggZPhwwiIiiJ4xo0F1u27RuAXf3v4t\nYzqN4aoPr+LdX98loFEAvVv1Zn3y+gYZFApRH0jwU0sKCmDePBg7Fvr3h+3bHyU8fDHYuGwID38e\nf//W4GC2juxs5/rLC1Ff5Oeb6WyWLYOFC+Fvf4PhwyE4WHP8eCByvtj36adrcTTG8KOPfiAzs/Lb\ndTS+6KvERL5MTKz02K3K8LRxPY7ExDj+Tpg3b6rN1yWfP8+JnJwKx/s44uPlxbQOHdgyaBAtfX35\n0y+/0GHsWGIDAkhZsIDUf/+blAULiLVYiIiKalABUBPfJiy9aSl39L2DOz6/g3mr5lHwXQFvP/I2\nIX1DCOsbRvTj0Q3qMxHC0ylPvSBQSg0ANm3atIkBAwa4uzkOpabCbbfBypUwezY8+aS5A221Wpk1\naxFxcWvJzm6Ev/95Jk8exbx5U+nZcyIpKWuxfUGnCQ0dRXLyD7X8ToRwvaws2LvXTOKYlGQeu3eb\nZTk5Zp2mTSE83Dx69oTFi0dz5sx3yPlS7OBBEyguW6ZZtepa4AsHa18DfE6bNoru3aFbN/Mo+rlL\nF/D3r3ifGRkZzJq1iKVL15Kd7Y+/fzaTJo0iJuZRmjVrVq+CFVewWq306bOI33//CYvFu9R3Qtlg\n0Wq1MvOZZ3h/1SrO+PnROjeXGyIjiZk+vVqBZb7WjJ4yhR9DQ21XAlm/nujMTJbExFR5H55Ia81j\nyx5j0UOLYCjQleJ05j4I3xdOwhrP7XopRH2wefNmBg4cCDBQa73Z3nq2pzEWNWbDBrjhBjh7Flas\ngCuuKH7OYrGwZMlcliwxf1hLXhhMmjSK2Fj785Xb6wIhhCfQGk6eLA5sSgY5v/1WvF6bNibA+dOf\n4N57iwOesDAoeR194sSIBn++5ObCzz/D8uUm6ElKAj8/GDlSERiYQXp6UeezsjQhIeksWqTYt88E\nmZs3myp4RdkgpaB9e2wGRh07gq+vuRgfPPi6wu51cym6MoyN/ZpVq64lIeFzuTCsgFIWjh+fy/z5\n8NBD2m6waLVaiYiKImniRHj2WVCK41oTGx/PqqgoElasqPJn7a0UB+PjYcEC2ysMGULctGkNLvhR\nSpHzY44JfLqVfALoDkk6iVnzZrFkwRI3tVAI4axKZX6UUnOAOWUWJ2mtLy58/jrgH8BAoAXQX2u9\nrYJt3gn8l+Ju4QDZWusmFbyuzmV+SgYwWsOLL8LUqTBwIHz8MbRr5/y2igYoJyU9THE/fQ18Q1jY\nInbt+qxKX25lgywhXCkvDw4dKh3cFP38xx9mHW9vk1no2bN0NqdHD+yW9i3L/vmynPDw5+vthffp\n0+amyrJlJrOcng6tW8OECeYRGWmKO0RHzyE2NgLbweEyoqMTWbJkbqmlWsOJE1wIiPbtK/55/37I\nzjbr+fiY8uE5OXM4cmQwtrvX2d6HKC0uDq6/Hg4cgM6d7a8XPWMGsQEBMGRI+SermZnRWhMyfDip\n//633XWCZ8zg1M8/N7jvkrC+YaRMSrF3D4HQpaEkb0uu9XYJIQxXZn52AGMoPv3zSjzXFPgR+B/w\nWiW2mQ50L7FNj+mLZ7VamTlzYaluHhMnjuLkyUf57DMLU6aYG3N+fpXbrsViISHh88JucQsvdIvz\n8hqFj89n+Pk5fyFnq41FXVHq4wWhqH2ZmbBnT/kgZ9++4q5qzZoVBzYTJxb/3KVL5c+PsuydL6bL\nUP0JfLSGbdtMsLN8OcTHm2WXXgoPP2w+10suAa8yozljYh5l1aprSUrS2AoO5zFCQ/0AACAASURB\nVM37vNy+lDKBVOvWJvNWUkEBJCeXDoheeeVHTMbHlgnExS1kidwUd+jzz6FPH8eBD8DS1atdlplR\nSuGfl2d+sWwFN1rjn5fX4AIfrTXZOtvR0EKydbbcYBTCA1Ql+MnTWp+y9YTW+j0ApVQH7P+JsPNS\n29usy4rvNpfu5vHqq9+g1GTefjuOO+6o+kWXrW5xu3ZB377wwgvwxBMVZ3LstVG6oojKKsoElO2m\nlpQER48Wr9e2rQlsRo2Cf/yjOMhp29b2tVRNcdSN1JOdPWuqRC5fbh7JySaQHDcO3ngDoqJMgOJI\nTQeHXl6mG1z79jBmjPm833nHl+xs+1eGJ05YePVVzeTJipYtK7W7BiEnR7N8ueL++x2vp7Um28fH\n/smkFNne3tU6ByZFRhIbHw9Dh5Z/Mj6eyWPHVmm7nkwphb/yL91HpSQN/sq/3vzdEaI+q0rw000p\nlQJkA+uB6VrroxW8piLNlFKHMdXnNgMztNa7qrlNlytdPraIAqLQOp9NmxZxxx1znd6eoy+rouUX\nXwz33mtl1qyFvPDCWnJzHWdy7LdxAklJmlmzFtWrrij16aLXXfLyzGB5W+Nx0tPNOj4+0LWrCWz+\n/OfiLms9ekBgoHvbD55fBezIkeKxO99/b7qYde1qukRNmGAyMY0aVW6brgwOS89TY/vK0Nv7LP/8\np+KBB0x3vJtvhmuvrRu/L+5SMitvtTYhIyOXffuGY7Xaz8rXRmYmZvp0VkVFkQSma51SZn/x8YQv\nX868FSuqvG1PNmn8JGL3xZp+KmXthclRzs9dJYRwn8qO+bkCaAbsAdpgUgltgd5a66wS63UADuHc\nmJ8hmLop24BA4DFgBHCx1vqYg9e5fcxPWNjICiqyjSY5ea3DbVS2S9qxY8fo1Ws8aWnPYPrWF3Vf\n+Zrw8MXlMjk10ca6Trr1VU1mZnFgU7arWm6uWcdiKT8WJzzcdFXz9XVv++uTvDzTha2oO9uOHSbA\nHDHCBDsTJ5oCA3WZM+OKZsyYS1ycKabw00/md2j8eBMIXXWVyWg5oz7c5Cidla/4b3lJ0TNmEBsY\n6NJqbFarlVnz5xO3ejUZ3t5Yc3K4c8wYYmfNarB/V61WKxFjIkjqmlTcUV8DeyF8v1R7E8LdnB3z\nU61S10qpQOAI8LDW+r8lljsd/NjYpg+wG/hAa122uELJ9QYAm0aMGEFgmVuHt9xyC7fccktldltp\nWmtCQsaTmrrS7jpeXldz221fMHy4Ytgwk7Up2Re/sl9+VquV9u2HkZa2AEeDiqdMmUtCAiQkaGJj\nryYv7yu7bWzceAKvv76MPn0UPXpUf+yFLa68UKnOBURDoDUcP267q1pyiXG5oaG2g5w2bVzbVa0h\nO3MGvvnGBDsrVpgCECEhcOWVJtgZO9azsiKVLTqRkgKffGICoQ0boHFj875vusl8Bo0bl99+fbrJ\nUZUiFEU2Hj9OxFVXwaRJNjMz1an2Zktabi4tf/6Zl7p35942bSr197w+BKolWa1WZs2bRdyKOLJ1\nNv7Kn8lRk5k3a55H/h4K4ak+/PBDPvzww1LL0tPTWbduHbgy+AFQSiUAq7TWM0ssq3LwU/j6j4Fc\nrfWfHaxT5zM/TZuOoUeP7/j1VzNBY2Cg+Z4aNsw8Pv10Dq++6vyXn/myXA38ZHefSo1F69WAqcB0\n/PjlnDu3xu76Xl6RFBSsAcyd5u7doXfv0o/OnU1FrsqorQuV6lxA1Ce5ueW7qhX9m5Fh1vHxMaWJ\nSwY3RVXV5Dvb9bSGnTuLu7P98ospHHDJJeaif8IEU7igbLECT+Jo7jJH5/2hQ6Yi5v/+B1u2mAzQ\nNdeYQGjcOMjJqX83OaqTlb9y2zZ2nzrFhDVr+HzNGrK9vfHPz2dyZCTzpk2r8c/CarXS/ZFHSN+y\nhSZ+fvjn5THJwZxCRXMQLV29mmwfnwrX91T1LbATwtPVVuanGfAbMFtr/WKJ5R2Ag8AlVcj8eAE7\ngeVa60cdrOf24MfZC+/MTNi4EdavNxc8v/xSVOY3ElhF8Rd5yT+i5b/8QkNHcOxYcxxNVti48QQ+\n/XQZl16qCAlxro1z585l507T1abosX27uTNttmmyVmWDotBQ21mB2szGNIRufSVlZBRXVSuZzdm/\nv7irWkBA6eCmKJvTubN0Vatt2dlmzE5Rd7YjR6BJE5PVmTDBZDhCQ93dSteo6oXh3r0mCProI9i1\ny5Q7b9NmDrt315+bHM70HAgOvoJTp74p9xmuPHOG8du28WmvXkwOCbmwPZdm16OiSLrqKoiIqDDL\nVGoOosGDXZ6VEkKIIi4JfpRSzwFfYbq6hQJPAX0x43NSlVLNgfaFzy0DbsaMDzqutT5RuI23gRSt\n9YzC/z8JxAP7gSDgceDqwoYnOWiL24Ofqs4tUlAAe/ZoBg26grNnhwI/Y6qEZwHDgUcBS6kvv+Iv\ny3yKA6ayys9kX9U2FlX2KhkQFT2yCkd3BQaWD4h694ann675bIytL3etNS1aRJGW9o3d1zVvPp7U\n1BUedXdOazh2zPbcOCkpxeuFhdkOclq3lq5q7pScDF9/bQKe1avh3DkzEejEieYxciT4+7u7lZ5h\nxw4TCD3zzBjy81dTH25yHD0K//0vPP10Re+p9N9ygLyCAvolJtLS15e1/fvXyt+1iuYUesBqZfG8\neRfmp3h45kxeLurmYGP9mhiPJIQQtrhqnp8w4AMgGDiF6X81RGudWvj81RRPWKqBos54TwFPF/7c\nDsgvsc3mwH+A1sAfwCZgqKPAp66oavlYLy8IC8skJ+cg8DAlS1DDSmAy8Cn+/tkXvtyKqymNLFxn\nvI0tLys3k31V21hyjo/IyOLlBQXw22+lg6H1682XedF8Ll5eP1MT83046jq3e7eFBQsUaWl5OKow\n9ccfedx6q2LKFNvfxe6Um2smM7Q1HsdqNev4+pquaj17wl13FQc63btLV7W6Ij/fZHaLsjtbt5pu\nosOHw1NPmQxPz54SkFZF797Qq5fmlVd8SE21X0Y7O7tRne6ClJMDX35pSpOvXGmyf+Hhl7Fz59fY\nvkm0vNzfcoDXf/+d3WfPsnHgwFp7rxXNKfTiY4/x4rhxxcu+/RYWLrS7fnXmIBJCiJpQqeBHa+2w\nioDW+m3g7QrWubzM/x8BHqlMO+qSqpaPnTlzIXl5S4CoEksVJqjRwAPlvvwmTRpFbGxvYHHhOuMp\n2aWsefNZzJv3U4210RYvL3MXu+hOdpHcXNP1avt2zV13NeLcOcfzffzlL5pOnRSdOpmxSR07mnlg\nisY7OJqf6I03JnH27FK6dbNw+eXD+e47+xcQI0ZcxsaNZrqKiAiIjoYbbnBc2KGmL6LS001XtbJB\nzoEDpsoXmCxaz57mYu/664uDnE6dzFgdUbekpZlrvGXLTLGC06ehRQvTje2JJ+CKK6B5c3e3sn5w\npox2yRtFdcnu3SbgeecdOHXK3IB57TW48UaARwv/xjk38Wx6Xh6zDx/mjosuYmAt3flwZk6hZn5+\nvNijh/n8teb+Ro3IdOEcREIIUV1yWVWDKvPHfOnStdjPjozHx+cx5s17qdTS4lna/47pKbgYaAKc\nJigogx07VlbYl9pVXzi+vuZivWdPxSOPZJKSYv9Cxdc3i127FF9/DSdPFj/j52cmTezUCY4dW0hS\n0lRKV7Uz8xOdPau48spFfPnlXM6edXwBsWzZ5zRpYi5QlyyB226Dxx6D++6Dv/8dWrUyW65ugQat\nTZe0shmc3bvh99+L12vf3gQ2V1xRustaq1aSGajLtDYBbFF258cfTcanb1+45x5zI2Dw4MoXBhHO\nMTd+KpclcZesLFO84fXXzfjO4GC44w7429+gV6+SazqflddaE3PkCFn5+cR07lxr78WZOYUC8/K4\ns02bC4tm5OWR6cI5iIQQorqqXe3NXerCmJ+qcmawa4sW4zh9emW5L4my1ZQaNcrm+utHV1hNqTZV\npgJbVhYcPmwehw6Zx+HD8NVXY8jNda6Pf2UqTO3cCbGx5k5sfj7ccgvcfbeVe+5xrkBDTo7JcNka\nj5OZafbh52e6pZUtG929u/PzmAj3O38efvihuDrbwYNmrM6YMSbYufJKE8wK1yvOBE/FZMudG7tY\nW7Q2XR/feAM+/ND8LRg7Fu6+G66+2rkJactmQ0pWTMvy8SHt/Hkihg5l9TPP1Op7jZ4xg1iLxaTP\ny7Ixhqey6wshRE2plWpv7uTJwQ9Aq1ajOHXqeyoz2LXcWnW060BViywUqU4lJGc/kzNnzIXKiy/C\nb7/NAYZQugtikWUMHJhIWNjcC13V8gtHrDVvbntunI4dpauap/r99+JiBatWmeC8XbviUtSjR5vx\nGqL2ZWRYCQlZhL//Onx9fZ0uo+1KZ87Ae++ZLM/27eZ35S9/MY+OHau+3bpUMe1CWyZMcGpOocqu\nL4QQNcVVBQ9EDXj3XUhNHQl8g+0Lbue6cdTFwAeqXmShSHX6+Dv7mbRoYbq/PfwwXHTROs6cmWtn\nzQls3frChcknSwY5ISHSVc3TFRTApk3F3dk2bTLjzoYOhZkzTdDTu7cc57ogPd1CTs5cPv0UJk50\n3Y2fim6gFBSY8uWvvw6ffWZuhlxzDTz7rMn21ETXx5nPPGMCn5JVWpSCoUNJAmbNn19r2ROLxULC\nihXMmj+fuGnTSs8pZCOQKbt+prc36Tk53Dh6NK9L4COEqAMk81OLcnJg6lSTbbjtNisbN17Lnj1V\ny454kqpkqGpr8tLqZJmEZ8rIMFmd5ctNlufECTOXzPjxJtgZP96M0xB1y7JlcNVVZq6kmu5u6MyY\nv5QUeOstkzE+dMjcALn7brj99uKxgzUlLCKClAUL7I6bCZ02jeQNG2p2p06q7N/znPx8mv/8M3M7\nduQx6ScqhHAhyfzUMceOmSpjGzfCK6/A3/9uITOz6tkRT1KVoKG4uINzlZCq0zZPrSQlnLdvX/HY\nnXXrTHXCiy+GO+803dmGDZOuinXdr7+aILVdu5rdrqPKkt9+ey1z5nzO++9bWLHCjPm68UaTvR82\nrGoZwYqChzM5OaRVUGHNnRXTKrtPP29vhgUGsi49ncdc1CYhhKgM+bqvBT/9ZAIfLy9z4VXUk6Em\nS1DXN9XtOlcZnlRJSjgnJ8ecd0Xd2fbuNYUoLr8cFi82AU+nTu5upaiMX3+Ffv1qvgvizJkLCwOf\nkue/qSy5Z4/i1lsXcemlc3nlFbj5ZggIqPw+ShYvyPbxwT8vj0mRkcRMn47FYkFrzY/p6bz2++98\neuoU2efPO6yw5mkV00YEBrLo6FHytcbbg9othKifpNubC2lturg98oi5S/jxx3DRRe5ulWdyZXBY\n3QINom44edJ0Y1u+3EwkabWauaMmTDDd2caMgaZN3d1KUVU9epguic5MkFwZYWEjSUlZi73Mb6tW\nl3PixPdV3r6j4gXdli/njv/8h/esVvacO0fXxo25u00b9r30Em8EBdWbimk/pKUxautWtg4aRD8p\neSmEcBHp9uZmZ8+aeWTee88Mql+wwMyFI6rGlXc5azPLVNd4csZRa9iypbg728aNZnlEhClmMXEi\n9O8vxQrqg6ws03XxiSdqdrtaa7KyGmM78AFQ5Of7Ves8cVS8YJ9SzHn2WW56/HFe6d6dkUFBeCmF\nddYsfo6KIglsVkybt2JFldriLhEWC35KsS4tTYIfIYTbSfDjAgcPwqRJ5sv6gw/MXDKibmtIXRCr\nO6GrO2Vmwpo1Jtj5+mszli4gAMaNg3/+E6Kian7wuXC/HTvMtX+/fjWzvbNnTSb+P/9RpKXl4cox\nf0tXrzZ3v2wZPJiLPvuMDy6+uNTiylZYq+sae3sTERDAuvR0HgwLc3dzhBANnAQ/Neybb+DWW00p\n5fh46NPH3S0SlVXfAx97g7tXrbq2TnbxO3jQZHeWLzclhnNyzISxN99surRddpkZzyPqr19/NWMm\ne/Wq3na2bYP//Mdk5NPTTdAcFTWcFStcM+ZPa012BcULcuwUL7BYLCyJiWFJTEy9uCEzIjCQ13//\nvV68FyGEZ/NydwPqi4ICmDfPzAUzbBgkJkrgI+qe0oO7iy5AzODupKSHmTVrkfsaVyg3F374AR5/\n3FRk69LFlIjPzzc30PfuhT17YNEiU8BAAp/679dfzZgff//KvzYrC9580/Qe69cP4uLg/vvNhMUr\nV8L//vco4eGLgWWYDBCF/y4rrCw5tcrtVkrhn5dn0la2OFm8oD4ECyOCgjiZm8vec+fc3RQhRAMn\nwU8NSE+H666DJ5+EOXPgyy9NSVYh6oLcXDh+3HQd+vDDH4Ar7aw5gbi4tbXYsmKnT5u78TffbLqt\njRoF77xjLljj4iA11czN89BD0K2bW5oo3Kio0ltlbN1qukK2aWPm42neHJYuhd9+g5gY6NzZrFc0\n5i86OpHQ0NEEB19BaOhooqMTayQTOiky0nQDsCU+nsljx1Zr+55iWEAAXsC6tDR3N0UI0cBJt7dq\n2rnTBD4nT8JXX5lB1sKzeFI3jNxcEwicPm0ezvyckVH0ag0E4mhwd3Z2o1r5PLSG7duLS1HHx5vs\n6cCBMGWK6c42cKDp6iQatoIC013Nmb+tmZnw0Uema9vGjaba35Qp8Le/QceO9l/nyjF/MdOns8pW\n8YKEBFp9+SXzvv22xvZVl1l8fBhgsbAuPZ172rZ1d3OEEA2YBD/V8PHH8Ne/mjuIiYnQtau7WySc\nVRcG/efkmCClMsFMcSBTzMsLgoOhZcvif/v2Lf65eLniuuvSOXHC/uDunJwc0tIUzZvX/Ps9exa+\n+654/M7Ro6b09Lhx5mL1yivNXXohSjp8GKxWTb9+9gOSzZvN79D775tublFR8MUX5neqspPX1nTg\nb694wUWXXsqWJ5/kx5wcu7nY+mZEYCCfnjrl7mYIIRo4meenCvLyYPp0WLjQVHJ77TWZP8STlB70\nfyXF8/p8TXj44ip1dSkKZJzNxqSmVhzIlAxmHP0cGOh8hiQ6eg6xsRHYG9zt7b2Rpk3n8tBDpouZ\nvSDI2bvjv/1WXIr6u+8gO9vcLJg40TxGjIBGjZxru2hYim5QvP/+Os6cCaB163RuuGHkhRsUVit8\n+KEJejZtgtBQk+H529+gfXt3t96+onMnX2uu27GDH9LSWD9gABcXfol4Uia6sr44fZprd+zg8JAh\ndKjKAC4hhHDA2Xl+JPippJMnzbiEdetM8DNliswj4mkcBwDLuP/+RGbOnFuprmVWa/kteXubqn+u\nCmSqoqIJXZct+5yXX7bwyiumkEBREBQU5Fy2LD/fdGEr6s62fbu5837ZZSbYmTDBDFyXc0Y44ugG\nRceOzzNixGfExVk4d878Tt17r5kAtbJZHnez5uUxbMsWsjIyiFy1iq+/+45sHx/88/KYFBlJzPTp\nWCyWehMQpebm0vLnn3knPJzbW7d2d3OEEPWMBD8ukJAAkyebu/wffwwjR9bKbkUNq2hGdxgHrCq1\n1NvbBCmVycq4OpCpKqvVWjih69oyE7pOvRDEHD8Ozz0HL79sMjP33WclLu5a9u0rfzHardtipk37\nnO++s7BiBZw5Y97/lVeaC9Nx46QAiKgcxzcoVtCs2QYee2wuf/0rePq0MdtPnqT/hAkUXH+9maG3\nxISmzd96C/9mzchp1KhcQOSp+mzcyJCAAF7r0cPdTRFC1DMS/NSw11835VEHDIBPPzVdLITn0VoT\nEjKe1NSVdtdp1uxKPvhgOSEh6kIwU1cDmeqq6I7y8ePw7LOwZMkcCgqGAFE21voaSKB//7lMmGAy\nPJdeagJGIaqiohsUoaGjSU5eW7uNcpHoGTOIDQgwxRDKWr8ekpLgL3+5EBCFL19OggdOdFrk/r17\nWf3HH+wZPNjdTRFC1DPOBj/18HKuZp0/b7pU3HOPKW6wdq0EPp5MKYW/fzbF83mUpQkMzOKqqxRD\nhpgiFs2b18/AByoe3N26NSxeDK1a/QCMt7NWFK1b/8CWLWauqyFDJPARVae1JjvbH2eqEtYHS1ev\nBnuBwJAhpqQomIzQ0KEkTZjArPnza6+BNWxEUBB7z53j+Pnz7m6KEKKBqqeXdDXj6FH405/MfCNv\nvgmvvCKDs+uDSZNGYbIVtlRvRvf6SGtNbm4jHF2M5ub61ZuLUeFeztyg8PfPrhdjYLTWZPv42B8E\np5T50il5bg0ZQtzq1bXTQBcYERgIwI/p6W5uiRCioZLgx47vvzfzjJw4AT//bHodiPohJsZ1M7rX\nRw3pYlTUDQ3lBoVSCv+8vNLBTUlamxKJJc8tpcj29vbYmw1tGjWiW+PGrJPgRwjhJhL8lKG1qeIW\nGWlmFN+0yQRBov4oO6N7s2ZRwDj+/OeamdG9PmooF6OibmhINygmRUaaEom2JCRAnz6ll2mNT16e\nR99sGBEYyLq0NHc3QwjRQEnwU0JmJtx0Ezz2GDz+OHzzjalaJeqfohndk5PXcvr017RqtYoWLeZK\n4GNHQ7oYFe5X9gZFcPAVhIaOJjq6/t2giJk+nfDly01xg6Jsjtbm/59+CjfeWPoFGzZw4uKLuX/v\nXk7l5NR+g2vAiKAgtmdlcSY31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Ql+hBBCCFEvyFgdIURFJPgRQgghRL0hY3WEEI7ImB8h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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tabu, tabu_distances, intermediary_results = tabu_search(result_nearest, 1000, 950)\n", "plot_routes(tabu, 'Tabu', figure_size=(10, 5))\n", "\n", "# index_min = np.argmin(tabu_distances) # To get the best result in the list" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fancy_plot(tabu)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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nyWfzzW8+nDe84Y0GIAAAAEADCNlgCq1ff3nmzNmW5B+S/FiSn0ondNuWZEeStUn+73QC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\nv3eluKZksrVEkg2cBKizKuVA7PzBV5Fjkol9zAqRT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hEkm8oUE8vjLJQC8tChydhEUAmL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,10))\n", "xseries = [i for i in range(len(tabu_distances))]\n", "yseries = [i for i in tabu_distances]\n", "plt.scatter(xseries,yseries)\n", "plt.plot(xseries,yseries,linestyle='-', marker='o')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Used to load in the best solution so I can again work with the results\n", "\n", "# best_routes = pd.read_excel('Ex1.3-1052756-1640.xls')\n", "# best_routes = {i: [0, list(best_routes[best_routes['Route Nr.'] == i]['City Nr.'])] \n", "# for i in best_routes['Route Nr.'].unique()}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7. Exercise 4 \n", "[Back to Table of Contents](#table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 7.1 Simmulated Annealing \n", "[Back to Table of Contents](#table)\n", "\n", "An implementation of Simmulated Annealing as a TSP solution. In other words, we run Simmulated Annealing for each individual route in order to optimize the within distances. It should be note that I use the starting solution received in exercise 1.2 as my solution in 1.3 is too optimized for Simmulated Annealing to make a difference. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " Temperature Energy Accept Improve Elapsed Remaining\n", " Temperature Energy Accept Improve Elapsed Remaining\n", " Temperature Energy Accept Improve Elapsed Remaining\n", " Temperature Energy Accept Improve Elapsed Remaining\n", " Temperature Energy Accept Improve Elapsed Remaining\n", " Temperature Energy Accept Improve Elapsed Remaining\n", " Temperature Energy Accept Improve Elapsed Remaining\n", " 2.50000 304.80 100.00% 0.00% 0:00:01 0:00:00" ] }, { "data": { "image/png": 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wlhYTIGuhri6oTyY+oGlvIiIiItKLjhxZz65dtxARcQtjxlzvdjjSgnnzFrJp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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results_sa = {i: simmulated_annealing(result_nearest[i][1]) \n", " for i in result_nearest}\n", "plot_routes(results_sa, figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 7.2 Ant Colony Optimization \n", "[Back to Table of Contents](#table)\n", "\n", "An implementation of Ant Colony as a TSP solution. In other words, we run Ant Colony for each individual route in order to optimize the within distances. I run this after running simmulated annealing in order to improve the initial results. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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hSBNmRl1dJM7RYgLkHNTVRfbKxAc07U1EREREetCRI2+wc+f1xMdfz+jRV/kd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xC5JKvIxLxraFe2L92OKdRU2Et0Ig1TulwWZ+luWcyLSNtDi6Zt1XpXMowZxKfHE5teRqBUxpIr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\nqLlnZ2bETDac2NAmvmmt6xvlnIIc/r7h7yxZsAR7tL1qiewK+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results_ac = {i: ant_colony(results_sa[i][1]) \n", " for i in results_sa}\n", "plot_routes(results_ac, figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8. Exercise 5 \n", "[Back to Table of Contents](#table)\n", "\n", "Exercise 5 was solved in two ways:\n", "* A heuristic (tabu search) with all cities\n", "* ILP (pulp) with only 15 cities\n", "\n", "#### 8.1 Functions \n", "[Back to Table of Contents](#table)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "import copy\n", "\n", "def nearest_neighbor(df): \n", " \"\"\" Returns a list of routes based on an implementation\n", " of the nearest neighbor heuristic. The routes have\n", " the following constraints:\n", " * Every route cannot be longer than 400km\n", " * No subroutes are allowed\n", " * All cities in a route are not visited in another route\n", " * Stores are open between 9.00 and 17.00\n", " * Stores visited take 1 hour\n", " * A store must be visisted before 16.00\n", " * A manager can leave HQ before 9.00\n", " * A manager can work at most 10 hours a day\n", " \n", " Parameters:\n", " -----------\n", " df (dataframe): Distance matrix of distances between each city\n", "\n", " Returns:\n", " --------\n", " routes (dictionary): Dictionary of lists which contain cities \n", " in the correct order\n", " \"\"\"\n", " \n", " routes = {}\n", "\n", " while len(df) > 1: \n", " current_city = 0\n", " total_distance = 0\n", " route = [0, 0]\n", " manager_time = 0\n", " store_time = 9\n", " \n", " while True:\n", " new_city_distance = df.drop([current_city, 0], axis=1).ix[current_city].min()\n", " new_city = int(df.drop([current_city, 0], axis=1).ix[current_city].idxmin())\n", " distance_to_hq = df.ix[new_city][0]\n", " \n", " temp_manager_time = manager_time\n", " temp_manager_time += (new_city_distance + distance_to_hq) / 80 + 1\n", " \n", " if len(route) == 2:\n", " temp_store_time = store_time\n", " else:\n", " temp_store_time = store_time\n", " temp_store_time += (new_city_distance + distance_to_hq) / 80 + 1\n", "\n", " # Check if \"future\" distance matches with current distance\n", " if ((total_distance + new_city_distance + distance_to_hq) < 400) & \\\n", " (temp_manager_time <= 10) & (temp_store_time <= 16):\n", " manager_time += new_city_distance / 80 + 1\n", " \n", " if len(route) > 2:\n", " store_time += (new_city_distance / 80) + 1\n", " \n", " # Remove city from places to visit\n", " if current_city != 0:\n", " df = df.drop(current_city)\n", " df = df.drop(current_city, axis = 1)\n", "\n", " # Update Route and set the starting city to the closest one\n", " current_city = new_city\n", " \n", " route.insert(-1, int(new_city))\n", " total_distance += new_city_distance\n", "\n", " # If there is only 1 city left we take that as a single route\n", " if len(df) == 2: \n", " total_distance += distance_to_hq\n", " routes[len(routes) + 1] = [total_distance, route, manager_time + \\\n", " distance_to_hq/80]\n", " df = df.drop(current_city)\n", " break\n", "\n", " # Signifies the end of a route\n", " else:\n", " total_distance += distance_to_hq\n", " routes[len(routes) + 1] = [total_distance, route, manager_time+ distance_to_hq/80]\n", " df = df.drop(current_city)\n", " df = df.drop(current_city, axis = 1)\n", " break\n", " \n", " return routes\n", "\n", "def city_swap(route): \n", " \"\"\" Single iteration of a consecutive city swap\n", " \n", " City swap is implemented as a within-route consecutive\n", " city swap. In other words, it tries to swap consecutive \n", " cities in a single route and returns a route as soon\n", " as it is better then the starting route. \n", " \n", " Parameters:\n", " -----------\n", " route (list): Route with cities as integers in a list\n", " \n", " Returns:\n", " -----------\n", " list(float, list): list(distance of top route, the top route)\n", " \n", " \"\"\"\n", " top_route = deepcopy(route)\n", " top_route_distance = get_distance_route(route)\n", " \n", " if len(route) > 3:\n", " for i in range(1, len(route)-2):\n", " temp_route = deepcopy(top_route)\n", " temp_route[i], temp_route[i+1] = temp_route[i+1], temp_route[i]\n", " if check_validity_single_route(temp_route, top_route_distance):\n", " top_route = temp_route\n", " return [top_route_distance, top_route]\n", "\n", "\n", "\n", "def two_opt_step(route):\n", " \"\"\" Single iteration of a two-opt exchange\n", " \"\"\"\n", " top_route = route\n", " top_route_distance = get_distance_route(route)\n", " \n", " if len(route) > 2:\n", " for i in range(1, len(route)-2):\n", " for j in range(i+1, len(route)):\n", " temp_route = route[:i] + route[i:j][::-1] + route[j:]\n", " temp_route_distance = get_distance_route(temp_route)\n", "\n", " if check_validity_single_route(temp_route, top_route_distance):\n", " top_route = temp_route\n", " top_route_distance = temp_route_distance\n", " return [top_route_distance, top_route]\n", " return [top_route_distance, top_route]\n", "\n", "\n", "def two_opt_step_ext(routes):\n", " \"\"\" Single iteration of a two-opt exchange\n", " \n", " This version of two-opt exchange is implemented as an within\n", " route two-opt exchange. Thus, within a route, a piece of the\n", " route is reversed in order to possibly optimize the route. \n", " It returns as soon as it finds a better solution than the\n", " initial route. \n", " \n", " Parameters:\n", " -----------\n", " route (list): Route with cities as integers in a list\n", " \n", " Returns:\n", " -----------\n", " list(float, list): list(distance of top route, the top route)\n", " \n", " \"\"\"\n", " top_routes = routes\n", " top_distance = get_distance_routes(routes)\n", " \n", " for route_1 in top_routes:\n", " for route_2 in top_routes:\n", " if (route_1 != route_2) & (len(top_routes[route_1][1])>3) &\\\n", " (len(top_routes[route_2][1])>3):\n", " for i in range(1, len(top_routes[route_1][1])-1):\n", " temp_route = deepcopy(top_routes)\n", " temp_route_2 = deepcopy(top_routes)\n", " \n", " # Get a random cut-off point for the second route\n", " j = {key: distances_dict[i][key] for key in temp_route[route_2][1]}\n", " j.pop(0, None)\n", " j.pop(i, None)\n", " j = min(j, key=j.get)\n", " j = temp_route[route_2][1].index(j)\n", " \n", " # 1A2B + 1B2A\n", " temp_route[route_1][1] = top_routes[route_1][1][:i] + \\\n", " top_routes[route_2][1][j:]\n", " temp_route[route_2][1] = top_routes[route_2][1][:j] + \\\n", " top_routes[route_1][1][i:]\n", " \n", " # 1A2A + 1B2B \n", " temp_route_2[route_1][1] = top_routes[route_1][1][:i] + \\\n", " top_routes[route_2][1][1:j][::-1] + [0]\n", " temp_route_2[route_2][1] = top_routes[route_2][1][j:][::-1] + \\\n", " top_routes[route_1][1][i:]\n", " \n", " # Get new distances and check for validity\n", " temp_distance = [get_distance_route(temp_route[i][1]) for i in temp_route] \n", " temp_distance_2 = [get_distance_route(temp_route_2[i][1]) for i in temp_route_2] \n", "\n", " if sum(temp_distance_2) < sum(temp_distance):\n", " temp_route = temp_route_2\n", " temp_distance = temp_distance_2\n", " \n", " if check_validity_multiple_routes(temp_route, top_distance):\n", " return temp_route \n", " return top_routes\n", "\n", "def city_swap_extended(routes):\n", " \"\"\" A between route version of city swap\n", " \n", " An extended version of the consecutive city swap. \n", " This heuristic tries to swap each cities in a route\n", " with the closest city in another route. It returns\n", " as soon as it finds a solution that is better than \n", " the initial solution. \n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \"\"\"\n", "\n", " top_routes = deepcopy(routes)\n", " top_distance = get_distance_routes(top_routes)\n", " \n", " for route_1 in top_routes:\n", " for route_2 in top_routes:\n", " try:\n", " for ix_1, city in enumerate(top_routes[route_1][1]):\n", " if (city != 0) & (route_1 != route_2) & (len(top_routes[route_2][1]) > 2):\n", " \n", " # Find the closest city in another route\n", " temp = deepcopy(top_routes)\n", " city_2 = {key: distances_dict[city][key] for key in temp[route_2][1]}\n", " city_2.pop(0, None)\n", " city_2.pop(city, None)\n", " city_2 = min(city_2, key=city_2.get)\n", " ix_2 = temp[route_2][1].index(city_2)\n", " \n", " # Swap the cities between routes\n", " temp[route_1][1][ix_1], temp[route_2][1][ix_2] = temp[route_2][1][ix_2],\\\n", " temp[route_1][1][ix_1]\n", "\n", " temp_distance = [get_distance_route(temp[i][1]) for i in temp] \n", "\n", " # Check if it fits the constraints and better then initial solution\n", " if (all(dist < 400 for dist in temp_distance)) and \\\n", " check_validity_multiple_routes(temp, top_distance):\n", " top_routes = deepcopy(temp)\n", " top_distance = temp_distance\n", " return top_routes\n", " except:\n", " return top_routes\n", " return top_routes\n", "\n", "def transfer_cities(routes):\n", " \"\"\" Heuristic to transfer cities to a new route\n", " \n", " This heuristic tries to move a city from one route\n", " to another in order to improve the resulting routes. \n", " Implicity, it tries to lower the number of routes as \n", " moving a city from a route with a single city reduces\n", " the total distance. \n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \"\"\"\n", " # Initialize top route and distance\n", " top_routes = deepcopy(routes)\n", " top_distance = get_distance_routes(top_routes)\n", "\n", " for route_1 in top_routes:\n", " for route_2 in top_routes:\n", " for ix_1, city in enumerate(top_routes[route_1][1]):\n", " if (city != 0) & (route_1 != route_2) & (len(top_routes[route_2][1])>2):\n", " temp = deepcopy(top_routes) \n", " \n", " # Find closest city \n", " city_2 = {key: distances_dict[city][key] for key in temp[route_2][1]}\n", " city_2.pop(0, None)\n", " city_2.pop(city, None)\n", " city_2 = min(city_2, key=city_2.get)\n", " ix_2 = temp[route_2][1].index(city_2)\n", " \n", " # Move city to new route and calculate new distance\n", " temp[route_2][1].insert(ix_2, city)\n", " del temp[route_1][1][ix_1]\n", " temp_distance = [get_distance_route(temp[i][1]) for i in temp] \n", " \n", " # Check if solution is better\n", " if check_validity_multiple_routes(temp, top_distance) & \\\n", " (all(dist < 400 for dist in temp_distance)):\n", " if len(temp[route_1][1]) < 3:\n", " del temp[route_1]\n", " return temp\n", " else:\n", " return temp\n", " return top_routes\n", "\n", "def remove_routes(routes):\n", " \"\"\" Heuristic to decrease the amount of routes\n", " \n", " This heuristic tries to move all cities in the \n", " smallest route to any other routes in order to \n", " minimize the number of routes. It allows for a worse\n", " solution in order to decrease the number of routes\n", " and perhaps explore more possible neighborhoods. \n", " It returns as soon as it has moved a city in the smallest\n", " route to any other route and if it fits the constraints.\n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \"\"\"\n", " # Initialize top route and distance\n", " top_routes = deepcopy(routes)\n", " top_distance = get_distance_routes(top_routes)\n", " \n", " # Find smallest route\n", " smallest_route = {i: len(top_routes[i][1]) if len(top_routes[i][1]) > 2 else 100 \n", " for i in top_routes}\n", " smallest_route = min(smallest_route, key=smallest_route.get)\n", " \n", " \n", " for route in top_routes:\n", " for city in range(1, len(top_routes[route][1])-1):\n", " for ix_1, city_1 in enumerate(top_routes[smallest_route][1]):\n", " if (city_1 != 0) & (route != smallest_route):\n", " \n", " # Move a city to a new route and calculate new distance\n", " temp = deepcopy(top_routes)\n", " temp[route][1].insert(city, city_1)\n", " del temp[smallest_route][1][ix_1]\n", " temp_distance = [get_distance_route(temp[i][1]) for i in temp] \n", " \n", " # Check if the new route fits the constraints\n", " if check_validity_multiple_routes(temp, 5000) & \\\n", " (all(dist < 400 for dist in temp_distance)): \n", " if len(temp[smallest_route][1]) < 3:\n", " del temp[smallest_route]\n", " return temp\n", " else:\n", " return temp\n", " return top_routes\n", "\n", "\n", "def check_validity_single_route(temp_route, top_route_distance):\n", " \"\"\" Check the validity of a route\n", " \n", " It checks the validity of a single route and\n", " returns True if the constraints are met and\n", " False otherwise. \n", " \n", " Parameter:\n", " -----------\n", " temp_route (list): List of integers that signify cities\n", " top_route_distance (float): To check whether this route is \n", " better than the top route\n", " \n", " Returns:\n", " -----------\n", " Binary (True/False): True if constraints are met\n", " False otherwise\n", " \n", " \"\"\"\n", " \n", " temp_route_distance = get_distance_route(temp_route)\n", " manager_time = temp_route_distance / 80 + len(temp_route) - 2\n", " store_time = (get_distance_route(temp_route[1:-1]) / 80) + len(temp_route[1:-1]) - 1 + 9\n", "\n", " if (temp_route_distance < top_route_distance) & (manager_time < 10) & \\\n", " (store_time <= 16):\n", " return True\n", " else:\n", " return False\n", "\n", "def check_validity_multiple_routes(temp_route, top_route_distance):\n", " \"\"\" Check the validity of all routes\n", " \n", " It checks the validity of a set of routes and\n", " returns True if the constraints are met and\n", " False otherwise. \n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " top_route_distance (float): To check whether this route is \n", " better than the top route\n", " \n", " Returns:\n", " -----------\n", " Binary (True/False): True if constraints are met\n", " False otherwise\n", " \n", " \"\"\"\n", " temp_route_distance = get_distance_routes(temp_route)\n", " validity = True\n", " \n", " for route in temp_route:\n", " manager_time = get_distance_route(temp_route[route][1]) / 80 + \\\n", " len(temp_route[route][1]) - 2\n", " store_time = (get_distance_route(temp_route[route][1][1:-1]) / 80) + \\\n", " len(temp_route[route][1][1:-1]) - 1 + 9\n", " \n", " if (manager_time < 10) & (store_time <= 16):\n", " continue\n", " else:\n", " return False\n", " \n", " if temp_route_distance < top_route_distance:\n", " return True\n", " else:\n", " return False\n", "\n", "def tabu_search(routes, max_iter=400):\n", " \"\"\" Tabu search heuristic\n", " \n", " An implementation of the tabu search heuristic. \n", " It uses six heuristics (see functions for describtions):\n", " * Concecutive city swap (within routes) \n", " * City swap (between routes)\n", " * Two opt exchange (within routes)\n", " * Two opt exchange (between routes)\n", " * Transfer cities\n", " * Remove cities\n", " \n", " For each iteration tabu search runs the six heuristics\n", " and randomly picks a solution. These are random walks that\n", " are executed in order to explore neighborhoods that might\n", " lead to a better solution: \n", " \n", " Random walks: http://www-verimag.imag.fr/PUBLIS/uploads/hlevf2616.pdf\n", " \n", " The randomness of the implementation allows for different \n", " neighborhoods to be possible. Moreover, a tabu list is implemented\n", " in order to allow the search to go back to an already seen solution\n", " and go into a different neighborhood. \n", " \n", " It returns after a certain amount of iterations if there\n", " has been no improvent for 10 consecutive iterations.\n", " \n", " Parameter:\n", " -----------\n", " routes (dict(int, list)): dictionary of multiple routes\n", " max_iter (int): Number of maximum iterations\n", " \n", " Returns:\n", " -----------\n", " dict(int, list): dictionary of multiple routes\n", " \n", " \n", " \"\"\"\n", " best_routes = deepcopy(routes)\n", " best_solution = get_distance_routes(routes)\n", " length_tabu = 10\n", " tabu_list = collections.deque(maxlen=length_tabu)\n", " k = 0\n", " result_list = [best_solution] \n", " route_list = [{'start': best_routes}]\n", " \n", " while k < max_iter: \n", " results_two_opt = {i: two_opt_step(best_routes[i][1]) for i in best_routes}\n", " results_two_opt_ext = two_opt_step_ext(best_routes)\n", " results_city_swap = {i: city_swap(best_routes[i][1]) for i in best_routes}\n", " results_city_ext = city_swap_extended(best_routes)\n", " results_transfer = transfer_cities(best_routes)\n", " results_remove = remove_routes(best_routes)\n", "\n", " routes = {'Swap': results_city_swap,\n", " 'Ext': results_city_ext,\n", " 'Two_opt': results_two_opt,\n", " 'Transfer': results_transfer,\n", " 'Remove': results_remove,\n", " 'Two_opt_ext': results_two_opt_ext}\n", " \n", " dist = {'Swap': get_distance_routes(results_city_swap),\n", " 'Ext': get_distance_routes(results_city_ext),\n", " 'Two_opt': get_distance_routes(results_two_opt),\n", " 'Transfer': get_distance_routes(results_transfer),\n", " 'Remove': get_distance_routes(results_remove),\n", " 'Two_opt_ext': get_distance_routes(results_two_opt_ext)}\n", " \n", " \n", " random_route = random.choice(list(routes.keys()))\n", " new_best_routes = routes[random_route] # get random solution\n", " \n", " new_best_solution = get_distance_routes(new_best_routes) \n", " tabu_list.appendleft(new_best_routes) \n", " \n", " if new_best_solution < best_solution:\n", " best_solution = deepcopy(new_best_solution)\n", " best_routes = deepcopy(new_best_routes)\n", " else:\n", " random_int = np.random.randint(0,len(tabu_list))\n", " best_routes = tabu_list[random_int]\n", " best_solution = get_distance_routes(tabu_list[random_int])\n", " \n", " result_list.append(new_best_solution)\n", " route_list.append({random_route: best_routes})\n", " k += 1\n", " \n", " if (all(x==tabu_list[0] for x in tabu_list)) & (len(tabu_list) == length_tabu):\n", " return best_routes, result_list, route_list\n", "\n", " \n", " if k % 40 == 0:\n", " print('Done with {} iterations'.format(k))\n", " return best_routes, result_list, route_list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 8.2 Nearest Neighbor \n", "[Back to Table of Contents](#table)\n", "\n", "Again, an initial solution was created using Nearest Neighbor. \n", "\n", "The following constraints are implemented:\n", "* Every route cannot be longer than 400km\n", "* No subroutes are allowed\n", "* All cities in a route are not visited in another route\n", "* Stores are open between 9.00 and 17.00\n", "* Stores visited take 1 hour\n", "* A store must be visisted before 16.00\n", "* A manager can leave HQ before 9.00\n", "* A manager can work at most 10 hours a day" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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SKqSmphIdHU1QUBALFiygQoUKXoeUY5UrV2bmzJm88sorvP766/zhD3/g22+/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hIRUVWmTXxNQvxCpKVHSwnxC5GJoyfKkTePSBhhEv9lfLGvNxgMMnH0xFteV9xnJz8tXxK/S5Qj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\nfxr3m3A90juvG7D1Ivr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YL3LM1L+t6Cm7o4ApwGXAr5qmeVnZXo6VhlHT/SLHSsPojH52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\ngvgBAAAqiB8AAKCC+AEAACrsqiJrjKfEvU0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result_test = nearest_neighbor(distances)\n", "plot_routes(result_test, 'Nearest Neighbor', figure_size=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 8.3 Tabu Search \n", "[Back to Table of Contents](#table)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done with 40 iterations\n", "Done with 80 iterations\n", "Done with 120 iterations\n", "Done with 160 iterations\n", "Done with 200 iterations\n", "Done with 240 iterations\n", "Done with 280 iterations\n", "Done with 320 iterations\n", "Done with 360 iterations\n", "Done with 400 iterations\n" ] }, { "data": { "image/png": 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vp3Kjgf9gJXWn7OXnAh0dypT4lnasVqJfsQb6ZtvPxQKgu4uyz2PdmXjaHt8HQFs39Rbe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\naDQaJ6LFlUaj0Wg0Go0T+X8bDgZuF00WTAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tabu, tabu_distances, intermediary_results = tabu_search(result_test, 400)\n", "plot_routes(tabu, 'Tabu', figure_size=(7, 4.5))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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DCZZOeslxWrPJFeb9e2QkzIadc7dv27aHb35zK/D3NP8OXcfctM4AXM9DD23l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\nHmrJebVajampg9TrR7noomuB17B69Qb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b28rgYF9RkzeT6ujYgLf32X7g5pBXTZ5EOnFv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1p6fbSk1CRch1uAm8jP/1pfOWIssyxZuSm4ZZXJMtQSp13aOBNLZwLzgZl0df2NVjfq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\nA5cCXwc+SzZ3XOl4kFWe3ce4cTfuDOiqla//Btnjmu8GniAbB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,10))\n", "xseries = [i for i in range(len(tabu_distances))]\n", "yseries = [i for i in tabu_distances]\n", "plt.scatter(xseries,yseries)\n", "plt.plot(xseries,yseries,linestyle='-', marker='o')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 8.4 ILP - Version \n", "[Back to Table of Contents](#table)\n", "\n", "I wanted to practice with ILP which I why the exercise was also solved using pulp. The following sources were used to derive which additional constraints needed to be implemented:\n", "* http://www.alvarestech.com/temp/vrptw/Vehicle%20Routing%20Problem%20with%20Time%20Windows.pdf\n", "* http://www.bernabe.dorronsoro.es/vrp/data/articles/VRPTW.pdf\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "For i = 1, …, n, let $u_{i}$ be a dummy variable, and finally take $c_{ij}$ to be the distance from city i to city j. Then TSP can be written as the following integer linear programming problem:\n", "\n", "\n", "**Objective function:**\n", "We want to minimize the total distance traveled for each manager.\n", "\n", "$$min \\sum_{i=1}^n \\sum_{i\\neq j, j=1}^n \\sum_{k=1}^n c_{ij} x_{ijk} \\tag{1}\\label{eq:one}$$\n", "\n", "Basically we add a summation for the account managers and specify that for each manager the distance need to be minimized. Moreover, the summation for the account manager is also to $n$ because there cannot be more routes than cities.\n", "\n", "**Constraints**\n", "\n", "\n", "$$\\sum_{i\\neq j, i=1}^n \\sum_{k=1}^n x_{ijk}= 1, \\quad\\forall_i \\in N \\tag{2}\\label{eq:two} $$\n", "\n", "\n", "$$\\sum_{j=1}^n x_{0jk} = 1, \\quad\\forall_k \\in K \\tag{3}\\label{eq:three}$$\n", "\n", "\n", "$$\\sum_{i\\neq j, i=1}^n x_{ijk} - \\sum_{j\\neq i, j=1}^n x_{jik} = 0,\\quad \\forall_k \\in K, \\forall_j \\in N \\tag{4}\\label{eq:four}$$\n", "\n", "$$\\sum_{i\\neq j, i=1}^n \\sum_{j=1}^n x_{ijk} \\cdot c_{ij} \\leq 400, \\quad\\forall_k \\in K \\tag{5}\\label{eq:five}$$\n", "\n", "$$\\sum_{i\\neq j, i=1}^n \\sum_{j=1}^n x_{ijk} * (c_{ij} / 80) + x_{ijk} \\leq 10, \\quad\\forall_k \\in K \\tag{6}\\label{eq:six}$$\n", "\n", "$$ 1 + w_{ik} + c_{ij} / 80 - w_{jk} \\leq (1 - x_{ijk}) * max\\{16 + 1 + c_{ij} / 80 - 9, 0 \\},\\quad \\forall_k \\in K, \\forall_{i,j} \\in N \\tag{7}\\label{eq:seven}$$\n", "\n", "**Describtion Constraints** \n", "(1) This is the objective function that we want to minimize. \n", "(2) Every location can be visited once. \n", "(3) Each truck is used at most once. \n", "(4) If a truck arives in a location it also leaves from that location. \n", "(5) A route cannot be longer than 400 km. \n", "(6) A manager can only work 10 hours a day \n", "(7) Capacity (time) constraint" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "40.417736530303955\n" ] } ], "source": [ "#############\n", "# Get Data #\n", "#############\n", "small_data = pd.read_excel('data_small.xlsx')\n", "dist_matrix = get_distance_matrix(small_data)\n", "\n", "#################\n", "# Set Variables #\n", "#################\n", "locations = list(range(0, small_data[\"Nr. \"].shape[0]))\n", "trucks = list(range(3)) # reduce this to 3 if you want a quick solution\n", "n = len(locations)\n", "\n", "Xijk = pulp.LpVariable.dicts(\"Edge\", [(i,j,k) \n", " for i in locations \n", " for j in locations \n", " for k in trucks if i!=j], 0, 1, pulp.LpBinary)\n", "\n", "######################\n", "# Objective function #\n", "######################\n", "VRP = pulp.LpProblem(\"VRP\", pulp.LpMinimize)\n", "VRP += pulp.lpSum([Xijk[(i,j,k)] * dist_matrix[i,j] \n", " for i in locations \n", " for j in locations \n", " for k in trucks if i!=j])\n", "\n", "\n", "###############\n", "# Constraints #\n", "###############\n", "\n", "# Every location visited once\n", "for i in locations[1:]:\n", " VRP += pulp.lpSum([Xijk[(i,j,k)] \n", " for j in locations \n", " for k in trucks if i!=j]) == 1 \n", "\n", "# Each truck is used at most once\n", "for k in trucks:\n", " VRP += pulp.lpSum([Xijk[(0,j,k)] \n", " for j in locations[1:]]) == 1\n", "\n", "# If a truck arives in a location it also leaves from that location\n", "for p in locations:\n", " for k in trucks:\n", " VRP += pulp.lpSum([Xijk[(i,p,k)] \n", " for i in locations if i !=p]) - pulp.lpSum([Xijk[(p,j,k)] \n", " for j in locations if p!=j]) == 0\n", "\n", "# A route cannot be longer than 400 km\n", "for k in trucks:\n", " VRP += pulp.lpSum([Xijk[(i,j,k)] * dist_matrix[i,j] \n", " for i in locations \n", " for j in locations if i != j]) <= 400\n", "\n", "###################\n", "# New Constraints #\n", "###################\n", "\n", "# New variable to indicate the time at a location\n", "wik = pulp.LpVariable.dicts('Time', [(i,k) \n", " for i in locations \n", " for k in trucks],9,16)\n", "\n", "# A manager can only work for 10 hours a day\n", "for k in trucks:\n", " VRP += pulp.lpSum(Xijk[(i,j,k)] * dist_matrix[i, j]/80 + Xijk[(i,j,k)]\n", " for i in locations \n", " for j in locations if i!=j) <= 10\n", "\n", "\n", "# A store is only open between 9 and 17\n", "for i in locations[1:]:\n", " for j in locations[1:]:\n", " if i!=j:\n", " for k in trucks:\n", " VRP += (1 + wik[(i, k)] + dist_matrix[i, j]/80 - wik[(j,k)]\n", " <= (1-Xijk[(i,j,k)]) * max((16+1+dist_matrix[i, j]/80-9), 0))\n", "\n", "start = time.time()\n", "VRP.solve(pulp.PULP_CBC_CMD(maxSeconds = 40, msg=1, fracGap=0))\n", "print(time.time() - start)" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "image/png": 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ciYiIiARI4aoShg4dmughJC19NuXT5xOfPpvy6fOJT59NfPpsylfTn0/K3rjZzHoB8+fP\nn69FeyIiIlKjFixYQO/evQF6O+cWlLevKlciIiIiAVK4EhEREQmQwpWIiIhIgBSuRERERAKkcCUi\nIiISIIUrERERkQApXImIiIgESOFKREREJEAKVyIiIiIBUrgSERERCZDClYiIiEiAFK5EREREAqRw\nJSIiIhIghSsRERGRAFUqXJnZrWZWHPX4Mur5r8xsk5mtN7PZZtanAsf9Q/h1W8zsUzM7sSpvRkRE\nRCTRqlK5WgjsDuwRfvw64rlFwBXAr4CjgeXA62bWJt7BzOwo4CngIeBg4EVgupntX4WxiYiIiCRU\nVcJVoXNurXPux/BjfckTzrmnnXNvOeeWO+e+AkYALYEDyzleFvCac+5u59wi59wtwALgyiqMTURE\nRCShqhKuupvZajNbZmZPmlmnWDuZWSPgT0Ae8Gk5xzsSeCNq26zwdhEREZGUUtlw9QFwPjAAuAzo\nCrxrZs1LdjCzQWYWAgqAq4ETIqtbMewB/BC17YfwdhEREZGU0rAyOzvnZkV8u9DMcoAVwBnA5PD2\nt4CDgLbAJcBzZtbHOfdTAOPdyfDhw8nMzCyzbejQoQwdOrQmTiciIiJ13JQpU5gyZUqZbfn5+RV+\nvTnnqjWAcMCa7ZzLjvP8YuAR59ydcZ5fAYxzzt0bsW0UcKpz7pByztsLmD9//nx69epVnbcgIiIi\nUq4FCxbQu3dvgN7OuQXl7VutPldm1gLoBqzZxTmalPP8XKB/1LYTwttFREREUkpl+1zdZWbHmFmX\ncAuFF4DtwBQza2ZmY8zscDPrbGa9zOxRYE/guYhjPG5mf4047ARgoJmNMLN9w1Wr3sB91X1zIiIi\nIrWtUmuugI74nlRtgLXAf4EjnHPrzKwJ0BM4F7/eah3wEfDrcFuGEp2AopJvnHNzzewsYEz4sQQ/\nJfglIiIiIimmsgva464Sd85tBYZU4BjHxdg2FZhambGIiIiIJCPdW1BEREQkQApXIiIiIgFSuBIR\nEREJkMKViIiISIAUrkREREQCpHAlIiIiEiCFKxEREZEAKVyJiIiIBEjhSkRERCRAClciIiIiAVK4\nEhEREQmQwpWIiIhIgBSuRERERAKkcCUiIiISIIUrERERkQApXImIiIgESOFKREREJEAKVyIiIiIB\nUrgSERERCZDClYiIiEiAFK5EREREAqRwJSIiIhIghSsRERGRAClciYiIiARI4UpEREQkQApXIiIi\nIgFSuBIREREJkMKViIiISIAUrkREREQCpHAlIiIiEiCFKxEREZEAKVyJiIiIBEjhSkRERCRAClci\nIiIiAVK4EhEREQmQwpWIiIhIgBSuRERERAKkcCUiIiISIIUrERERkQApXImIiIgESOFKREREJEAK\nVyIiIiIBUrgSERERCZDClYiIiEiAFK5EREREAqRwJSIiIhIghSsRERGRAClciYiIiARI4UpEREQk\nQApXIiIiIgFSuBIREREJkMKViIiISIAUrkREREQCpHAlIiIiEiCFKxEREZEAKVyJiIiIBEjhSkRE\nRCRAClciIiIiAVK4EhEREQmQwpWIiIhIgBSuRERERAKkcCUiIiISIIUrERERkQApXImIiIgESOFK\nREREJEAKVyIiIiIBUrgSERERCZDClYiIiEiAFK5EREREAqRwJSIiIhIghSsRERGRAClciYiIiARI\n4UpEREQkQApXIiIiIgFSuBIREREJkMKViIiISIAUrkREREQCpHAlIiIiEiCFKxEREZEAVSpcmdmt\nZlYc9fgy/FxDM7vTzD4zs01mttrMHjez9rs45nnh4xRFHHNzdd6UiIiISKI0rMJrFgL9AQt/Xxj+\n2gw4GLgN+AzYDbgXeBHos4tj5gM9Io7pqjAuERERkYSrSrgqdM6tjd7onNsIDIjcZmZXAh+aWUfn\n3LflHNPFOqaIiIhIqqnKmqvu4Sm/ZWb2pJl1KmffVvgqVN4ujtnCzJab2Uozm25m+1dhXCIiIiIJ\nV9lw9QFwPr5CdRnQFXjXzJpH72hmTYC/A0855zaVc8xFwIXAKcDZ4TG9b2Z7VnJsIiIiIglnzlV9\neZOZZQIrgOHOuckR2xsC04D2QL9dhKvoYzYEvsKHslvL2a8XMP+YY44hMzOzzHNDhw5l6NChlXov\nIiIiIgBTpkxhypQpZbbl5+fz7rvvAvR2zi0o7/XVClcAZpYDzHbOZYe/bwg8B+wFHOec21CFYz4L\nbHfOnV3OPr2A+fPnz6dXr15VGruIiIhIRSxYsIDevXtDBcJVtfpcmVkLoBuwJvx9SbDaG+hfxWCV\nBhxQckwRERGRVFKpqwXN7C7gZfxUYAd824XtwJRwsJqKb8dwMtDIzHYPv3S9c257+BiPA6udczeF\nv78Zv5ZrKX4B/PVAZ+Dh6r01ERERkdpX2VYMHYGngDbAWuC/wBHOuXVm1gUfqgA+CX81/NWC/YB3\nw9s6AUURx9wNeBDYA9gAzAeOdM7lVnJsIiIiIglXqXDlnIu7Stw5twJoUIFjHBf1/QhgRGXGISIi\nIpKsdG9BERERkQApXImIiIgESOFKREREJEAKVyIiIiIBUrgSERERCZDClYiIiEiAFK5EREREAqRw\nJSIiIhIghSsRERGRAClciYiIiARI4UpEREQkQApXIiIiIgFSuBIREZF6xTlXo8dXuBIREZE6LxQK\ncWtWFsd27MjAdu04tmNHbs3KIhQKBX6uhoEfUURERCSJhEIhTuvThxG5uYwCDHDAqxMnctrs2UzP\nySEjIyOw86lyJSIiInXa2OxsRuTmMggfrAh/HQQMz81l3MiRgZ5P4UpERETqLud459lnOSnO04OA\nOVOnBnpKTQuKiIhI3REKQU4OzJ0Lc+fi5s4lc8OG0opVNAOaFBTgnMMs3l6Vo3AlIiIiqck5WLy4\nNEjxwQewcCEUF0NmJhxxBHbhhWy65x5cUVHMgOWAgvT0wIIVKFyJiIhIqti4cUdV6oMP/GP9ejCD\n/feHI4+Eq6+GI46Anj3h3Xfhggv4tRmv4qcAo80A+g0ZEugwFa5EREQk+RQXx65KOQetWvkAVRKk\nDj/cV6pKbN4Mw4fDvffCMcdw3YsvctqZZ+IiFrU7fLAa37Mn00ePDnToClciIiKSeBs3wocflq1K\nbdjgq1K//KWvSl1zjf+6776QFueavLlz4bzzYNUqGD8esrLISEtjek4O40aOZOzUqTQpKGBrejp9\nhwxh+ujRgbZhAIUrERERqW3FxbBoUdmq1Bdf+KrUbrv5atTw4f5rnz5lq1LxbN0Ko0bBP/4Bhx4K\nL73kpwbDMjIyGDVhAkyYEOji9VgUrkRERKRm5efvXJXKy/NVqV/9Co46CkaM8FWpHj3iV6Xi+fhj\nOPdcH9hGj4Y//xkaxo84NRmsQOFKREREglRcDLm5ZatSX37pq1KtW/tqVEmQ6tMHWras+rm2b4e/\n/Q3uuMNPHc6bBwceGNx7qSKFKxEREam6vLyyVakPP/Tb0tJ8Veroo+G663ZUpYKqGn3xhV9b9ckn\ncOONcPPN0LhxMMeuJoUrERERqZjiYvjqqx1Bau5c/31JVerII+Haa3dUpQJeKA5AURHcfTeMHAl7\n7+3HcNhhwZ+nGhSuREREJLYNG3wlqiRIffihXz+VlgYHHAC/+Q1cf70PU927B1eVimfpUl+tmjvX\nTy3ecQc0bVqz56wChSsRERHxVakvv9wRpEqqUgBt2vi1Un/+sw9Shx1WM1Wp8sY2aZIPcnvsAe+8\n44NdklK4EhERqY82bNhx5V5JVWrjxh1VqWOPhRtu8GGqW7ear0rFs3IlXHghvPkmDBsGd94JLVok\nZiwVpHAlIiJS1xUV+apU5Fqp3Fz/XNu2vir1l7/sqEolQ3hxDiZP9o1DMzPh9dfhhBMSPaoKUbgS\nERGpa9av37kqFQr5qtSBB0K/fnDTTT5M7bNP4qpS8axZA5dcAjNmwAUX+E7rFWkkmiQUrkRERFJZ\nUZFvSxC5VmrRIv9c27Y+QN14o/966KHJUZWKxzl4+mm44grfVuGll+B3v0v0qCpN4UpERCSVrFtX\ntiqVk+OrUg0a+KpU//6+TcGRR/pWBclWlYpn7Vq/pur55+HMM+Gf//QL6VOQwpWIiEgNqfY97IqK\nYOHCslWpxYv9c+3a+QBVMr136KHQvHkwA69t06fDn/4EhYW+cnXmmYkeUbUoXImIiAQoFAoxNjub\nOdOmkV5QQEF6On0HD+a6MWPI2FX7gp9+2tHtvKQqtWmTr0oddJBf0H3LLX4BeipVpeLJy4OsLHji\nCT/99+CDvtVCilO4EhERCUgoFOK0Pn0YkZvLKMAAB7w6cSKnzZ7N9JycHQGrsHDnqtSSJf65X/zC\nV6NKpvd6907dqlQ8s2bBRRf5Kc3HHvM3Xk71sBimcCUiIhKQsdnZjMjNZVDENgMGAS43l3FnncWo\nAw/cUZX6+Wdo2NBXpQYMgFGjfFWqa9c6EzR2Egr5ZqQPPOArcY88Ap06JXpUgVK4EhERCcicadMY\nFee5QcCEV16Bjz7y1ahbbtlRlWrWrBZHmUDvvONbK/z4o++4/qc/1ckQqXAlIiISAOcc6QUFxIsK\nBjRo1Qr33XdYWlptDi3xtmzxC+8nTIBf/xpmz/b9teoohSsREZEAmBkF6ek4iBmwHLClefP6F6w+\n/NDfbHn5chg7Fq6+2i/Qr8Pq2U9YRESk5vQdPJhX4zw3A+g3ZEhtDiextm711aqjjoKWLeHjj2HE\niDofrEDhSkREJDDXjRnD+D324DV8pYrw11eA8T17cu3o0YkbXG365BN/j8KxY+H22+H992G//RI9\nqlqjcCUiIhKQjC1beKGggA/3249+HTowoE0b+nXowLysrLJtGOqqwkIYPdoHKzN/RWR2tr8ish6p\nX+9WRESkJl17LRkNGjDq3Xehbdvqd2hPJV995ddWzZ/v72V4yy3+/oD1kMKViIhIEN54A5580jfE\nbNsWoH4Eq6IiuOceX6Haay8/BXj44YkeVUJpWlBERKS6tmyByy+Hvn19p/H6Ytky/57//Gd/0+WP\nP673wQpUuRIREam+v/4VVq6EV16pk00xd1JcDP/6lw9Vu+8Oc+bAMcckelRJQ5UrERGR6vjyS7jz\nTt92YN99Ez2amrdypb9VzxVX+CrdZ58pWEVR5UpERKSqiov9LVy6doUbbkj0aGqWc/D4474JaEYG\nzJzpQ5bsROFKRESkqiZPhv/+F95+G5o0SfRoas7338Oll8LLL/srAu+5B1q1SvSokpbClYiISFX8\n+KNfc3T++X5Rd131zDN+sXrDhjB9Opx6aqJHlPS05kpERKQqRoyAtDS4665Ej6Rm/PQTnHkm/PGP\n0L8/fPGFglUFqXIlIiJSWbNnw3/+U6anVZ3y0kt+GnD7dnj6aR+ypMJUuRIREamMutzTKi/PT3Oe\neqq/hc3ChQpWVaDKlYiISGWMGQOrVsGMGXWrp9Xrr8NFF0F+Pjz6qA9Zden91SJVrkRERCrqiy/g\nH/+oWz2tNm3ylbgBA/x7WrgQLrhAwaoaVLkSERGpiOJiuOyyutXT6t13fZD6/nv45z/9+0tT3aW6\n9AmKiIhUxKOP+p5WDzyQcj2tnHNlN2zZAtde69eN7bknfPqpb7egYBUIVa5ERER25YcfUq6nVSgU\nYmx2NnOmTSO9oICC9HT6Dh7MdaefTsawYfDNN76NxDXXQIMGiR5unaJwJSIisivXXusDSIr0tAqF\nQpzWpw8jcnMZBRjggNcmTmTIxIlMPeQQMhYsgP33T+xA6yiFKxERkfKkYE+rsdnZjMjNZVDENgNO\nwoescUcfzSgFqxqjyVUREZF4UrSn1Zxp0zgpznMnAXNeeKE2h1PvqHIlIiISTwr2tHLOkV5QQLzR\nGtCkoADnHJYi7ynVqHIlIiISS4r2tDIzCtLTcXGed0BBerqCVQ1SuBIREYmW4j2t+u6/PzPjPDcD\n6DdkSG0Op97RtKCIiEi0kp5Wb7+dcj2teOYZrnvjDQZnZlKUn88gdlwtOAMY37Mn00ePTuwY6zhV\nrkRERCKlYE+rUtOnw9lnk3HWWUxbvpx5WVn069CBAW3a0K9DB+ZlZTE9J4eMjIxEj7ROU+VKREQk\nUor1tCqyOo53AAAgAElEQVT12mtwxhlw+unw2GNkNGzIqAkTYMIELV6vZQpXIiIiJVKwpxUAb74J\ngwfDwIHw1FPQsOyfdwWr2qVpQREREUjZnla89x6ccgoceyw89xw0apToEdV7qlyJiIhASva0IicH\nBg2CPn1g2rTUW3xfR6lyJSIikoo9rT7+GAYMgAMOgJdfhmbNEj0iCVO4EhGR+i0Ve1otXAgnnADd\nusGrr0KLFokekUTQtKCIiNRvqdbTatEiOP546NgRZs2CzMxEj0iiqHIlIiL1V6r1tPr6a+jfH9q0\n8Vc2tm6d6BFJDApXIiJSf6VST6uVK+G44/zaqjfegHbtEj0iiUPTgiIiUj+lUk+r777zwcrM97Rq\n3z7RI5JyKFyJiEj9k0o9rX780U8Fbt0K774LnTolekSyC5WaFjSzW82sOOrxZfi5hmZ2p5l9Zmab\nzGy1mT1uZruM12b2BzP7ysy2mNmnZnZiVd+QiIjILpX0tPrXv5K7p9W6dX7xel6er1h17ZroEUkF\nVGXN1UJgd2CP8OPX4e3NgIOB24BDgNOBfYEXyzuYmR0FPAU8FH79i8B0M9u/CmMTEREpX6r0tMrL\n832s1qzxwapHj0SPSCqoKtOChc65tdEbnXMbgQGR28zsSuBDM+vonPs2zvGygNecc3eHv7/FzE4A\nrgSGVWF8IiIisaVKT6tQCE46yV8d+PbbsL/qDamkKpWr7uEpv2Vm9qSZlTf52wpwQF45+xwJvBG1\nbVZ4u4iISHBKelo98EDy9rTavBlOPtlX2GbNgoMOSvSIpJIqG64+AM7HV6guA7oC75pZ8+gdzawJ\n8HfgKefcpnKOuQfwQ9S2H8LbRUREgpEKPa0KCuC002D+fN95/bDDEj0iqYJKTQs652ZFfLvQzHKA\nFcAZwOSSJ8ysIfAcvmpVo1N7w4cPJzOqO+3QoUMZOnRoTZ5WRERSTbL3tNq2DX7/e3jvPXjtNTj6\n6ESPqN6aMmUKU6ZMKbMtPz+/wq+vVisG51y+mS0GupVsiwhWnYDjdlG1Avgev0A+0u7h7bs0fvx4\nevXqVfFBi4hI/ZPsPa0KC2HoUD/Ol15K3spaPRGrSLNgwQJ69+5doddXq0O7mbXAB6s14e9LgtXe\nQH/n3IYKHGYu0D9q2wnh7SIiItWT7D2tior8uF56CZ5/3l8hKCmtUpUrM7sLeBk/FdgB33ZhOzAl\nHKym4tspnAw0MrOSitR659z28DEeB1Y7524KPzcBmGNmI4AZwFCgN3BJdd6YiIgIsKOn1YwZydfT\nqrgYLrkEnnnGP373u0SPSAJQ2WnBjvieVG2AtcB/gSOcc+vMrAs+VAF8Ev5q+HVX/YB3w9s6AUUl\nB3TOzTWzs4Ax4ccS4FTn3JeVfzsiIpXjnMMq8Ae3ovtJkinpaZWdnXw9rZyDK6/0U5VPPOHXW0md\nUNkF7XFXiTvnVgANKnCM42Jsm4qveomI1LhQKER29limTZtDQUE66ekFDB7clzFjriMjI6PS+0mS\nSuaeVs75BfaTJsHDD8PZZyd6RBIg3VtQROqVUChEnz6nkZs7AhhFSYF94sRXmT37NHJyppORkVHh\n/SSJlfS0evvt5Opp5ZyvpI0fD/fdBxddlOgRScCqtaBdRCTVZGePDQemQfjARPjrIHJzhzNy5LhK\n7SdJKpl7Wo0eDX/7G4wdC1dckejRSA1QuBKRemXatDnASXGeHcSDD77HxRfD5Mnvlbvf1KlzamJ4\nEpRk7Wl1111wyy0+YF17baJHIzVE04IiUm8UFjry85uzoxIVzSgqasannxazeXOLcvcrKGiiRe7J\nKll7Wk2cCNdf76cEs7MTPRqpQapciUidV1joL8Y64ABj06Zt+IuYY3H84hcb+eijNNq3zy93v/T0\nAgWrZJSsPa0eegiysny16o47Ej0aqWEKVyJSZ23bBo88Aj17+r+z3brBGWccDbwa5xUzGDKkHwCD\nB/et0H6SZEp6Wv3rX8nT0+qJJ+BPf/Lrq+66K3nGJTVG4UpE6pytW/0V7t27w8UXw0EHwYIF8PLL\n8PDD19Gz593AK+yoTDngFXr2HM/o0X4dzJgx8fabUWY/SSIlPa1uuil5elo9+6xfVH/hhXDvvQpW\n9YTClYjUGVu2+L9f++zjiwRHHQWffw5Tp8Ihh/h9MjIyyMmZTlbWPDp06EebNgPo0KEfWVnzyrRX\niLVfRsbxNGjwEdOnqw1D0knGnlYvvuj7Vw0dCg88AGn6k1tfmHPx1hQkNzPrBcyfP3++btwsUs9t\n2uRngcaOhZ9+8n/PKlq8qEyH9lDI2GcfOPVU3/dRksjDD/vbyLz9dnK0Xpg50/+inHIKTJkCDXX9\nWKqLuHFzb+fcgvL2VYwWkZS1cSP89a+w115w443+tmyLFsHjj1d8Vqiii9LNjJYt/VX0kyf7GShJ\nEsnW0+qtt+D00/0NmJ96SsGqHlK4EpGUs2EDjBoFXbrAbbfBmWfCsmX+gqx99qnZc//pT8k18yQk\nV0+r//7Xp/xjjvHrrRo1SvSIJAEUp0UkZaxdu+OOIdu3+6Dz5z9Dhw61N4bGjX217Mwz4Z134Nhj\na+/cEkMy9bTKyYGTToI+feCFFyA9PbHjkYRR5UpEkt7338N11/npv3vv9euWly+He+6p3WBV4g9/\ngMMO8/0gU3TZat2QTD2tPv7YTwMecIC/LLVZs8SORxJK4UpEkta33/q+i127+im/4cN9qPrHP2D3\n3RM3LjM/hpwceP75xI2j3kuWnlYLF8IJJ/hGaq++Ci1aJG4skhQUrkQkYeJdrbx8ua9O7bMPPPmk\nX6y+YoW/HVuiZ35K9O0Lgwb5sW3blujR1EPJ0tNq8WI4/njo2BFmzYLMzMSNRZKGwpWI1KpQKERW\n1q107Hgs7doNpGPHY8nKupVQKMTSpb7XYvfuvjfVbbf5oHXLLdCqVaJHvrO//x2++QYefDDRI6ln\nkqWn1ddfw3HHQZs2fu1X69aJG4skFS1oF5FaEwqF6NPnNHJzRwCj8DdGdkyc+CqPPz6YUGgau++e\nwZ13+sXqzZsndry78qtf+av/b7/dL/lp2TLRI6onHn3UX5X39tvQpElixrByJfTvD02bwhtvQLt2\niRmHJCVVrkSk1mRnjw0Hq0H4YEX46yA2bhzOMceM4+uvYcSI5A9WJW67DUKh5OgCUC8kQ0+r777z\nwQp8T6v27RMzDklaClciUmumTZsDnBTn2RNZunQOTZvW4oAC0LEjXHMN3H23/5srNSzRPa1+/NGv\nsSoo8MGqU6fEjEOSmsKViNQK5xwFBensqFhFMwoKmsRd5J7MbrjBzw6NGpXokdRxJT2txo1LzJUN\n69f7qwI3bIA33/RrvkRiULgSkVphZqSnFwDxwpOjoGA7eXkJvKS+ijIzYeRIeOQR+OqrRI+mjkp0\nT6v8fPjtb3158o03oEeP2h+DpAyFKxGpNYMH9wVejfPsq2zdegw9evh78BYX1+LAAnD55dC5s2/N\nIDUgkT2tQiE48UR/j6XZs+GXv6zd80vKUbgSkVozZsx19Ox5N/AKOypYDniFnj3v5ssvr2XgQLjk\nEjjiCN+kM1U0aeJvi/Pii/5CNglQIntabd7s7xW4cCG8/jocfHDtnl9SksKViNSajIwMcnKmk5U1\njw4d+tGmzQA6dOhHVtY8cnKm0717Bk88Ae+95xtzHn44XHyxX0McTzKt0TrzTOjd21/MlkTDSm2J\n7GlVUACnnQbz5sFrr/l7HolUgMKViNSqjIwMJkwYxbffzmHt2pl8++0cJkwYRUZGRuk+v/41zJ8P\n//wnTJvml7dMnAiFhf758hqRJlJami+wfPCBH7cEoKSn1QMP1G5Pq23b/E0k33vP3yvw6KNr79yS\n8hSuRCRhrJy1Mw0awLBh/u4iZ54JV18NvXrBzJm+EenEiX1YvXoO69bNYvXqOUyc2Ic+fU5LeMA6\n7jgYONCvvdq+PaFDSX2J6mlVWAhnneWnAadPh379au/cUicoXIlIUmvb1hctcnKgWTM48cSx5OZe\nR6xGpLm5wxk5clziBht2552wdKlfmC/VkIieVkVFcN55fvHcc8/BgAG1d26pMxSuRCQlHHoovP8+\ntGr1LjAwzl6DmDp1Ti2OKrYDD/TdAkaN8heaSRUkoqdVcTFceik8/TQ89RScckrtnFfqHIUrEUkZ\nZo4GDRqTCo1Ib7/dt0Yal/hCWupJRE8r5+DKK2HyZHj8cb/eSqSKFK5EJGVUpBFpenpBuWu5akvn\nzpCVBWPHwvffJ3o0Kaa2e1o556cgJ02Chx6Cc86p+XNKnaZwJSIppfxGpK/RsmW/pLnH3403QuPG\n/ubOUkGJ6Gk1ciSMHw/33QcXXVQ755Q6TeFKRFJKeY1Id9/9bn744Vp69IA77vD9HxNpt90gO9sX\nQxYtSuxYUkIielqNHu27v44dC1dcUTvnlDpP4UpEUkp5jUiXLHmBZcsyuOwyH6723deviU7krXSu\nuAI6dtRtcSqktntajR0LN9/sf1muvbbmzyf1hiXDws+qMLNewPz58+fTq1evRA9HRBLEORdzjdXS\npXD99fDCC77T+/jxcOSRCRgg8OST8H//B//7Hxx1VGLGkPR++AF69vQd0SdPrvnz3XcfXHWVLy2O\nHl3z55OUt2DBAnr37g3Q2zm3oLx9VbkSkZQWb/F6t26+S/rbb/tm20cdBX/8I6xYUcsDxPejPPhg\n3RanXLXZ0+rhh32wGjHCV61EAqZwJSJ1Wt++8NFHfsbpnXf8VOFNN9Vu/6mS2+K8/77vTSlRarOn\n1ZNP+l5Ww4b5acEkuLJU6h6FKxGp8xo0gAsu8LfSue46P0XYvbsvYBQV1c4YTjjBP264Ycc9EoXa\n7Wn13HO++/qFF/qbVSpYSQ1RuBKReiMjwy+vWbTI3wPwkkugd294663aOf+dd/qA98gjtXO+lFBb\nPa1efNHPzw4d6hfMp+nPn9Qc/XaJSL3TubO/u8ncudC0KfTv79dRL1lSs+c95BA4+2x/W5xNm2r2\nXMnOOVd7Pa1mzoQzzvA/5Mce86VMkRqkcCUi9dYRR/h1UE89BQsWwC9/6dc4b9hQc+e84w5Yvx7u\nvrvmzpGsQqEQt2ZlcWzHjgxs147+vXpxa/PmhGqyv9Rbb8Hpp/sbMP/nP9CwYc2dSyRM4UpE6jUz\nP1O0aBHceis8+KBfj3XffbB9e/Dn22svf6HaXXf57gP1RSgU4rQ+fegzcSJzVq9m1rp1vLFtG33y\n8jjtN78hVBNXGPzvf/C738Exx8Czz/p2+SK1QOFKRAQ/PZid7acGTz3V3xfwwAPh1VeDb59w002+\ngHL77cEeN5mNzc5mRG4ug9hx220DBgHDc3MZN3JksCfMyYETT4Q+fXyzs/T0YI8vUg6FKxGRCO3b\n+wXn8+fDHnvAoEEwcCAsXBjcOVq39h3bH3yw5td5JYs506ZxUpznBgFzpk4N7mSffOKnAQ84AF5+\nGZo1C+7YIhWgcCUiEsMhh/jlOi+8AMuWwUEH+Y4Ba9cGc/yrrvJB7qabgjleMnOFhTTbuJF41wIa\n0KSggEDuGPLFF77nRbduvuzYokX1jylSSQpXIiJxmPkLzL780q+RmjLF/82+6y7YurV6x27a1C9u\nf/55+OCDYMabdDZtgokTsZ492R4KES86OaAgPT1ut/0KW7zYX/q5554waxZkZlbveCJVpHAlIrIL\njRv7qwiXLvX3CLzxRth/f5g6tXrrsc45x6/ruv76OnZbnBUr/L1+OnaE4cPhsMM4+owzeDXO7jOA\nfkOGVO+cX3/tm5e1bg1vvOG/iiSIwpWISAW1beuvIvzsM9+W6fe/943F58+v2vEaNPCNRd97zy8N\nSnlz5/p+Uvvs49vfX3YZfPMNTJnCdQ8/zN09e/IKlFawHPAKML5nT66tzs2TV63yFaumTeHNN6Fd\nu+q/F5FqULgSEamk/ff3y3lmzoSffoLDDoPzz4fvvou9f3lriQYM8AWXlL0tzvbt8PTTvmnYUUf5\nxeT33gvffgt//zt06gRARkYG03NymJeVRb8OHRjQpg39OnRgXlYW03NyyMjIqNr516zxHyD4RXLt\n2wf0xkSqzgJZQJgAZtYLmD9//nx69eqV6OGISD1VWAgPPQS33AKbN8Nf/uLvX1hUFCI7eyzTps2h\noCCd9PQCBg/uy5gx1+0UJObPh0MP9ce5+OIEvZHK2rDBD3jiRB+k+veHa66Bk06q0K1lnHPVX2P1\n44++dBgKwbvvQteu1TueSDkWLFhA7969AXo75xaUt6/ClYhIAPLy/G3yJkyAdu1COHc6a9YMB07C\nXw/ngFfp2fNucnKm7xSwzjoL5szxrRmaN6/98VfY4sX+TT72mE+WZ5/tQ9WBB9buONavh379fMB6\n5x3o0aN2zy/1TmXClaYFRaTeC+I/Mlu18lcRfvklpKePZc2a6yBGy8zc3OGMHDlup9ePGeOnGO+5\np9pDCZ5zfsrtd7+Dnj39JY7XXw8rV8Kjj9Z+sMrP9/Op333nF68rWEmSUbgSkXopFAqRdX0WHQ/s\nSLsD29HxwI5kXZ9V7duwdOsGW7fOAQbE2WMQU6fO2Wlr165wxRV+gXtQvbSqraAAJk+Ggw/2034r\nVvgOqytW+HsF7b577Y9p0yY/9bh0Kcye7W8IKZJkFK5EpN4JhUL06d+Hid9NZPXg1az7/TpWD17N\nxNUT6dO/T7UClnOOgoJ0KKdlZkFBk5jVsuxs31vrjjuqfPpg/PAD3HYbdOkCF14InTv7q/A+/RQu\nuCBxt5LZvNlXzz7/HF5/3Yc+kSSkcCUi9U72Hdnk9siF7pSdtesBud1yGTm66ve5MzPS0wugnJaZ\nTZoUxFzM3bat76E1aZIvzNS6zz/fEab+8Q/fa2LRIt8n4rjjfPKrZaUhtKAATj8dPvoIXnvNX6Ip\nkqQUrkSk3pk2cxp0i/NkD5j6WvXuczd4cF+I2zLzNbZv78eiRbGfvfpqP9uWnV2tIVRccTHMmAHH\nH+/XTs2e7Utnq1bBP/+ZkPVMoVCIW7OyOLZjRwa2a8exHTpw6/77E3rnHR/0jj661sckUhkNEz0A\nEZGatL1oO8vzlrN43WIWr1vMop8W8cP2H8qbtaPAFVSrVcCYMdcxe/Zp5OY6dixqd8AM9trrHho2\nfIFevfzi9YsvLlsQatoUbr8dLroIrr0W+vSp0hB27eef4fHH/ZV/ixf7E02ZAkOGQKNGNXTSXQuF\nQpzWpw8jcnMZxY5PbiZweseOvHDooVSxI5ZIrVG4EpGU55xjzaY1ZQLU4vX+319v+JrCYt+ds2nD\npnRv051GRY0odIWxA5aDLVu38NF3H3HYnodVKWBlZGSQkzOdkSPHMXXqWAoKmpCevpUhQ/oyevQL\npKVlMHw4XHqpb0b60EN+SrDEeefB3Xf7C/Lefjvg2bhVq3yb+QcfhI0bfZh67DE48sgAT1J1Y7Oz\nGZGby6CIbQacCBR9+y3jRo5k1IQJCRqdSMWoz5VIPRNI88YEySvIKw1Q0Y+ft/8MQANrQNfdutKj\nTQ96tO7hv4YfHVp2IM3SyLo+i4mrJ0KsGa/FkPFTBqGjQvRu35vLD72coQcMpVmjZlUed7zP/IUX\nfOWqSRP497/9zFyJGTPg5JPhlVdg0KCdXlp5OTkwfjw895xvpHXJJXDVVX7RejLIz4eVK+nXrx9v\nrVsXL/fSr0MH5nz7bW2PTkRNREWkrFAoRPYd2UybOY0CV0C6pTN44GDG3Dym6rcdqSEFhQUsW7+s\nbHgKV6F+/PnH0v3at2hfJjj1aNODfdvsS9fdutK4QeNyz1FytWBut1wfsErmnhZDz6U9mTt7Lv/7\n4X/cP+9+XlvyGpnpmZx/0Plcduhl7Nt230Df73ff+UrVG2/4acAxY3zYcs73yPzpJ3+RXoMGVTh4\nYaFPcPfcA++/7+/5d/XV/l49tflzLyz0b3TlSv9YsWLHv0seGzfigNOAF8s51IA2bZi5dm3K/geC\npC6FKxEpVRokeuT6RdwlQWIJ9FzSk5w3q3FftyoqKi5i1cZVO6bwIgLUirwVuPCVdi2btCwNTZEh\nqnvr7mQ0qd6YQ6EQI0ePZOprU0sD55AThzB65Ogyn8c3G77hgfkP8MjHj/DT5p84fu/jufzQyzll\n31NomBbMyoriYl9UuvFGf9/Cp57yX3Ny4PDDfWupCy+sxAHz8/2NkydO9EGmb1/fRf3kk6uY0ipw\nvsigFB2eVq/2b7LEbrv5KxI7d/aVs5J/d+5M38GDefv77+NWrvp26MA7qlxJAihciUiprOuzmPjd\nRN92INoiyOqUxYQ7JwQ+XeicY+3mtTGn8JauX8rWoq0ANG7QmG6tu8WcxvtF81/USoWiIu+9oLCA\n5798nvs/up+5386lQ0YHLu19KZf0uoT2GcHcLPiTT/xtcL75BsaNg8svhz/+Ef73P7/mvFkz2LZt\nG40bx6nMLVvmF6hPngxbt8LQoT5UHXJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ilp_routes = get_route_ilp(VRP)\n", "plot_routes(ilp_routes, figure_size = (7,5))" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fancy_plot(ilp_routes)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "3.5.4" }, "latex_envs": { "LaTeX_envs_menu_present": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }