{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "source": [ "# Capacitated Location Set Covering Problem–System Optimal (CLSCP-SO)\n", "\n", "*Authors:* [Erin Olson](https://github.com/erinrolson), [Germano Barcelos](https://github.com/gegen07), [James Gaboardi](https://github.com/jGaboardi), [Levi J. Wolf](https://github.com/ljwolf), [Qunshan Zhao](https://github.com/qszhao)\n", "\n", "The Capacitated Location Set Covering – System Optimal (CLSCP-SO) model builds off of the [LSCP](https://pysal.org/spopt/notebooks/lscp.html), but allows for the assignment of a facility's capacity and the amount of demand at a demand point to be used in the siting of facilities. CLSCP-SO can be described as follows:\n", "\n", "\"_Locate just enough facilities and associated capacity such that all demand is served within the capacity limits of each facility, given the coverage capabilities of each facility._\" Church L. & Murray, A. (2018)\n", "\n", "**CLSCP-SO can be written as:**\n", "\n", "$\\begin{array}\n", "\\displaystyle \\textbf{Minimize} & \\displaystyle \\sum_{j \\in J}{Y_j} && (1) \\\\\n", "\\displaystyle \\textbf{Subject to:} & \\displaystyle \\sum_{j \\in N_i}{z_{ij}} = 1 & \\forall i \\in I & (2) \\\\\n", " & \\displaystyle \\sum_{i \\in I} a_i z_{ij} \\leq C_jx_j & \\forall j \\in J & (3) \\\\\n", " & Y_j \\in {0,1} & \\forall j \\in J & (4) \\\\\n", " & z_{ij} \\geq 0 & \\forall i \\in I \\quad \\forall j \\in N_i & (5) \\\\\n", "\\end{array}$\n", "\n", "$\\begin{array}\n", "\\displaystyle \\textbf{Where:}\\\\ & & \\displaystyle i & \\small = & \\textrm{index of demand points/areas/objects in set } I \\\\\n", "& & j & \\small = & \\textrm{index of potential facility sites in set } J \\\\\n", "& & S & \\small = & \\textrm{maximal acceptable service distance or time standard} \\\\\n", "& & d_{ij} & \\small = & \\textrm{shortest distance or travel time between nodes } i \\textrm{ and } j \\\\\n", "& & N_i & \\small = & \\{j | d_{ij} < S\\} \\\\\n", "& & a_i & \\small = & \\textrm{amount of demand at } i \\\\\n", "& & C_j & \\small = & \\textrm{capacity of potential facility } j \\\\\n", "& & z_{ij} & \\small = & \\textrm{fraction of demand } i \\textrm{ that is assigned to facility } j \\\\\n", "& & Y_j & \\small = & \\begin{cases} \n", " 1, \\text{if a facility is located at node } j\\\\\n", " 0, \\text{otherwise} \\\\\n", " \\end{cases}\n", "\\end{array}$\n", "\n", "_The formulation above is adapted from Church and Murray (2018)._\n", "\n", "--------------------\n", "\n", "This tutorial solves the CLSCP-SO by generating synthetic demand (clients) and facility sites near a 10x10 lattice representing a gridded urban core, and is broken out as follows:\n", "\n", "1. Data and setup\n", "2. Demonstrating the CLSCP-SO with 2 facilities and 5 five client sites\n", " * Six scenarios are detailed in which facility capacity is swapped between sites\n", "3. Comparing solutions to covering problems with a single pre-defined facility\n", " * CLSCP-SO\n", " * standard LSCP" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:25.556826Z", "start_time": "2023-01-10T23:04:25.511104Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:30.306914Z", "iopub.status.busy": "2023-12-10T18:48:30.306480Z", "iopub.status.idle": "2023-12-10T18:48:30.342682Z", "shell.execute_reply": "2023-12-10T18:48:30.341253Z", "shell.execute_reply.started": "2023-12-10T18:48:30.306888Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2023-12-10T13:48:30.327726-05:00\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.0\n", "IPython version : 8.18.0\n", "\n", "Compiler : Clang 15.0.7 \n", "OS : Darwin\n", "Release : 23.1.0\n", "Machine : x86_64\n", "Processor : i386\n", "CPU cores : 8\n", "Architecture: 64bit\n", "\n" ] } ], "source": [ "%config InlineBackend.figure_format = \"retina\"\n", "%load_ext watermark\n", "%watermark" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:27.903605Z", "start_time": "2023-01-10T23:04:25.560503Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:30.345883Z", "iopub.status.busy": "2023-12-10T18:48:30.345299Z", "iopub.status.idle": "2023-12-10T18:48:32.470320Z", "shell.execute_reply": "2023-12-10T18:48:32.469405Z", "shell.execute_reply.started": "2023-12-10T18:48:30.345846Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Watermark: 2.4.3\n", "\n", "numpy : 1.26.2\n", "matplotlib: 3.8.2\n", "shapely : 2.0.2\n", "pulp : 2.7.0\n", "geopandas : 0.14.1\n", "spopt : 0.5.1.dev53+g5cadae7\n", "spaghetti : 1.7.4\n", "pandas : 2.1.3\n", "\n" ] } ], "source": [ "import geopandas\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Patch\n", "import matplotlib.lines as mlines\n", "import numpy\n", "import pandas\n", "import pulp\n", "import shapely\n", "import spopt\n", "from spopt.locate import LSCP, LSCPB, MCLP, simulated_geo_points\n", "\n", "import warnings\n", "with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " # ignore deprecation warning - GH pysal/spaghetti#649\n", " import spaghetti\n", "\n", "%watermark -w\n", "%watermark -iv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----------------------\n", "\n", "## 1. Data and setup\n", "\n", "Since the model needs a distance cost matrix we should define some variables. In the comments, it's defined what these variables are for but solver. The solver, assigned below as `pulp.PULP_CBC_CMD`, is an interface to optimization solver developed by [COIN-OR](https://github.com/coin-or/Cbc). If you want to use another optimization interface as Gurobi or CPLEX see this [guide](https://coin-or.github.io/pulp/guides/how_to_configure_solvers.html) that explains how to achieve this." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:27.913721Z", "start_time": "2023-01-10T23:04:27.909758Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:32.472826Z", "iopub.status.busy": "2023-12-10T18:48:32.472160Z", "iopub.status.idle": "2023-12-10T18:48:32.478921Z", "shell.execute_reply": "2023-12-10T18:48:32.477620Z", "shell.execute_reply.started": "2023-12-10T18:48:32.472779Z" } }, "outputs": [], "source": [ "# quantity demand points\n", "CLIENT_COUNT = 5\n", "\n", "# quantity supply points\n", "FACILITY_COUNT = 2\n", "\n", "# maximum service radius (in distance units)\n", "SERVICE_RADIUS = 15\n", "\n", "# random seeds for reproducibility\n", "CLIENT_SEED = 5\n", "FACILITY_SEED = 6\n", "\n", "# set the solver\n", "solver = pulp.COIN_CMD(msg=False, warmStart=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lattice 10x10\n", "\n", "Create a 10x10 lattice with 9 interior lines, both vertical and horizontal." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:27.956375Z", "start_time": "2023-01-10T23:04:27.916517Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:32.481191Z", "iopub.status.busy": "2023-12-10T18:48:32.480658Z", "iopub.status.idle": "2023-12-10T18:48:32.534355Z", "shell.execute_reply": "2023-12-10T18:48:32.533645Z", "shell.execute_reply.started": "2023-12-10T18:48:32.481126Z" } }, "outputs": [], "source": [ "with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " # ignore deprecation warning - GH pysal/libpysal#468\n", " lattice = spaghetti.regular_lattice((0, 0, 10, 10), 9, exterior=True)\n", "ntw = spaghetti.Network(in_data=lattice)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transform the `spaghetti` instance into a geodataframe." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:28.075025Z", "start_time": "2023-01-10T23:04:27.958968Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:32.535947Z", "iopub.status.busy": "2023-12-10T18:48:32.535525Z", "iopub.status.idle": "2023-12-10T18:48:32.626660Z", "shell.execute_reply": "2023-12-10T18:48:32.624758Z", "shell.execute_reply.started": "2023-12-10T18:48:32.535888Z" } }, "outputs": [], "source": [ "streets = spaghetti.element_as_gdf(ntw, arcs=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:28.112687Z", "start_time": "2023-01-10T23:04:28.078199Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:32.628494Z", "iopub.status.busy": "2023-12-10T18:48:32.628057Z", "iopub.status.idle": "2023-12-10T18:48:32.656760Z", "shell.execute_reply": "2023-12-10T18:48:32.655777Z", "shell.execute_reply.started": "2023-12-10T18:48:32.628471Z" } }, "outputs": [], "source": [ "streets_buffered = geopandas.GeoDataFrame(\n", " geopandas.GeoSeries(streets[\"geometry\"].buffer(0.2).unary_union),\n", " crs=streets.crs,\n", " columns=[\"geometry\"],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the network created by `spaghetti` we can verify that it mimics a district with quarters and streets." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:28.333204Z", "start_time": "2023-01-10T23:04:28.115708Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:32.660371Z", "iopub.status.busy": "2023-12-10T18:48:32.660093Z", "iopub.status.idle": "2023-12-10T18:48:32.836533Z", "shell.execute_reply": "2023-12-10T18:48:32.835705Z", "shell.execute_reply.started": "2023-12-10T18:48:32.660351Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 413, "width": 416 } }, "output_type": "display_data" } ], "source": [ "streets.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulate points in a network\n", "\n", "The `simulated_geo_points` function simulates points near a network. In this case, it uses the 10x10 lattice network created using the `spaghetti` package. Below we use the function defined above and simulate the points near the lattice edges." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:28.350099Z", "start_time": "2023-01-10T23:04:28.335755Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:32.838002Z", "iopub.status.busy": "2023-12-10T18:48:32.837685Z", "iopub.status.idle": "2023-12-10T18:48:32.847970Z", "shell.execute_reply": "2023-12-10T18:48:32.847305Z", "shell.execute_reply.started": "2023-12-10T18:48:32.837982Z" } }, "outputs": [], "source": [ "client_points = simulated_geo_points(\n", " streets_buffered, needed=CLIENT_COUNT, seed=CLIENT_SEED\n", ")\n", "facility_points = simulated_geo_points(\n", " streets_buffered, needed=FACILITY_COUNT, seed=FACILITY_SEED\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the 5 client and 2 facility points we can see that the function generates dummy points to an area of 10x10, which is the area created by our lattice created on previous cells." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:28.837537Z", "start_time": "2023-01-10T23:04:28.352994Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:32.849393Z", "iopub.status.busy": "2023-12-10T18:48:32.849107Z", "iopub.status.idle": "2023-12-10T18:48:33.372606Z", "shell.execute_reply": "2023-12-10T18:48:33.371624Z", "shell.execute_reply.started": "2023-12-10T18:48:32.849370Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 505, "width": 790 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "streets.plot(ax=ax, alpha=0.8, zorder=1, label=\"streets\")\n", "facility_points.plot(\n", " ax=ax, color=\"red\", zorder=2, label=f\"facility candidate sites ($n$={FACILITY_COUNT})\"\n", ")\n", "client_points.plot(ax=ax, color=\"black\", label=f\"clients sites ($n$={CLIENT_COUNT})\")\n", "plt.legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Assign simulated points network locations\n", "\n", "The simulated client and facility points do not adhere to network space. Calculating distances between them without restricting movement to the network results in a euclidean distances,'as the crow flies.' While this is acceptable for some applications, for others it is more realistic to consider network traversal (e.g. Does a mail carrier follow roads to deliver letters or fly from mailbox to mailbox?).\n", "\n", "In our first example we will consider distance along the 10x10 lattice network created above. Therefore, we must first snap the observation points to the network prior to calculating a cost matrix." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:28.891494Z", "start_time": "2023-01-10T23:04:28.840129Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.374840Z", "iopub.status.busy": "2023-12-10T18:48:33.374287Z", "iopub.status.idle": "2023-12-10T18:48:33.419705Z", "shell.execute_reply": "2023-12-10T18:48:33.418483Z", "shell.execute_reply.started": "2023-12-10T18:48:33.374817Z" } }, "outputs": [], "source": [ "with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " # ignore deprecation warning - GH pysal/libpysal#468\n", " ntw.snapobservations(client_points, \"clients\", attribute=True)\n", "clients_snapped = spaghetti.element_as_gdf(ntw, pp_name=\"clients\", snapped=True)\n", "clients_snapped.drop(columns=[\"id\", \"comp_label\"], inplace=True)\n", "\n", "with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " # ignore deprecation warning - GH pysal/libpysal#468\n", " ntw.snapobservations(facility_points, \"facilities\", attribute=True)\n", "facilities_snapped = spaghetti.element_as_gdf(ntw, pp_name=\"facilities\", snapped=True)\n", "facilities_snapped.drop(columns=[\"id\", \"comp_label\"], inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the plot seems more organized as the points occupy network space. The network is plotted below with the network locations of the facility points and clients points." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.218510Z", "start_time": "2023-01-10T23:04:28.893647Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.422349Z", "iopub.status.busy": "2023-12-10T18:48:33.421309Z", "iopub.status.idle": "2023-12-10T18:48:33.792130Z", "shell.execute_reply": "2023-12-10T18:48:33.791488Z", "shell.execute_reply.started": "2023-12-10T18:48:33.422315Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 505, "width": 790 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "streets.plot(ax=ax, alpha=0.8, zorder=1, label=\"streets\")\n", "facilities_snapped.plot(\n", " ax=ax, color=\"red\", zorder=2, label=f\"facility candidate sites ($n$={FACILITY_COUNT})\"\n", ")\n", "clients_snapped.plot(ax=ax, color=\"black\", label=f\"clients sites ($n$={CLIENT_COUNT})\")\n", "plt.legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculating the (network distance) cost matrix\n", "Calculate the network distance between clients and facilities." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.292374Z", "start_time": "2023-01-10T23:04:29.226199Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.793583Z", "iopub.status.busy": "2023-12-10T18:48:33.793270Z", "iopub.status.idle": "2023-12-10T18:48:33.846882Z", "shell.execute_reply": "2023-12-10T18:48:33.845994Z", "shell.execute_reply.started": "2023-12-10T18:48:33.793561Z" } }, "outputs": [ { "data": { "text/plain": [ "(5, 2)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cost_matrix = ntw.allneighbordistances(\n", " sourcepattern=ntw.pointpatterns[\"clients\"],\n", " destpattern=ntw.pointpatterns[\"facilities\"],\n", ")\n", "cost_matrix.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The expected result here is a network distance between clients and facilities points, in our case a 2D 5x2 array." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.299210Z", "start_time": "2023-01-10T23:04:29.294422Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.848669Z", "iopub.status.busy": "2023-12-10T18:48:33.848374Z", "iopub.status.idle": "2023-12-10T18:48:33.854372Z", "shell.execute_reply": "2023-12-10T18:48:33.853337Z", "shell.execute_reply.started": "2023-12-10T18:48:33.848649Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[12.60302601, 3.93598651],\n", " [13.10096347, 4.43392397],\n", " [ 6.9095462 , 4.2425067 ],\n", " [ 2.98196832, 7.84581224],\n", " [ 7.5002892 , 6.32806975]])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cost_matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----------------------\n", "\n", "## 2. Demonstrating CLSCP-SO behavior\n", "\n", "### Generating synthetic client demand and facility capacity\n", "\n", "First create synthetic demand total 15 units." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.311349Z", "start_time": "2023-01-10T23:04:29.301327Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.855911Z", "iopub.status.busy": "2023-12-10T18:48:33.855593Z", "iopub.status.idle": "2023-12-10T18:48:33.866053Z", "shell.execute_reply": "2023-12-10T18:48:33.865443Z", "shell.execute_reply.started": "2023-12-10T18:48:33.855888Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " geometry demand\n", "0 POINT (2.10873 8.85562) 1\n", "1 POINT (1.94988 9.35355) 2\n", "2 POINT (4.87948 6.16214) 3\n", "3 POINT (7.76544 5.19155) 4\n", "4 POINT (2.88673 1.75230) 5" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "client_points[\"demand\"] = numpy.arange(1, 6)\n", "client_points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By manipulating client demand and facility capacity we can demonstrate how capacity is accounted for and generates different results. We'll do this using 6 different scenarios while adjusting the capacities at the two sites.\n", "\n", "1. $1 \\gg 2 \\quad [15, 5]$: Facility 1 has much more capacity than Facility 2. Only Facility 1 provides a feasible solution.\n", "2. $1 \\ll 2 \\quad [5, 15]$: Facility 1 has much less capacity than Facility 2. Only Facility 2 provides a feasible solution.\n", "3. $1 \\gtrapprox 2 \\quad [8, 7]$: Facility 1 and Facility 2 have nearly equal capacity, but Facility 1 is slightly larger. Neither facility can serve all demand alone.\n", "4. $1 \\equiv 2 \\quad [15, 15]$: Facility 1 and Facility 2 have equivalent capacity. Either facility can serve all demand.\n", "5. $1 \\gtrapprox 2 \\quad [16, 15]$: Facility 1 and Facility 2 have nearly equal capacity, but Facility 1 is slightly larger. Either facility can serve all demand.\n", "6. $1 \\lessapprox 2 \\quad [15, 16]$: Facility 1 and Facility 2 have nearly equal capacity, but Facility 2 is slightly larger. Either facility can serve all demand.\n", "\n", "Since the sum of demand quantity is 15, the problem will be feasible in all cases. We know this because the capacity of the system must always be greater than the demand. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.327964Z", "start_time": "2023-01-10T23:04:29.312943Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.867078Z", "iopub.status.busy": "2023-12-10T18:48:33.866898Z", "iopub.status.idle": "2023-12-10T18:48:33.878934Z", "shell.execute_reply": "2023-12-10T18:48:33.878269Z", "shell.execute_reply.started": "2023-12-10T18:48:33.867062Z" } }, "outputs": [ { "data": { "text/html": [ "
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geometrycap_1cap_2cap_3cap_4cap_5cap_6
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" ], "text/plain": [ " geometry cap_1 cap_2 cap_3 cap_4 cap_5 cap_6\n", "0 POINT (9.08575 3.25259) 15 5 8 15 16 15\n", "1 POINT (0.91963 5.98854) 5 15 7 15 15 16" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "facility_points[\"cap_1\"] = [15, 5]\n", "facility_points[\"cap_2\"] = [5, 15]\n", "facility_points[\"cap_3\"] = [8, 7]\n", "facility_points[\"cap_4\"] = [15, 15]\n", "facility_points[\"cap_5\"] = [16, 15]\n", "facility_points[\"cap_6\"] = [15, 16]\n", "facility_points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With ``LSCP.from_cost_matrix`` we model the CLSCP-SO to cover all demand points within `SERVICE_RADIUS` distance units using the network distance cost matrix calculated above.\n", "\n", "### Scenario 1\n", "* facility 1 capacity >> facility 2 capacity\n", "* only Facility 1 provides a feasible solution" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.334313Z", "start_time": "2023-01-10T23:04:29.330619Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.880756Z", "iopub.status.busy": "2023-12-10T18:48:33.880336Z", "iopub.status.idle": "2023-12-10T18:48:33.886359Z", "shell.execute_reply": "2023-12-10T18:48:33.885592Z", "shell.execute_reply.started": "2023-12-10T18:48:33.880718Z" } }, "outputs": [], "source": [ "clscpso_1 = LSCP.from_cost_matrix(\n", " cost_matrix,\n", " SERVICE_RADIUS,\n", " demand_quantity_arr=client_points[\"demand\"],\n", " facility_capacity_arr=facility_points[\"cap_1\"],\n", " name=\"CLSCP-SO_$1\\\\gg2$\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The expected result is a solved instance of `LSCP`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.667783Z", "start_time": "2023-01-10T23:04:29.336901Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.887499Z", "iopub.status.busy": "2023-12-10T18:48:33.887208Z", "iopub.status.idle": "2023-12-10T18:48:33.935763Z", "shell.execute_reply": "2023-12-10T18:48:33.934854Z", "shell.execute_reply.started": "2023-12-10T18:48:33.887476Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clscpso_1 = clscpso_1.solve(solver)\n", "clscpso_1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the decision variable names used for mapping later." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.682819Z", "start_time": "2023-01-10T23:04:29.670368Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.937926Z", "iopub.status.busy": "2023-12-10T18:48:33.937400Z", "iopub.status.idle": "2023-12-10T18:48:33.950292Z", "shell.execute_reply": "2023-12-10T18:48:33.949350Z", "shell.execute_reply.started": "2023-12-10T18:48:33.937897Z" } }, "outputs": [ { "data": { "text/html": [ "
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geometrycap_1cap_2cap_3cap_4cap_5cap_6dv
0POINT (9.08575 3.25259)1558151615y0
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" ], "text/plain": [ " geometry cap_1 cap_2 cap_3 cap_4 cap_5 cap_6 dv\n", "0 POINT (9.08575 3.25259) 15 5 8 15 16 15 y0\n", "1 POINT (0.91963 5.98854) 5 15 7 15 15 16 y1" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "facility_points[\"dv\"] = clscpso_1.fac_vars\n", "facility_points[\"dv\"] = facility_points[\"dv\"].map(lambda x: x.name.replace(\"_\", \"\"))\n", "facility_points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario 2\n", "* facility 1 capacity << facility 2 capacity\n", "* only Facility 2 provides a feasible solution" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.730317Z", "start_time": "2023-01-10T23:04:29.685128Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.951787Z", "iopub.status.busy": "2023-12-10T18:48:33.951368Z", "iopub.status.idle": "2023-12-10T18:48:33.993758Z", "shell.execute_reply": "2023-12-10T18:48:33.992561Z", "shell.execute_reply.started": "2023-12-10T18:48:33.951770Z" } }, "outputs": [], "source": [ "clscpso_2 = LSCP.from_cost_matrix(\n", " cost_matrix,\n", " SERVICE_RADIUS,\n", " demand_quantity_arr=client_points[\"demand\"],\n", " facility_capacity_arr=facility_points[\"cap_2\"],\n", " name=\"CLSCP-SO_$1\\\\ll2$\"\n", ")\n", "clscpso_2 = clscpso_2.solve(solver)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario 3\n", "* facility 1 capacity $\\gtrapprox$ facility 2 capacity\n", "* neither facility can serve all demand alone" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.777401Z", "start_time": "2023-01-10T23:04:29.733472Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:33.995626Z", "iopub.status.busy": "2023-12-10T18:48:33.995292Z", "iopub.status.idle": "2023-12-10T18:48:34.041454Z", "shell.execute_reply": "2023-12-10T18:48:34.040681Z", "shell.execute_reply.started": "2023-12-10T18:48:33.995602Z" } }, "outputs": [], "source": [ "clscpso_3 = LSCP.from_cost_matrix(\n", " cost_matrix,\n", " SERVICE_RADIUS,\n", " demand_quantity_arr=client_points[\"demand\"],\n", " facility_capacity_arr=facility_points[\"cap_3\"],\n", " name=\"CLSCP-SO_$1\\\\gtrapprox2$_low\"\n", ")\n", "clscpso_3 = clscpso_3.solve(solver)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario 4\n", "* facility 1 capacity $\\equiv$ facility 2 capacity\n", "* either facility can serve all demand" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.822844Z", "start_time": "2023-01-10T23:04:29.780531Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:34.043666Z", "iopub.status.busy": "2023-12-10T18:48:34.042897Z", "iopub.status.idle": "2023-12-10T18:48:34.095848Z", "shell.execute_reply": "2023-12-10T18:48:34.094804Z", "shell.execute_reply.started": "2023-12-10T18:48:34.043638Z" } }, "outputs": [], "source": [ "clscpso_4 = LSCP.from_cost_matrix(\n", " cost_matrix,\n", " SERVICE_RADIUS,\n", " demand_quantity_arr=client_points[\"demand\"],\n", " facility_capacity_arr=facility_points[\"cap_4\"],\n", " name=\"CLSCP-SO_$1\\\\equiv2$_high\"\n", ")\n", "clscpso_4 = clscpso_4.solve(solver)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario 5\n", "* facility 1 capacity $\\gtrapprox$ facility 2 capacity\n", "* either facility can serve all demand" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.873260Z", "start_time": "2023-01-10T23:04:29.826601Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:34.103987Z", "iopub.status.busy": "2023-12-10T18:48:34.103640Z", "iopub.status.idle": "2023-12-10T18:48:34.149748Z", "shell.execute_reply": "2023-12-10T18:48:34.148614Z", "shell.execute_reply.started": "2023-12-10T18:48:34.103963Z" } }, "outputs": [], "source": [ "clscpso_5 = LSCP.from_cost_matrix(\n", " cost_matrix,\n", " SERVICE_RADIUS,\n", " demand_quantity_arr=client_points[\"demand\"],\n", " facility_capacity_arr=facility_points[\"cap_5\"],\n", " name=\"CLSCP-SO_$1\\\\gtrapprox2$_high\"\n", ")\n", "clscpso_5 = clscpso_5.solve(solver)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario 6\n", "* facility 1 capacity $\\lessapprox$ facility 2 capacity\n", "* either facility can serve all demand" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.923169Z", "start_time": "2023-01-10T23:04:29.876581Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:34.152316Z", "iopub.status.busy": "2023-12-10T18:48:34.151743Z", "iopub.status.idle": "2023-12-10T18:48:34.200807Z", "shell.execute_reply": "2023-12-10T18:48:34.199118Z", "shell.execute_reply.started": "2023-12-10T18:48:34.152271Z" } }, "outputs": [], "source": [ "clscpso_6 = LSCP.from_cost_matrix(\n", " cost_matrix,\n", " SERVICE_RADIUS,\n", " demand_quantity_arr=client_points[\"demand\"],\n", " facility_capacity_arr=facility_points[\"cap_6\"],\n", " name=\"CLSCP-SO_$1\\\\lessapprox2$_high\"\n", ")\n", "clscpso_6 = clscpso_6.solve(solver)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the results\n", "\n", "The two cells below describe the plotting of the results. The plots display the facility sites that were selected with a star colored and the points covered with the same color. Demand points covered by more than one facility are displayed in overlapping concentric circles." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:29.933682Z", "start_time": "2023-01-10T23:04:29.926791Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:34.203993Z", "iopub.status.busy": "2023-12-10T18:48:34.203350Z", "iopub.status.idle": "2023-12-10T18:48:34.211967Z", "shell.execute_reply": "2023-12-10T18:48:34.210948Z", "shell.execute_reply.started": "2023-12-10T18:48:34.203921Z" } }, "outputs": [ { "data": { "text/plain": [ "{'y0': 'darkcyan',\n", " 'y1': 'mediumseagreen',\n", " 'y2': 'saddlebrown',\n", " 'y3': 'darkslategray',\n", " 'y4': 'lightskyblue',\n", " 'y5': 'thistle',\n", " 'y6': 'lavender',\n", " 'y7': 'darkgoldenrod',\n", " 'y8': 'peachpuff',\n", " 'y9': 'coral',\n", " 'y10': 'mediumvioletred',\n", " 'y11': 'blueviolet',\n", " 'y12': 'fuchsia',\n", " 'y13': 'cyan',\n", " 'y14': 'limegreen',\n", " 'y15': 'mediumorchid'}" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dv_colors_arr = [\n", " \"darkcyan\",\n", " \"mediumseagreen\",\n", " \"saddlebrown\",\n", " \"darkslategray\",\n", " \"lightskyblue\",\n", " \"thistle\",\n", " \"lavender\",\n", " \"darkgoldenrod\",\n", " \"peachpuff\",\n", " \"coral\",\n", " \"mediumvioletred\",\n", " \"blueviolet\",\n", " \"fuchsia\",\n", " \"cyan\",\n", " \"limegreen\",\n", " \"mediumorchid\",\n", "]\n", "dv_colors = {f\"y{i}\": dv_colors_arr[i] for i in range(len(dv_colors_arr))}\n", "dv_colors" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:30.044786Z", "start_time": "2023-01-10T23:04:29.935872Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:34.213882Z", "iopub.status.busy": "2023-12-10T18:48:34.213244Z", "iopub.status.idle": "2023-12-10T18:48:34.226785Z", "shell.execute_reply": "2023-12-10T18:48:34.225560Z", "shell.execute_reply.started": "2023-12-10T18:48:34.213845Z" } }, "outputs": [], "source": [ "def plot_results(model, p, facs, clis=None, ax=None):\n", " \"\"\"Visualize optimal solution sets and context.\"\"\"\n", " if not ax:\n", " multi_plot = False\n", " fig, ax = plt.subplots(figsize=(6, 6))\n", " markersize, markersize_factor = 4, 4\n", " else:\n", " ax.axis(\"off\")\n", " multi_plot = True\n", " markersize, markersize_factor = 2, 2\n", " ax.set_title(model.name, fontsize=15)\n", "\n", " # extract facility-client relationships for plotting (except for p-dispersion)\n", " plot_clis = isinstance(clis, geopandas.GeoDataFrame)\n", " if plot_clis:\n", " cli_points = {}\n", " fac_sites = {}\n", " for i, dv in enumerate(model.fac_vars):\n", " if dv.varValue:\n", " dv, predef = facs.loc[i, [\"dv\", \"predefined_loc\"]]\n", " fac_sites[dv] = [i, predef]\n", " if plot_clis:\n", " geom = clis.iloc[model.fac2cli[i]][\"geometry\"]\n", " cli_points[dv] = geom\n", " \n", " # study area and legend entries initialization\n", " streets.plot(ax=ax, alpha=1, color=\"black\", zorder=1)\n", " legend_elements = [mlines.Line2D([], [], color=\"black\", label=\"streets\")]\n", " \n", " if plot_clis:\n", " # any clients that not asscociated with a facility\n", " if model.name.startswith(\"mclp\"):\n", " c = \"k\"\n", " if model.n_cli_uncov:\n", " idx = [i for i, v in enumerate(model.cli2fac) if len(v) == 0]\n", " pnt_kws = dict(ax=ax, fc=c, ec=c, marker=\"s\", markersize=7, zorder=2)\n", " clis.iloc[idx].plot(**pnt_kws)\n", " _label = f\"Demand sites not covered ($n$={model.n_cli_uncov})\"\n", " _mkws = dict(marker=\"s\", markerfacecolor=c, markeredgecolor=c, linewidth=0)\n", " legend_elements.append(mlines.Line2D([], [], ms=3, label=_label, **_mkws))\n", "\n", " # all candidate facilities\n", " facs.plot(ax=ax, fc=\"brown\", marker=\"*\", markersize=80, zorder=8)\n", " _label = f\"Facility sites ($n$={len(model.fac_vars)})\"\n", " _mkws = dict(marker=\"*\", markerfacecolor=\"brown\", markeredgecolor=\"brown\")\n", " legend_elements.append(mlines.Line2D([], [], ms=7, lw=0, label=_label, **_mkws))\n", " \n", " # facility-(client) symbology and legend entries\n", " zorder = 4\n", " for fname, (fac, predef) in fac_sites.items():\n", " cset = dv_colors[fname]\n", " if plot_clis:\n", " # clients\n", " geoms = cli_points[fname]\n", " gdf = geopandas.GeoDataFrame(geoms)\n", " gdf.plot(ax=ax, zorder=zorder, ec=\"k\", fc=cset, markersize=100 * markersize)\n", " _label = f\"Demand sites covered by {fname}\"\n", " _mkws = dict(markerfacecolor=cset, markeredgecolor=\"k\", ms=markersize + 7)\n", " legend_elements.append(\n", " mlines.Line2D([], [], marker=\"o\", lw=0, label=_label, **_mkws)\n", " )\n", " # facilities\n", " ec = \"k\"\n", " lw = 2\n", " predef_label = \"predefined\"\n", " if model.name.endswith(predef_label) and predef:\n", " ec = \"r\"\n", " lw = 3\n", " fname += f\" ({predef_label})\"\n", " facs.iloc[[fac]].plot(\n", " ax=ax, marker=\"*\", markersize=1000, zorder=9, fc=cset, ec=ec, lw=lw\n", " )\n", " _mkws = dict(markerfacecolor=cset, markeredgecolor=ec, markeredgewidth=lw)\n", " legend_elements.append(\n", " mlines.Line2D([], [], marker=\"*\", ms=20, lw=0, label=fname, **_mkws)\n", " )\n", " # increment zorder up and markersize down for stacked client symbology\n", " zorder += 1\n", " if plot_clis:\n", " markersize -= markersize_factor / p\n", " \n", " if not multi_plot:\n", " # legend\n", " kws = dict(loc=\"upper left\", bbox_to_anchor=(1.05, 0.7))\n", " plt.legend(handles=legend_elements, **kws)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario 1" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:30.050946Z", "start_time": "2023-01-10T23:04:30.047184Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:34.228816Z", "iopub.status.busy": "2023-12-10T18:48:34.228399Z", "iopub.status.idle": "2023-12-10T18:48:34.234093Z", "shell.execute_reply": "2023-12-10T18:48:34.233022Z", "shell.execute_reply.started": "2023-12-10T18:48:34.228792Z" } }, "outputs": [], "source": [ "facility_points[\"predefined_loc\"] = 0" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:30.474871Z", "start_time": "2023-01-10T23:04:30.053102Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:34.235932Z", "iopub.status.busy": "2023-12-10T18:48:34.235522Z", "iopub.status.idle": "2023-12-10T18:48:34.697237Z", "shell.execute_reply": "2023-12-10T18:48:34.695791Z", "shell.execute_reply.started": "2023-12-10T18:48:34.235900Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 530, "width": 788 } }, "output_type": "display_data" } ], "source": [ "plot_results(\n", " clscpso_1, clscpso_1.problem.objective.value(), facility_points, clis=client_points\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Facility $y_0$ is selected because it is the only feasible solution with a capacity of 15.\n", "\n", "### Scenario 2" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:30.896633Z", "start_time": "2023-01-10T23:04:30.477992Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:34.698721Z", "iopub.status.busy": "2023-12-10T18:48:34.698334Z", "iopub.status.idle": "2023-12-10T18:48:35.122013Z", "shell.execute_reply": "2023-12-10T18:48:35.120790Z", "shell.execute_reply.started": "2023-12-10T18:48:34.698701Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 530, "width": 788 } }, "output_type": "display_data" } ], "source": [ "plot_results(\n", " clscpso_2, clscpso_2.problem.objective.value(), facility_points, clis=client_points\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When swapping the capacities from scenario 1, Facility $y_1$ is selected because it is the only feasible solution with a capacity of 15.\n", "\n", "### Scenario 3" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:31.422405Z", "start_time": "2023-01-10T23:04:30.899081Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:35.124122Z", "iopub.status.busy": "2023-12-10T18:48:35.123716Z", "iopub.status.idle": "2023-12-10T18:48:35.803401Z", "shell.execute_reply": "2023-12-10T18:48:35.802638Z", "shell.execute_reply.started": "2023-12-10T18:48:35.124092Z" } }, "outputs": [ { "data": { "image/png": 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sowWcoST635nhkJeXV7Y1FLLeD9klJiZq0aJFeuqppxQcHKzGjRvrn//8p5YtW6arV686PKd+/fp6+umn1b9/f0NrnT9/vj799FO7fe+8845uuukmQ+sojIkTJ9ptjx49Os+RH9WrV9f3339vN33Vzz//rEOHDjlsX7FiRXXo0MG6vXr16hx/DW1HQtx11112oy9ymkrKbDbbrU3TuHFj1apVK9dnAAAAAICyjoACABw4f/683XZpf9GeXy1atNDmzZv16KOPys3NLc/2cXFxmjt3rgYMGKAmTZpo/vz5ubYvTf12+vRpHT582O7nwIED2rhxo77++mt16tRJo0aNspsP3tPTU5MmTSq2moq7/4s7IMp6vay/3rCwHSVRuXJl3XPPPfriiy+yrQ9ynaenp+666y5NmjRJe/bs0YEDB/Tpp5+qefPmhtW8detWDR8+3G5fjx49NGrUKMNqKKzDhw/bjUTx9vbWa6+9lq9z27Vrp4EDB1q3MzIyNGPGjBzb245oSEpK0urVq7O1ycjI0B9//GF3jm1AsXbtWiUmJmY7b9u2bTp79qzDewEAAADAjYqAAgDKmaCgIH3zzTc6cOCA3n33XbVu3TpfC+DGxMRo4MCBeu655wo89VBJePDBBxUcHGz3ExISonbt2umJJ57Itl6Dp6enZs2apfbt2xdrXWW5/1ms17HExEQtXLiwQKMk6tWrp1GjRikyMlLnz5/Xb7/9phdeeEFhYWEGVy8dPXpUffr0sVsHpW7dupo5c2aZ+DVfs2aN3Xbfvn1VqVKlfJ+fNZjJej1b+VmHIjo62hoWmkwm3XXXXercubO8vb0lWaZ2W7lyZbbzmN4JAAAAQHmU99c3AaAcyjqlycWLF0uokuJTp04dvfzyy3r55Zd18eJFRUVFKTo6Wps3b9Zff/2V4/oCn3zyifz8/DR+/Phsx8pqv91666366quvHK6zICnHb747Uq9evXy1K4v9Hx8fn+v9ypM9e/ZoyZIlWrJkiVatWpVjEHGdh4eHOnfurF69eql3797FshB7YZw9e1Z33XWX3fox1apV07JlyxQUFFSCleXfxo0b7bZvvfXWAp2ftf3ff/+dY9u2bdsqICBAcXFxkhxP12S7r0WLFqpSpYokqXPnztYQYtmyZerdu3eO57m7u6tbt24Feg4AAAAAKIsIKADAgawLC2d9MXujqVSpku6++27dfffd1n0xMTH68ccf9cknn+jMmTN27d977z0NGTJETZo0sdtf2vvNxcVFFStWlL+/vxo1aqRbbrlFAwcOVMuWLXM9Lzg4ON/3sJ0yKr+c1f9ZA4PrL1GdITk5WcnJyXb7nLUAd1nz/PPP67///W+e7erUqaNevXqpV69euvPOO+Xr62tAdfl34cIFde/eXfv27bPuCwwM1O+//66GDRuWYGUFYzstkiSFhoYW6PzKlSsrMDBQsbGxkiz/3UpNTbVbEPs6V1dX3XHHHZo3b54ky9RYZ8+etYYQkv1ICNsRFz169LAeyzpaIjk52W66qI4dO5a63y8AAAAAUByY4gkAHKhRo4bd9unTp0vdy/biFhISoldffVUxMTEaPHiw3bGMjAx99NFH2c4pTf22fPlymc1mu5/09HTFx8fr8OHDWrp0qd566608w4mSUpj+z7oA9+nTp522TsTOnTvzvF954Wj9AMnyrffbb79d77//vnbs2KEjR47oyy+/VP/+/Uvdy+aLFy+qR48e2r59u3VfQECAli1bpqZNm5ZgZQWXNYgryPROOZ2T2wLwtlMvmc1mu5EPiYmJioqKsm5nDSiu27Vrl92oldWrV9sFgEzvBAAAAKC8IKAAAAduu+02u22z2ZzrtB83Ml9fX82aNUtt2rSx2+9o7nX6zfkK0v+OprbJOv1NYWW9jre3d6kNd4xUq1YtPfbYY/r55591/vx5/fnnn3rxxRdL9Uv+y5cv6+6771Z0dLR1n5+fn5YuXVomf02zjlpyxroZuV0j6zoUtgHFypUrlZKSIkmqUKGCOnXqZD3WvHlzVa9e3eF5WaeKynoPAAAAALhREVAAgAO1a9fONq3P8uXLS6iakufm5qbnn3/ebt/Ro0eVlJRkt+9G7besIzFy+ykO+e3/OnXqqE6dOnb7HAUZhZH1BWr79u3l4eHhlGuXNS1bttSECRO0bds2HTt2TF9//bXuvfdeVaxYsaRLy1NiYqJ69+6t9evXW/f5+vpqyZIluuWWW0qwssJzxtorWc8JCAjIsW1wcLAaNGhg3bb9s2H7561Lly7y9PS0O7d79+4O29p+DggIyBZIAgAAAMCNioACAHJgux6AJEVERCg1NbWEqil5jr5Z7WiNA/qteBS2/2fMmFHk/j937pwiIyNzvU958swzz+ill15S8+bNi/U+CQkJTr1eUlKS+vbtqzVr1lj3VahQQb/88kuBF5YuTWzXf5Bkt6ZGfly4cMG6/oQk+fv7O1x/wpbtFEwnT57Ujh07JNmHFY5GQdju+/3332U2m3X27Flt27bNuv+OO+6Qq6trgZ4BAAAAAMoqAgoAyMHo0aPl4pL5n8nTp09r1qxZJVhRyXL0wszRXO/0W/HIb/8///zzdtPTnDt3ThEREUW698cff2wXcvj4+Oixxx4r0jVvJLGxsfr+++/17LPP6r777lOfPn0UHh6ujz76SFu2bCnw9dLT0zVu3DiH64wUVnJysvr166cVK1ZY93l5eSkyMlJdunRx2n1KQtu2be22161bV6Dzs7Zv165dnuc4mubpxIkT2rVrl3Wfo3Uk7rrrLuufz3PnzmnLli1atmyZ3egr1p8AAAAAUJ4QUABADkJDQ3Xvvffa7fvnP/+pkydPFvnaBw4cKPI1jGb74k2yvBz38fHJ1o5+Kx757f8mTZqoV69edvteeuklnTlzptD3/eCDD+z2hYeHZ5tWpzyKiYnRyJEjVaNGDQ0dOlSffvqp5s2bp8WLF2vatGn65z//qVatWqlBgwZ64403dOrUqTyv+ddff6lTp0565513lJ6e7pQ6U1JSNHDgQP3+++/WfZ6envrf//6nO++80yn3KEm26zxI0qJFi3Tp0qV8nz9jxoxcr+dI1lEOv/32m93oiRo1aqhZs2bZzqtatardyJus50msPwEAAACgfCGgAIBcTJgwQX5+ftbtuLg4DRo0yOHUOvkVERGhvn37OqO8fLt8+bJiYmKKdI2vv/7abvuOO+7Ise2N0m/OYnT/T5w4URUqVLBux8fHa+DAgQWeMujcuXO67777rIv+SlL16tX1+uuvF+g6N5r09HRNmDBBzZo109SpU/OcQuvgwYN68803Vbt2bXXv3l2TJ0/Wxo0bdfnyZSUnJ+vAgQOaMWOG+vbtq44dO9qtD1FUaWlpGjx4sJYsWWLd5+7urrlz56pnz55Ou09Jqlevnjp37mzdvnLlit555518nRsdHa158+ZZt11cXDRs2LA8z6tUqZLdmh2rVq3SwoULrdu5jYKwDSB+++03u+CoQYMG2dbxAQAAAIAbGQEFAOQiJCQk2/Q469evV+fOna1zjudXTEyM7r//fj3yyCPZFjcubufPn1ejRo00fPhw7dy5s8Dnv/HGG9m+5TtkyJAc298o/eYsRvd/o0aN9Mknn9jtW7dunXr16qXjx4/n65779+/XnXfeqd27d1v3ubi4aMaMGQoKCipA9TeeV199VS+//LKuXr1q3efj46N27dppwIAB6tmzp2rXrp3tvPT0dP3xxx964YUX1K5dO/n5+cnb21shISEaPny4fvnlF+tUP/7+/rrtttuKVGd6erqGDh2qBQsWWPe5ubnpxx9/LLNhX07GjBljtz1p0iS7wMCRM2fOaMiQIXYjVe69917Vr18/X/e0DSGuXLmi+fPnW7dzGwVhe97y5ct14sQJh8cAAAAAoDxwK+kCAKC0GzhwoN5++2299tpr1n07d+5UixYt9NBDD+mRRx5Rx44dHS6qmpSUpD///FM//fSTZs2apbS0tALf//Tp0zp8+HChaq9Xr571c3p6umbMmKEZM2aobdu2euihh3TnnXeqSZMmdmsW2LZfsWKF3n33Xf355592x7p27ar77rsv13uXdL+VNkb3/yOPPKJNmzbps88+s+5bs2aNmjRpoldeeUVDhw51+BI9JiZG06ZN04cffmj3Al6S/vOf/5T4lEDHjx93+Pvh9OnTdttpaWk5/rnx9fVVYGBgoWuwHYnSrl07vfTSS+rdu7e8vb3t2h06dEiRkZH6/vvvtWHDhnxfv1+/fvr8889Vs2bNQtcoWX4PzJkzx27fu+++q1atWhX4vynVqlWTl5dXkeopTv3799egQYOsoyHS0tJ033336dVXX9U///lP+fr6WtuazWYtXbpUTz/9tA4dOmTdf9NNN+njjz/O9z179Oiht956y+66kmQymXINGrp06SIvLy8lJyfbrT0hEVAAAAAAKH9M5qz/MgIAOPTll19q9OjR2V7aSlLFihXVpEkTBQUFyc/PT+fPn9fp06e1b98+h9/6b9y4cbY1Ba6rV6+ejhw54pSar/8n/vDhwzlOG1KpUiU1btxYgYGB8vf3V1JSkk6fPq3t27c7nMe9SZMm+uOPP1StWrV81VBS/bZ8+XJ169YtXzUWt5Ls/9dee03vvPNOthehJpNJTZo0Ue3atRUQEKDz58/ryJEj2rt3b7ZruLu76+OPP9aoUaPydc/i5Iw/HyNGjNC0adMKff4zzzyj77//Xp9++qkefPBBhwFTVjt37tS0adM0f/58h2up+Pr6qmfPnnrxxRfVvn37QtdmKz915VdJ/HnK+ucmr1+3uLg4de3aVdu3b7fb7+XlpQ4dOqhatWq6fPmytm7dmm0kkZeXl+bPn6+777473/WlpaWpcuXK2f6ctmrVSps2bcr13B49emQbFeXq6qrY2Fj5+/vnuwYAAAAAKOsYQQEA+fTkk0+qU6dOeu6557R8+XK7Y5cvX9Zff/2V5zW8vb313HPP6f/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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 530, "width": 788 } }, "output_type": "display_data" } ], "source": [ "plot_results(\n", " clscpso_3, clscpso_3.problem.objective.value(), facility_points, clis=client_points\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In scenario 3 neither facilities have the capacity to be the sole server of all client locations. However, they do have a combined capacity of 15. Therefore, both Facility $y_0$ and Facility $y_1$ are selected in the solution. Moreover, all client locations are within the 15 distance unit `SERVICE_RADIUS` from both facilities so they both can potentially serve all locations.\n", "\n", "### Scenario 4" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:31.824194Z", "start_time": "2023-01-10T23:04:31.425265Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:35.804969Z", "iopub.status.busy": "2023-12-10T18:48:35.804355Z", "iopub.status.idle": "2023-12-10T18:48:36.247065Z", "shell.execute_reply": "2023-12-10T18:48:36.246087Z", "shell.execute_reply.started": "2023-12-10T18:48:35.804946Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 530, "width": 788 } }, "output_type": "display_data" } ], "source": [ "plot_results(\n", " clscpso_4, clscpso_4.problem.objective.value(), facility_points, clis=client_points\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When setting facility capacities as equivalent, and high enough to serve the complete set of demand, only 1 facility is needed to satisfy the objective. The selection of Facility $y_1$ is arbitrary in this case and may differ according to the internal state when the solver begins the solution process.\n", "\n", "### Scenario 5" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:32.228895Z", "start_time": "2023-01-10T23:04:31.826665Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:36.248302Z", "iopub.status.busy": "2023-12-10T18:48:36.247983Z", "iopub.status.idle": "2023-12-10T18:48:36.679342Z", "shell.execute_reply": "2023-12-10T18:48:36.678613Z", "shell.execute_reply.started": "2023-12-10T18:48:36.248283Z" } }, "outputs": [ { "data": { "image/png": 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TTz9Jkrp166aSJUvatMYKFSroueeeU2hoqGU8ly9fnuXSRrfLbj/TvpH/xx9/5KzQO7BFP1KkDQsOHjyY4Tnx8fHav3+/pOwHFJnNnrCHK1euqH379paZOOPGjdMrr7ySq2uljImnp6fuuusum9UI5AcCCgAACrDY2NjUhqurcYXkhzT9seonAABAHsVcuKDL+/bl6DWX9+5VzIUL+VSRY0rZ8Fmy3mPgdlOnTs30ubvvvluVK1eWJP3www+p+6c5iLR7GcTFxWXrNd7e3pYNl2fOnKmFCxfqypUrkqQBAwbYvshbXF1dLfsQJCQk5OhDPNntZ40aNRQUFCRJ+umnn3TixIncFZuFvPQjRdOmTS17K2zZsiXDc/bs2WP5GW6cxeyn5ORk7dq1S1LWAUVycnKevzKbPXHjxg117NhR27ZtkyS98847Gjly5J2GIVMpY3LvvffKxYUFdODYCCgAACjA4uPjUxuF7RfPW+sYS9n/YxEAACA7MpsN4VOrlu6fMEE+gYEZPp/TZaEKupo1a1oez5w5M8NzvvnmG/3f//1fptdwcnLSG2+8IUmKiIhQv379rH+HTSMpKUmnT5/OfcG5kHbj7sOHD2f7dQMHDpQkHT9+XG+++aYkKSAgQA888ECua1m/fr3Cw8MzfT4+Pl5r166VJHl5eeVo6Z6c9HP06NGSzB8S6tatmy5kEczFxcXp66+/tvpAUX72I4Wbm5uaN28uSdq8eXOG56RdDjerGRSHDh2yBGdGzKCIj4/XE088oQ0bNkiShgwZorFjx+b6enFxcZbApVWrVjapEchPheydDCDnEmJjdWnPHpWuW1cuaT5RAAAFgZubW2ojzSfcCoU0G/SlbMAIAABgC2duW97J5OKiui+8oLrPPy9nNzf5t22rPd99pz3ff6/kNL9jnf77b92Vw81qC7JGjRqpXr162r17t7755htFRUWpd+/eqlChgk6ePKk5c+Zo4cKFuv/++y1vrmbklVde0bJly7Rq1SotXrxY9evX16BBg9S0aVMVL15cZ8+e1aZNmzRv3jz16tVLH3zwgV376OHhodjYWL377rtycXFRtWrV5ORk/kxvpUqVLJ/UT+v+++9XnTp1tG/fPp09e1aSFBwcnKeNwP/880+NGTNGrVq1UseOHdWgQQP5+fkpJiZGBw8e1NSpUy2fsB84cGCOPhmfk3727NlTv//+u2bOnKmwsDAFBQXpxRdfVJs2beTn56fo6GgdPnxY69ev16JFi3Tp0iWrfRLysx9pdezYUWvXrtXmzZt17dq1dBtlpwQU3t7eWS5zlLK8k2RMQNGzZ0/Lclpt27bVgAEDstyQ283NTYGZhKiSeSm1mzdvSjKPEeDoCChQ5G0YMUKn1qyRf9u2av3ll0aXAwA5knaqtm79ElpopOmPBwEyAACwIf+2bXVq7VolxsbKp1Yttfj4Y5WqU8fyvLObmxq8+qr8H3pIm95+W1EHD8q5WDH5P/iggVXbn8lk0uzZs9W2bVtdvnxZ8+bN07x586zOqV+/vhYsWKCKFStmeh0nJyf93//9n/r376+FCxfq4MGDGjp0aD5Xnz0lSpTQa6+9pv/85z/atm2b2rdvb/X8mjVrMp0VMWDAAI0YMUKSuY9ZbX6cXUlJSVq7dq1lhkFGunXrpk8//TRH181pP6dNm6Zy5cppwoQJioyM1Mcff5zpJumenp5yTjP7OT/7kVavXr00atQoxcbGavHixek2k04JKBo2bJhlcLRjxw5J5r85ateunet6cmvRokWWx6tXr1aDBg2yPL9q1ao6duxYps//+OOPkqRatWqpadOmNqkRyE8s8YQi7cbZszq1Zo0kKWL1at04d87gigAgZ0qVKpXauHrVuELyQ5r++Pj4GFcHAAAodKp16qQOixap0YgRav/TT1bhRFql69RR+59/VqMRI9Thl19UrVMnO1dqvIYNG2rHjh166aWXVLVqVbm6uqp06dJq3ry5xo8fr82bN1stH5SZ4sWLa8GCBVq9erX69u2rgIAAFStWTCVKlFDt2rXVrVs3/fjjj5bloOxp3Lhx+v7779WqVSuVLl063Zvtmenbt6/l8SOPPGLZayO33nzzTf32228aNmyY7r33XlWpUkUeHh7y8PBQtWrV9PTTT+vXX3/VL7/8kqsP8OSkn87Ozvrss8+0d+9eDR8+XI0aNVKpUqXk7OysEiVKqG7duurdu7dmzpypM2fOWM0yye9+pKhUqZK6du0qSZo7d26651OWOcruBtn16tXL9vfeUaWENZI0aNAgg6sBsseUnJycbHQROREZGanp06dryZIlOnz4sC5fvqwyZcqocuXKat26tbp166YWLVrY9J4RERGW/5M5efKk/P39bXp9W7hw4YLKli1rdez8+fO5WsevKDkwd67CPvnE0m7y9tuq1bs342ljjKdtMZ62VdDHc+7cuerTp4+58eij0kMPGVuQLf3vf9Lvv0sy97NXr14GF2R/Bf3n09EwnrbFeNoW42lbBWk8C8Lfm7Z26NAhJSQkyMXFxWqPA6Cg+fPPP/Xwww9Lkn7++WfLxtmwn02bNqlFixZydnZWeHi4qlWrZnRJhpozZ4769u2r0qVL69ixY+mWvQJswdb/P16gZlAsWLBAtWvX1siRI7Vx40adO3dO8fHxOnPmjDZv3qzx48frs88+M7pMFCAnV63Ksg0Ajq5JkyapjYgI4wrJD2n6Y9VPAAAAwAFMnz5dklSmTBnLJ/lhX/fee686dOigxMTEPC0XVRgkJSXpk1sfwh0xYgThBAqMAhNQzJo1S88884wuXryosmXL6v3339eqVasUFhamX3/9Vf/973/1yCOPyNXV1ehSUUDEXryoC2FhVscuhIUp9tIlgyoCgJwLDAyUl5eXuVHYAopTpySZ18vl05UAAABwJMeOHdOCBQskmTfHdnd3N7iiouuzzz6Ts7OzQkJCdOLECaPLMcyCBQu0b98+Va5c2WH2eAGyo0Bskr1v3z698MILSkpKUqtWrbRs2TKVLFky3XmDBw9WfHy8ARWiIIr4808lJyVZHUtOSlLEn3+qZCYbYAGAo3FyclKjRo20fv16KSpKio6WPD2NLivvrl8390fmNWOdnArMZyoAAABQSJ06dUo3btzQ0aNH9dZbb+nmzZvy8PDgzWCD1a9fXzNmzFB4eLhOnDihKlWqGF2SIRITE/X++++rbdu2VnuCAI6uQAQUgwcPVlxcnHx9fbVo0aIMw4kUbm5udqwMBdmJTJZzOrlqFQEFgAKladOm5oBCkg4elO6wCVyBcOiQ5SHLOwEAAMAR9O7dW2vXrrU69tFHH6lSpUoGVYQUln35irCiuGcfCgeH/zji/v379eeff0qSXn31Vfn6+hpcEQqDuKgondu8OcPnzv7zj25eu2bnigAg97p06ZLaCA01rhBbStMP1vMFAACAIylevLgaNmyoGTNm6I033jC6HAAo0Bx+BkXKen6S9NRTT1keX758WZGRkSpdurTKlCljRGlwUFePH9e/X36puCtXMj0n/soVJSckZPhcckKCwoYP11u3TQkMGzHCMkPHvWRJ1R88WN5Vq9qucADIpTZt2qhOnTrat2+fdPSodOaMVKGC0WXl3unT5n5ICgoKUuvWrQ0uCAAAAJD++usvo0sAgELH4QOKTZs2SZJKliypOnXqaO7cufrPf/6jXbt2Wc4JCAhQ//79NXz48NSNQqHIyEijSzDEnv/+V6dXrszTNa4dPKj6t/0sXdq61ap9MzlZdd96K0/3KSoy+lksqj+ftsB42lZhGc9+/fpp1KhR5kZoqNStm7EF5UWa2RN9+/YtkN8PWyksP5+OgvG0LcbTthhP22LsAAAACgZTcnJystFFZCUgIEDHjh3T3XffrZYtW+qrr77K9Nx69erp999/V8WKFXN0j4iIiCyfP3PmjJo3by5JOnnypPz9/XN0fXu4cOGCypYta3QZDqF5iRIa7O8vJ5Mp3+6RlJysLyMitJmloAA4Ind3afRoycPD6EpyLjZWGjNGio83uhIAQCFz/vx5+fn5GV1GOhEREapcubIkx/1709YOHTqkhIQEubi4qGbNmkaXAwAAcsDW/z/u8HtQXLp0SZJ5L4qvvvpKPj4+mjp1qs6fP6/Y2Fht2bJFHTp0kCTt3r1bTz31lJKSknJ0j8qVK2f5lRJOoGDYfO2aPj1+XJdu3syX61+6eVOfHj9OOAHAccXFSX/8YXQVufP774QTAAAAAAAUEQ4fUERHR0uS4uLi5OzsrBUrVujFF1+Un5+f3N3d1bRpUy1fvtwSUmzcuFGLFi0ysmQ4gL03bmjUkSMKs3GIEHbtmkYdOaK9N27Y9LoAYHN//23Zx6HAOHJE2rDB6CoAAAAAAICdOHxA4ZFmeYqnnnpK9957b7pznJyc9Pnnn1va8+bNy9E9Tp48meXX5s2bc98BGOZ6YqImnjypGWfOKD6Hs2puF5+UpBlnzmjiyZO6nphoowoBIB8lJ0vz5xec2Qjx8dKCBea6AQAAAABAkeDwm2SXKFHCMosiZZZERurWratKlSrp1KlT2rJlS47uUVjX+Ny7d698fX2NLsMhXAsP178ffaToEydy/NpTcXH6MiJCv2/fznjmUmRkpIKCgqyO8fOZe4ynbRW28UxMTFTnzp21detWKTJSWrlS6tLF6LLubOVKc72SmjVrpqVLl8rZ2dngooxX2H4+jcZ42hbjaVuMp21lNJ4AAABwPA4fUFSuXFlnz56VdOcgoXLlyjp16pTOnz9vj9Icnq+vr0NuAmcEPz8/VVm0SH/06qWogwez/brjsbH64OhRxScnM542xnjaFuNpWwV9POfMmaOGDRsqNjbWvNRT9epS3bpGl5W5PXvMdco8c3LOnDkqX768wUU5roL+8+loGE/bYjxti/EEAABAYefwSzzVTfOGSuIdltZJed7FxeFzFxjA5OSk66dO5eg1ZV1dlbfFoQDA/mrVqqWxY8eaG8nJ0pw5Uni4sUVlJjzcXN+tpZ3Gjh2rwMBAg4sCAAAAAAD24PABRevWrS2PDx8+nOW5R44ckSRVqlQpX2tCwXRm40Yl3FouLLuKOTurvqdnPlUEAPln2LBh6t27t7mRkCCFhDheSBEebq4rIUGS1KdPHw0bNszgogAAAAAAgL04fEDRpUsXubq6SpIWLVqU6Xlr167VxYsXJUmtWrWyS20oWE6uWpWr1zXz9rZxJQCQ/5ycnBQSEqLOnTubD8THS9OmmZdTcgS7d5vrubWJd5cuXTR9+nQ5OTn8ryYAAAAAAMBGHP5dgDJlymjgwIGSpFWrVumnn35Kd861a9c0dOhQS/vFF1+0V3koIJJu3tSpNWty9domJUqIbVoBFESurq6aP39+akiRkCDNnCktXWoJBuwuPl5askSaNcsyc6JLly76+eefLR9IAAAAMMLVq1d1+PBh7du3T4cPH9a1a9eMLgkAgELP4QMKSfrwww9VpUoVSVLfvn01ePBgrVmzRmFhYZoxY4aaN2+uHTt2SJJefvllNWvWzMBq4YjObd6s+KtXM3zO/6GH1Om33+Tftm2Gz3s5O6sOyzwBKKA8PDz0yy+/pC73lJwsrV8vTZokHT1q32KOHJEmTjRviH1rz4k+ffpo4cKF8vDwsG8tAACgyLt69aq+/fZb9ezZU4GBgSpZsqRq1KihoKAg1ahRQ97e3goMDFTPnj317bff6momf1MCAIDcKxC7Sfv5+WnlypXq0qWLwsPDNWXKFE2ZMiXdec8995y++OILAyqEo8toeScnNzc1GTlSNZ5+WiaTSa3++18d+uknbfvPf5R02yeLm5coYa9SAcDmXF1dNWvWLDVq1EijR49WbGysFBkpffONdP/9Uvv2Un4GBLGx0u+/Sxs2WIIJDw8PjR07VsOGDWNZJwAAYFcHDhzQ5MmTNXv2bEXfYZ/CQ4cO6dChQ/rpp580YsQI9enTR0OHDlWtWrXsVC0AAIVbgXlHoE6dOtqxY4c+//xz3XPPPSpdurTc3Nzk7++vp59+WqtXr9a0adNYHgLpJCUmKmL1aqtjJatX16M//6yazzwjk8kkSTKZTArs2VOP/vyzPKtVszq/qbe3khMT7VUyANick5OThg8frh07dqhFixbmg8nJ5tkMY8ZIv/winTlj25uePm2+7pgxVrMm7rvvPu3YsUPDhw8nnAAAAHaTkJCgTz75RA0aNNDUqVOtwwkXF6lyZalhQ6lpU/P/Vq5sPn7L9evXNXXqVDVo0ECffvqpEm4tVwkAAHKvQMygSOHp6akRI0ZoxIgRRpeCAiTm3DnF3tpAXZJqPP20Gr/xhlyKFcvwfJ/AQN0zdaread5cD5UuLUkq6eKi2AsXpPLl7VIzAOSXWrVqaf369Zo8eXLqbIr4eGnTJvNXQIDUooVUs6bk5ZXzG1y/Lh06JIWGpltCysPDQx9//LGGDBkiZ2d29wEAAPZz9OhR9ejRQ1u3bk096O4uNW4sNWsmVawoZfT7SWKidOqUtGWLtG2bFB+v+Ph4vf3221q0aJHmz5+vgIAA+3UEAIBCpkAFFEBuFCtXTtU6d9blffvU4NVXVfmRR+74GmcPD00/e1b/Rkeru5+fjsXG6uGyZe1QLQDkP2dnZw0fPlxdu3bVhAkTrJc3OHo0NVjw8ZEqVZL8/c1f3t6S6/+zd99hUlZ3/4A/S1lWQSwBVBQrgqLYNRo1RhNbbFET31iwxjSTX/TVmGYSk2iiiTUmamIiIpZExY69N4iCKCp28RVsiII0KQvz+2PCAm6hzc7swn1f11zOzHOe53znbMGdz5xz2hf/eJ89O5k1K5k0KRk7tnh7551k4sR6/XXs2DH9+vXLKaeckp49e5btdQIAJMlLL72Ur3zlK3n33XeLT1RVJbvumnz5ywtf5rJt22SddYq3ffdNHnggeeSRpFDIsGHDsvPOO+f+++/PJpts0vwvhOXKW2+9VRd+9e/fP8ccc8xy0TfM7+GHH85uu+2WJHnooYfypS99abGvsd566+X//u//cvTRR+fKK68sbYGUhICCZV6btm3zhbPPXqJzn548OU9Pnpwk+a1lSIBlTM+ePXPppZfmnHPOycCBA3PJJZdk1KhR8xpMnFi8vfjiUvUzcuTIbLDBBkt1DQCAJTF69OgFw4kuXZLDDisGDourpqYYUvTtm1x3XTJ+fN5999185StfyeOPP95iZ1LM/wbf/Nq2bZvOnTtn5ZVXTo8ePbLNNttk5513zv7775/q6uoKVApAqXz00Uf585//nFtuuSVvvfVWCoVC1l9//Xzta1/L//t//y+f+9znKl1iHe+4AsByrnPnzjnxxBPzwgsv5OGHH87JJ5+cL37xi+m0mEs8rbTSSvP2t/jM8wAA5VZbW5tDDz10Xjix1lrJD36wZOHE/NZZp3idtdZKkrz77rs59NBDW92eFLNnz86ECRPy1ltv1S0B+vWvfz1rr712zjzzzFb3eiifK6+8MlVVVamqqspbb71V6XKAz3j66afTt2/f/Pa3v83IkSMzadKkTJ48OSNHjsxvf/vbbL755gsueVhhZlAAAEmSqqqq7Lrrrtl1112TJHPmzMlrr72W4cOH59lnn83EiRMzffr0zJgxIx06dEhNTU1WWWWVbLnlltlmm22y0UYb5aOPPko3S+IBAC3AH//4x3lvwHTpkpxwQtKxY2ku3rFj8Xp/+UsyfnyGDRuWP/3pT/nZz35Wmus3k+9973v5/ve/X/d4ypQpmTBhQkaOHJkHHngg999/fz788MP88pe/zO2335477rgjXbt2rWDFVMJ6662XQqFQ6TKAJfDOO+9k//33zwcffJB27drlf//3f7PffvslSe64446cf/75effdd7Pffvtl+PDhWeu/YXslCSgAgAa1adMmvXv3Tu/evXP44YdXuhwAgEX2yiuv5Iwzzig+qKoqLutUqnBiro4di9f9y1+SQiFnnHFGDj744PTu3bu0/ZRQt27dstlmm9V7fp999slPfvKTvPjii+nXr19GjBiRp556KgcffHAeeOABSz4BtBK/+MUv8sEHHyRJrr322nzjG9+oO7bLLrtk2223zaGHHpoPPvggv/zlL3PFFVdUqtQ6lngCAAAAlikXXnhhZs2aVXyw665Lv6xTY9ZZp3j9JDNnzsxFF13UPP2UyaabbponnngiW221VZLk8ccfzyWXXFLhqgBYFB988EGuvvrqJMlee+21QDgx1ze+8Y3stddeSZKrrrqqLsyoJAEFAAAAsMyYNGlSBg4cWHxQXZ18+cvN2+Huuxf7STJw4MBMnjy5eftrZiussEIGDhyYqqqqJMm55547L+xpwIQJE3LmmWdmxx13TJcuXdKhQ4d07949Bx54YG666aYm+5q7j8Hc2S4PPfRQvva1r6V79+5ZYYUVsskmm+R3v/tdpk6dusB5d955Z7761a/WtevTp0/+8Ic/ZObMmY32NXPmzNx+++35wQ9+kO222y6rrrpq2rdvn8997nP5/Oc/nzPOOCPjx49vst711lsvVVVVOeaYY5IkL7/8ck444YSst9566dChQ1ZfffUcdNBBGTp0aJPXSYp7gPz1r3/N5z//+brNyrfeeuuce+65mTFjxkLPX1TDhw/P8ccfn169eqVjx46pqamp2xT9xBNPzG233VZvOae33nqr7mtz5ZVX1j3/8MMPp6qqKscee2zdc+uvv35d27m3hx9+uMFa7rvvvhx55JFZf/31s8IKK6Rz587ZYostctppp+W9995r8nW8++67+elPf5qtt946K6+8cqqrq7PGGmukb9++Oeyww3LllVdm0qRJSzxOSfLhhx/mt7/9bXbaaad069YtHTp0SI8ePbLTTjvlt7/9bV555ZVGz33rrbdy8sknZ9NNN81KK62UFVdcMRtttFG+853v5Pnnn2/wnN/85jd1Y/baa68ttL6vfvWrqaqqyuqrr97oHjFPPfVUTjjhhPTq1SudOnVKx44ds/HGG+fEE09sso/P7isyY8aMXHjhhdlhhx3SpUuXBX5OS9HfXJ9++mnOOuusbLHFFunYsWM+97nPZaeddsrll1+eOXPmLPT8JfH000/nsMMOS48ePep+Ho455pi89NJLDbY/+OCDU1VVlVVXXTXTp09v8tq1tbVZY401UlVVlT333HORa7rtttvqxv/f//73QtufcsopqaqqStu2bTNmzJgFrjN79uwkWeDn9LPm/g6bPXt2brvttkWus9kUWKgxY8YUkhSSFMaMGVPpcho0bty4uhrn3saNG1fpslot41laxrO0jGdpGc/SMp6lZTxLy3iWlvEsLeNZWq1pPFvD35ul9uqrrxZGjRpVePXVV5vl+pdddtm8r/0OOxTypz81/22HHer6vOyyy5rldS2phx56qK62X//614t83p577ll33hNPPNFgm8GDBxdWWWWVej9v89/23XffwuTJkxs8f/66/vCHPxSqqqoavMYXvvCFwuTJkwtz5swp/OhHP2q0r7333rtQW1vbYF9HH310k3UmKXzuc58rPP74442OybrrrltIUjj66KMLgwYNKqy44ooNXqdt27aFf/3rX41eZ9KkSYWddtqp0Tq22WabwjPPPFP3uH///o1/oZpw/vnnF9q0abPQ1/3Zr8/o0aMb7Hv+76Wmbg899NAC15syZUrhoIMOavKcTp06FW6//fYGX8ejjz5a6Ny580L7bez8RXH11VcXOnbs2OT111133QbPHTBgQKFDhw6Nnte2bdvC73//+3rnvf7663VtzjjjjCbr+/DDDwvt2rUrJCn88Ic/rHd81qxZhe9973tN1t++ffvC3//+9wav379//7p2Tz/9dGHLLbesd/78vz+Wtr9CoVB45513ChtvvHGTP8/33HNPo99Xi2r+n9t//vOfdeP42VuHDh0a/LkdPHhwXZvrrruuyb5uvfXWRW47v9ra2kL37t0LSQp77bVXk21nzZpV6NatW4Nt+/XrV9f/e++91+g13n333bp2Rx111CLXOVep/x03gwIAAABYZizw6e3tty9Pp9ttV3f3kUceKU+fzewrX/lK3f3HHnus3vH77rsvBxxwQCZOnJj11lsv55xzTh5++OE888wzuf3223PkkUcmSQYPHpyjjz66yb7uuuuu/OxnP8sOO+yQa6+9NsOGDcvdd9+dffbZJ0ny5JNP5uyzz84FF1yQiy66KPvss08GDRqU4cOH59Zbb80OO+yQJLn77rtz+eWXN9hHbW1tNthgg5xyyin597//nSFDhuTpp5/OjTfemO9+97uprq7ORx99lIMOOijjxo1rst6RI0fmiCOOyOqrr56//OUvGTp0aIYMGZIzzjgjNTU1mT17dr797W/nww8/bPD8I444Ik888USSZPvtt891112XYcOGZfDgwfnGN76R4cOH5zvf+U6TNSzMyJEjc+qpp2bOnDlZf/31c9555+WBBx7IiBEj8thjj+WKK65Iv3790qlTp0W+5nbbbZfnn38+Z555Zt1z99xzT55//vkFbtvN9/Mwe/bs7L///rn55ptTVVWVww47LDfccEOGDRuWIUOG5KKLLso666yTKVOm5JBDDsnw4cMX6HPGjBn55je/mUmTJmWllVbKaaedlrvuuivDhw/P0KFD8+9//zsnnXRSevToscRjddVVV+XII4/M1KlTU1NTkx/+8Ie5884788wzz+TRRx/NX/7yl+y1115p27ZtvXMHDx6cY445JjNmzEinTp3y61//Oo899liGDBmS8847L126dMns2bPz85//PJdeeukC52644Yb5/Oc/nyS55pprmqzx3//+d92siSOOOKLe8eOPP77u+vvss0+uvvrqPPXUU3n66adz+eWXZ9NNN82sWbPy7W9/O7fffnuTfR1//PF57rnnctRRR2Xw4MEZPnx4br755rpaS9FfbW1t9ttvv7z88stJkj333DM333xzhg0blptuuilf+cpXcvfdd+f0009vstbF8eyzz+a73/1uunXrlosvvjj/+c9/8sgjj+QnP/lJOnTokBkzZuTII4/MU089tcB5e++9d933V//+/ZvsY+7xVVddNQcddNAi19a2bdu635P33Xdfxo4d22jbwYMH1/2OOu644xY4NncWyMorr5w11lij0Wusueaa6dy58wLnVFRJYo5lXGv4REtr+oRQa2A8S8t4lpbxLC3jWVrGs7SMZ2kZz9IynqVlPEurNY1na/h7s9SaewbFRhttVBzTdu0KOfvs8sygOPvsYn9JoVevXs3yupbUks6guP/+++vOO+644xY4NmXKlMLqq69eSFLYc889C1OnTm3wGn//+9/rrnH//ffXOz7/z+ghhxxSb/ZDbW1tYYf/zk5ZaaWVCjU1NYWTTjqp3nWmTp1a9ynpzTffvMFaXn/99cKcOXMafb0jR44sdOrUqZCkcPrppzfYZm4fSXGWw8SJE+u1ufrqq+vanH/++fWO33bbbXXHv/rVrxZmzZpVr81vfvObBcZmSWZQ/PKXvywkKXTs2LHw/vvvN9pu4sSJhdmzZy/wXGMzKOaa/9P2o0ePbrKOc889t+7T9HfeeWeDbT7++OPCpptuWkhS2HnnnRc49sADD9T11dQMiVmzZhU++eSTJmtpyDvvvFM3E6Zbt26F559/vtG2n/0dPXPmzMJaa61VSIozQEaMGFHvnLfeequw5pprFpIUVlxxxcKHH364wPE///nPC8xcaMwXvvCFQpLChhtuWO/YjTfeWHeNyy+/vMHzP/3008Luu+9eSFJYb7316n3fzf81TVL45z//2Wgtpehv/tf97W9/u8FrHHfccQvUtLQzKJLiLJiGZhY8+OCDdTMrtt1223rHf/WrXxWSFNq0aVN4++23G+zngw8+KLRv376QpPCDH/xgset844036maRnXXWWY22O+CAAwpJccbX9OnTFzg29/fypptuutD+5v7MrbHGGotdqxkUAAAAAA2YNGnSvHXP11wzaeATz82ibdtif0leffXVVr8PRZJ87nOfq7s/YcKEBY71798/H3zwQWpqajJw4MCsuOKKDV7jhBNOyPb/ncXS1CePV1xxxfz973+v9wn1tm3b1s0kmDx5crp27Zo//vGPDZ4/99PHI0eOzCeffFKvzYYbbli3r0ZD+vbtm29961tJkltuuaXRdnNdccUVWXnlles9f/jhh6d79+5JGp55MvdT5x06dMjll1+edu3a1Wtz+umnZ7PNNltoDU15//33kyS9evXK6quv3mi7lVdeOW3aNM/bg7Nmzcp5552XJPnBD35QNyPms1ZdddX86U9/SlLcmP3111+vOzb3dSTJF7/4xUb7ateuXd0nwhfHxRdfnGnTpiVJ/va3vzU57muvvfYCj2+++ea88847SZJf/OIX2XLLLeuds+6669a9tmnTptX7Ofif//mfuu+BxmZRvPXWW3nyySeTNDx74g9/+EOS5KCDDqr7Hv6smpqa/OUvf6m7XmP7hCTJ7rvvXu+T+aXub+7Pweqrr54LLrigwWtcdNFF6dq1a6N1LInzzjuvwZkFu+22W0444YQkybBhw/L0008vcPy4445LmzZtMmfOnFx11VUNXvvqq6+u26+nqfFrzAYbbJDddtstSRbY+2V+48aNy5133pmk+L3QoUOHBY7P/bdnUWZGdezYMUkyZcqUxa611AQUAAAAwDJhgSV15nuDvSzm66+xpX1ak/nf4Pps4HLrrbcmSXbdddd069atyevMfVN5yJAhjbbZY489stpqqzV4bPPNN6+7f/DBB6d9+/YNtttiiy3q7o8ePbrJmpJi6PLGG2/kxRdfzAsvvJAXXnghq6yySpJk1KhRTW4M3rdv3wXqml9VVVW22mqrJMmbb765wLHa2tq6JcD23HPPuiDjs9q0abPQZbEWZs3/BmajRo2qt2RNuTz11FN1m18feuihTbadP3yY/3tl7utIFr68zpIYPHhwkuJm3wceeOBinXv//fcnKX7Nm3pD+hvf+EZdmDX3nLm6deuWPfbYI0lxGaeGNoa+9tpr6+4ffvjhCxx755136pbFWtgYb7LJJunSpUuSpn8eGwpBStnfu+++W7es0KGHHtpowNmpU6eF9rE4Vl111Sa/xvN/DT/7dVp33XXrlr1rLDyY+/255ZZb1v0OWFxzA5/XXnstjz/+eL3jAwcOrFvqq6HvubmbeFdXVy+0r7nhxqeffrpEtZaSgAIAAABYJsycOXPegwY+md6s5vv0/4wZM8rbdzOYP5T47CfThw0blqS4/0BVVVWTt3PPPTfJgp+E/6xevXo1emxuaLA47RqbwfL888/nuOOOy5prrpnVVlstPXv2zGabbZa+ffumb9++OeOMM5Ikc+bMqTdrZH4bb7xxo8eS1IUtn63jjTfeqPu0/vz7NDRk+6XcP+Wwww5L+/btM2PGjOy0007Zf//9c9lll+XFF19MoVBYqmsvqrnfJ0my4447Nvl9Mn8gNv/3ys4775wNNtggSXLSSSdl++23zx/+8Ic8+eSTC/68L4FZs2blhRdeSJLssssuTc6wacjcc9dbb70mg7rq6uq6N6znnjO/uYHAe++9lwcffLDe8bkzK7bddtv07t17gWPzj/Fhhx220J/H8ePHJ2n657Gx8K1U/T3//PN195v752B+W221VYMzlubacsst697Yb+jrNDc8eP311+vNjho2bFjdOUsye2Kugw8+uO73R0OB3Nzntt566wVC2blqamqSZJF+Nub+O7XCCisscb2lIqAAAAAAlgkLfGr0v58yLZvZs+vufnbZjdZo7huLSRaY3TBr1qxMnDhxsa839435hjT2CeokCyw/tKjtZs/3tZjrn//8Z7beeuv079+/yTdn52rqU8VN1TF/LZ+tY/7QY2EzT5palmlRbLzxxrnuuuuy6qqrpra2NnfccUe+973vZbPNNku3bt3Sr1+/BpegKqWFbTbemPm/V9q3b5/bb789m2yySZLk6aefzs9//vPstNNOWWWVVbLPPvvk2muvbfBrvjAff/xxXVgz/0yNxTk/WbSv1dxlheaeM7+vfe1rdcvtfHaZp2effTajRo1K0vDMhlKM8WetuuqqjR4rRX/l/DmY38L6ateuXd3vuoa+TgceeGDdklOfDQ+uuOKKJMXf/U3NQFmYDh06pF+/fkmS66+/PlOnTq079tRTT+XFF19MUtykvCErrbRSkkVbtmnutRdlOajmVuaPEwAAAAA0jwXWK//oo/J2Pl9/pV43vRJGjBhRd3/+T23P/0bwoYceml/+8pdlrWtJvPzyy/nud7+b2tradOvWLT/+8Y+z++67Z7311stKK61Ut2zUFVdcUffGX3PMMpj/mgv7tH4p+j/kkEPyla98Jf/+979zzz335LHHHsuHH36Y8ePH5+qrr87VV1+do48+OldccUWz7EMx//fKww8/vMC+Jk357BvJffr0yfPPP5/bb789t99+ex555JG88cYb+fTTT3P33Xfn7rvvzvnnn58777xzoW9CN2ZxZ08s7rlNfT07duyYAw88MNdee21uuummXHrppXWfhJ+7vFObNm3yP//zP/XOnX+Mr7nmmiZnP8yvqRDis3vBlLq/cv8cLGpfC+uvuro6Rx11VM4777zccMMN+fOf/5xOnTpl+vTp+de//pWkGDY1tlzdovrWt76Viy66KFOmTMmNN95Yt9zb3FCkpqam3lJfc6299tr54IMPMnbs2IX2M2bMmCRJjx49lqreUhBQAAAAAMuEzp07Z6ONNipulP3ee8VZDeXYKHv27GJ/KS5DNPdTrK3ZfffdV3d/5513rrtfU1OTFVdcMdOmTcvEiROXejPncrjyyitTW1ubtm3b5uGHH677NP5nNbWsUynM/8blBx980GTbJf2k+metvPLK+fa3v51vf/vbSYp7Utx22225+OKL8+6772bAgAHZaqut8qMf/agk/c1v/kCiurp6qb5X2rZtm6997Wv52te+lqS4HNJdd92VSy65JMOHD8/w4cPzne98JzfffPMiX3O11Var2/j43XffXeya5n49F2VGztyvd2NvXh955JG59tprM2nSpNxxxx35+te/nkKhkOuuuy5J8uUvf7nBWR7zj3FVVVWz/zyWor9K/BwsSl+1tbV1vwMa+zp961vfynnnnVcXHhxzzDG55ZZb6s5bmuWd5tpss83y+c9/Pv/5z3/Sv3//HH300QuEIAcddNACS9rNr0+fPhk+fHg++eSTvP/++w1uCJ4Uf34mTZqUJI3+PiwnSzwBAAAAy4xtttmmeKe2NlmCNx2XyDvv1C0pVdd/K/bCCy/kgQceSFL8dO222267wPG56+k/8cQTTS4V01LMXRZliy22aPLNuPnX128OG264Yd3yUE8//XSTbRd2fEn16dMnP/3pTzN06NC6ZYWuv/76xbrGos42mH+j4HvvvXex+liYNddcM8cdd1yGDBmSrbfeOklyxx13LNaGv+3bt697g/2xxx5b7E/rzz33rbfeavKN9FmzZtXNSGrsDf099tijbubV3FkTjz76aN0n4RtbNqg5x7i5+uvbt2/d/XL+HDz77LN1G0w35Lnnnqvbu6Gxr9PGG2+cnXbaKcm8GQ1zl3daZ5116jbSXlpz97t49NFH8+abb+amm26qW1qvqRBk/jD5kUceabTd/Mfmvp5KElAAAAAAy4wvfelL8x489VR5Op3vTbRdd921PH02k08//TRHHXVU3Zu1p556ar2NZQ844IAkxTXM//rXv5a9xsU1903JpsKU999/P7feemuz1tGuXbu6749777037/131s1nzZkzJwMGDGjWWnr06FG36fj8+40sirnLDyVNbwi/8847130S/bLLLqv7xHYptW/fvm5Ma2trF3t/lP333z9JMnr06MX++s99M7pQKNS9Sd2QG2+8MZ988skC53xWu3bt6pZwuvPOOzNx4sS6/Shqampy0EEHNXhez54906dPnyTJv/71r7z99tuL9RoWVyn66969e11QeMMNNzQaKk2dOnWxw7OmfPzxx7n99tsbPT7/17CpoOGEE05IUgwPHnroobow95hjjinZUmnf/OY306lTpxQKhVx55ZV1Ych6662XL3/5y42ed8ABB9TV0NAm23NdeeWVSYpLh839fV5JAgoAAABgmXHYYYfVfTI8zzyTTJ/evB1++mmxnxQ3G21sbfDWYNSoUdl5553rPu2966675nvf+169dt/97nfTpUuXJMkvf/nL3HXXXU1e94knnsijjz5a+oIX0UYbbZQkefXVVzN06NB6x6dNm5bDDz98sT59v6TmjueMGTPyne98p8HNnf/whz/k+eefX6p+brnllibfrB8zZkxefvnlJMn666+/WNeef6mhN954o9F2NTU1OfXUU5MUA6BvfvObC2z6+1mTJ0/OX/7ylwWee+yxx/L66683es7MmTPrPg3eqVOnxd7/5Qc/+EHd74vvfOc7eeGFFxpt+9l1/Q866KB07949SfL73/8+zz33XL1zxowZUzcGK664Yo499thGrz93lsSMGTNy7bXX5sYbb0xSfNO5c+fOjZ53+umnJ0mmT5+egw8+OB9++GGjbWfMmJFLLrkk05fi92Ip+pv7c/D+++/nlFNOafDck08+uaRLPCXJ//7v/za41NMjjzySv//970mKs+C22267Rq/xjW98IyuvvHKS5PDDD8+cOXNSVVXV5Nd2cXXq1Cnf/OY3kyR/+9vf8uCDDyYphiBNzWBaY4016r6P7rnnnrrvofndcMMNueeee5Ik/fr1a3QZqHKyBwUAAACwzOjcuXP69euXyy67LJk5M3nggWTffZuvwwcfLPaT4ps9LXn/iXHjxi3wBuzUqVMzYcKEjBw5Mg888EDuu+++upkTO+ywQ2688ca6DaTn17lz51x33XXZZ599MmPGjOy333455JBDcsghh2TDDTdMUlzjfPjw4bn55pszcuTIXHzxxfniF79Ynhf6Gf369cvFF1+cOXPm5Ktf/WpOO+20fOELX0hNTU2GDx+eCy64IK+99lp22mmnPPHEE81ay/7775/999+/bsPnnXbaKSeffHI22mijjBs3LldeeWX+/e9/Z7vttluq5W0uvPDCHHHEEdl3332z++67Z5NNNsnKK6+cCRMmZNiwYbn44ovrApmGQqimbLXVVqmpqcn06dPzy1/+Mu3atct6661X98nttdZaKyussEKS5LTTTssDDzyQBx54IHfddVf69OmT7373u9lxxx2zyiqrZPLkyXnllVfy8MMP55ZbbklNTU1+8IMf1PX1wAMP5He/+1122WWX7Lvvvtl8883TtWvXfPrpp3n11Vdz2WWX5Zn/BoTf+ta36s32WZg11lgjl156aY466qiMGzcu22+/fU444YTss88+WWONNTJlypS88MILue222/LKK68sEMi0b98+f//737P//vtn8uTJ2XnnnfPjH/84X/7yl9OuXbs8+eSTOfvss+veZD/33HPrgr2G7LDDDunZs2def/31/OIXv6gLmBpb3mmuww47LPfcc08GDBiQ4cOHp0+fPvnOd76TXXfdNV27ds3UqVPzxhtv5LHHHstNN92Ujz/+OEcdddRijVOp+/ve976X/v37Z8SIEbn00kszevTofPe7302PHj0yZsyYXHLJJbn33nuX+udgfltssUVGjRqVbbbZJj/72c+y/fbbZ8aMGbnzzjtzwQUXpLa2Nu3atVvorLAVV1wxhx12WC677LK6/Ud22223rLfeeiWpc65vfetb+cc//lH3/VNVVZVjjjlmoeedddZZufvuu/Phhx/msMMOy7Bhw7LffvslKS6Ddt555yVJunbtmjPPPLOkNS+xAgs1ZsyYQpJCksKYMWMqXU6Dxo0bV1fj3Nu4ceMqXVarZTxLy3iWlvEsLeNZWsaztIxnaRnP0jKepWU8S6s1jWdr+Huz1F599dXCqFGjCq+++mqz9fHyyy8Xqquri2NbVVXID39YyJ/+VPrbD35QvH5SqK6uLrz88svN9pqW1EMPPVTv56GpW9euXQtnnXVWYdasWQu99gMPPFBYY401Fum6AwYMqHf+3GO//vWvG+1j9OjRde369++/SK/zoYceqnf8N7/5TZP1nXLKKYX+/fvXPR49enS9a6y77rqFJIWjjz66yXE5+uijC0kK6667boPHJ02aVNhpp50arWXrrbcuPPPMM4v0uhuz6667LvRr0rZt28Lvf//7eucuypifdtppjV73s+M/bdq0wlFHHbVI3yfrr7/+Auf++te/XqTzDj744MKnn3662OM015VXXllYYYUVmuyjsa/nlVdeWejQocNij3NDfvWrXy1w7mqrrVaYMWPGQs+rra0tnHbaaYW2bdsudKw6duxYmDZt2gLnL+x7v9T9FQqFwjvvvFPo3bt3o+ftueeehXvuuafJn+tFMf/P7eWXX15o165dg/1VV1cXrrvuukW65rBhwxY495prrlmi2hamb9++dX3ssccei3ze0KFDm/zdvMYaaxSGDh26xHWV+t9xSzwBAAAAy5TevXvn17/+dfFBoZBcd13SxNIyS2TKlORf/ypeP8kZZ5yR3r17l7aPZtSmTZusvPLKWWeddbLLLrvkpJNOyqBBgzJ27Nj8/Oc/X6RPou++++5544038pe//CV777131lxzzVRXV6empiY9evTInnvumbPOOisvv/zyUn1iuxR+9atfZfDgwdlzzz2z6qqrprq6OmuvvXYOPvjg3HvvvTn33HPLVstKK62Uhx9+OBdffHG22267dOrUKSuttFK23HLL/OEPf8gTTzyRVVdddan6uP7663PNNdfkmGOOyZZbbpk11lgj7dq1S6dOnbLZZpvl+9//fkaMGJGf/exnS3T9s88+O5dffnl22WWXrLbaamnbtm2jbVdYYYUMGDAgw4YNy/e+971suummWXnlldOuXbusssoq2XLLLXP88cfnxhtvzEsvvbTAuaeddlruvPPOnHzyydlhhx2yzjrrpKamJjU1NVlvvfXyP//zPxk8eHAGDRq0wN4Yi+voo4/OG2+8kV/84hfZZpttssoqq6S6ujrrrLNOdt5555x11ll56KGHGj335Zdfzo9+9KNssskm6dixY1ZYYYVsuOGGOeGEExZrnD87W+LrX/96qqurF3pe27Ztc84552TUqFE55ZRTstVWW2XVVVdN27Zts9JKK2XTTTfNEUcckQEDBuS9996rm+GypErRX/fu3TNixIiceeaZ2WyzzbLCCitklVVWyQ477JBLLrkkd9111yK99sXxrW99K4899lgOPfTQdO/ePdXV1VlrrbVy1FFHZcSIEXXLKi3MNttsU7cXxyqrrJKDDz64pHXOdeSRR9bdb2pz7M/6/Oc/n+effz6nn356Nttss3Tq1CmdOnVK3759c/rpp+eFF17I5z//+eYoeYlUFQqLuUX9cmjs2LHp0aNHkuLacWuvvXaFK6rvww8/TLdu3RZ4bty4cYu99h5FxrO0jGdpGc/SMp6lZTxLy3iWlvEsLeNZWsaztFrTeLaGvzdL7bXXXqtbSmPu3gDNoba2NjvuuGOGDRtWfGKttZITTkjm7k+xNKZOTS6/PHnnnSTJtttumyFDhiz28jIAtD6TJ0/OGmuskWnTpuV73/teLrnkkmbpp1+/frn66quz6qqr5r333kuHDh2apZ/FVep/x82gAAAAAJY57dq1y/XXX1+3iW3eeSf5y1+St99eugu//XbxOv8NJ7p3754bbrhBOAGwnPjXv/6VadOmJUmOP/74Zunjk08+yaBBg5IUZ9a0lHCiOQgoAAAAgGXS+uuvn/vvv39eSDF+fDFcGDw4mT598S726afF8/7yl+J1Ugwn7r///pJvjgpAyzR79uxccMEFSYpLPW2zzTbN0s9f//rXuo3sv/Od7zRLHy2FeB8AAABYZm2yySZ5/PHHc+ihhxaXeyoUkocfTp58Mtl662S77ZJHHknef3/BE7t3T775zeJMiaefTp55Jpk5s+7wtttumxtuuEE4AbCM+/jjj/Pxxx/no48+yoUXXli3V8qS7uHSkNra2rz11luZMWNGHn300Zx55plJkv322y+bbbZZyfppiQQUAACwjJozZ05effXVDB8+PM8991wmTJiQ6dOnZ+bMmXWbmK666qrZYostss0226RXr15p08Yka2DZs/7662fIkCH505/+lDPOOCMzZ84shg1DhxZvDRk3Lnn++WT27AWerq6uzhlnnJEf//jHlnUCWA78+c9/zm9+85sFntt3331zyCGHlKyPsWPH1tvPoXPnznWzNZZl/iUFAIBlRKFQyCOPPJLbbrstw4YNy4gRIzJlypRFPr9Tp07Zaqutsu222+bAAw/MF7/4xVRVVTVjxQDl065du/zsZz/LwQcfnIsuuigDBw5c+O/I+cKJTp06pV+/fvnRj36U3r17N3O1ALQ07dq1y7rrrpvDDjuspLMnPqtbt27Zcccdc9ZZZ6Vnz57N1k9LIaAAAIBW7pNPPsnAgQNzySWX1E05XxJTpkzJY489lsceeywXXHBB+vTpk+9///vp169fOnfuXMKKASqnd+/eueSSS3L22Wfnuuuuy29/+9u8++67Dbbt2LFjDjjggOy66645/PDDs9JKK5W5WgAq7YwzzsgZZ5zRrH2st956KRQKzdpHSyWgAACAVur111/Pueeem6uvvjpTp06t32CVVZK11y7e1lor6dw5ad8+adcuqa1NZs1KJk0qrq8+dmzxNnFi3emjRo3KD37wg/zkJz/JkUcemVNPPXW5+BQXsHzo3LlzDj/88Py///f/Gm1TW1ubv/3tb4IJAGgmAgoAAGhlZs+enQsvvDCnn356pk+fvuDB9ddPdtwx6dUr6dhx4Rfr3j3ZeON5j6dMSV57LRkyJBk9OkkyderU/O1vf8uAAQNy5pln5qSTTirdiwGooLvuuqu4H0UjZsyYkbvvvjvf+MY3ylgVACw/BBQAANCKvPLKKzn22GMzZMiQeU926JBsvXUxmFhzzaXroFOnZKutirf33kuefDJ55plk5sxMnz49p556am666aace+65S9cPQAtw8803L1IbAQUANA8BBQAAtAJz5szJBRdcsOCsiaqqZOedkz33TGpqSt/pmmsmhxyS7Ltvcu+9yeOPJ4VCnnzyyey+++6l7w+gjGbMmJHBgwcvtN3gwYMzc+bMVFdXl6EqAFi+tKl0AQAAQNNmzZqVo446Kqeeeuq8cKJLl+R730sOOKB5won51dQU+/nud4v9JvWXlgJoZR588MFMnjx5oe0mTZqUBx98sAwVAcDyR0ABAAAt2PTp03PIIYfkmmuuKT5RVZXsskty8snF/SbKaYMNiv3uskuxDoBWbFGWd1qStgDAohNQAABACzVr1qwceuihuf3224tPtGuXHH10cTZDpZYaqa4u9n/00cV65jNr1qzK1ASwmGbPnp1bb721/oFOnYq3z7j11lszZ86cMlQGAMsXAQUAALRAc+bMybHHHjsvnKiuTo4/Ptl008oWNtemmxbrmS8o+X//7/95Aw9oFYYOHZpx48bVP7Dppg3+nv3ggw8ydOjQMlQGAMsXAQUAALRAF1xwwbxlndq1S449NunZs7JFfVbPnsW6/juTYtCgQbngggsqXBTAwjW6ZNNmmxVvi3MOALDEBBQAANDCvPLKKzn99NOLD6qqkiOPbHnhxFw9exbr+++eFKeffnpeeeWVChcF0LhCodBw2FBTU/yd1rNn0qFDvcM333xzCoVCGSoEgOWHgAIAAFqQ2bNn59hjj8306dOLT+y8c8tZ1qkxm25arDPFTb2PPfbYzJ49u8JFATTs+eefz5tvvln/wMYbF2eEtWuXbLJJvcNvvPFGXnjhhTJUCADLDwEFAAC0IBdeeGGGDBlSfNClS7L33pUtaFHtvXex3iRDhgzJRRddVOGCABrW5PJODd1flHMBgCUioAAAgBbi9ddfX3Bpp0MPXWAT6hatujr5xjfqlnr6xS9+kddff73CRQHU12DI0K5d0rv3vMe9eydt2y7auQDAEmtX6QIAAICic889d8GlndZfv7IFLa4NNkh22il5/PFMnz495513Xi699NJKVwUsA9555518/etfX+rrFAqFPPfcc/UPbLRRcQ+KuWpqis+9/PICzZ599tnssMMOqfpvGLs0Bg0alO7duy/1dQCgNRNQAABAC/DJJ5/k6quvLj7o0CHZc8/KFrSk9toreeqpZObMDBw4MOecc046d+5c6aqAVm7QoEEZOnRo83XQ0JJOm21WL6BIkv/85z8l6XLQoEH54Q9/WJJrldO//vWv9O/fPyNHjsyECROyxhprZJdddsmJJ56YHXbYodLlAdDKWOIJAABagIEDB2bq1KnFB1tvveAneVuTmppi/UmmTp2agQMHVrggYFlwww03NN/Fq6qSPn3qP7/ppnXL1jWHZn1NzWD69OnZf//9c9hhh+Xee+/N+++/nxkzZuT//u//cvXVV2ennXbK7373u0qXCUArI6AAAIAKKxQKueSSS+Y9seOOlSumFOar/5JLLkmhUKhgMUBr98477+Txxx9vvg422CDp1Kn+8506FY81k8cffzzvvvtus12/1I4//vjccccdSZLddtstt9xyS5566qn885//zIYbbpg5c+bkV7/6Vf7xj39UuFIAWhMBBQAAVNgjjzySl156qfhg/fWTNdesbEFLq3v3uv0zRo0alUcffbTCBQGt2aBBg5rv4pttlhx1VOPHjzqq4eWfSqBQKDTvayuhRx55JNdee22SZP/99899992XAw88MNttt12OO+64DB06NOuss06S5LTTTsvEiRMrWC0ArYk9KAAAoMJuu+22eQ9a++yJuXbcMRk9Okly6623Ztddd61wQUBrte6666ZTp06ZMmVK0w1XXrl4W1TbbFP8XdXUMk4rrlgMKYYMSYYPX/Rrf/JJ8daETp061b2p39L98Y9/TJK0bds2l1xySdq2bbvA8S5duuScc87JYYcdlgkTJuSf//xnTjnllEqUCkArI6AAAIAKGzZs2LwHvXpVrpBS2mijurvDF+dNPYDPOPDAAzNs2LAceuihGTlyZOMNp09P9t032Wqr0hZQVZV84QvF26IYMSK58cYmm2y++ea54YYb0quZf+fPmjUrPXr0yAcffJC99947d911V5PtX3jhhfTt2zdJctZZZ+XnP/95pkyZkgceeCBJsscee2Tttddu8NyDDz44nTt3zqRJk3LTTTcJKABYJJZ4AgCACpozZ05GjBhRfLDKKknHjhWtp2Q6dSq+niQjRozInDlzKlsP0Kr17t07Q4cOzbe//e3GG82YkVx7bTEcmDWrfMXNNWtWse9rr01mzmy02Xe+850MHTq02cOJJGnfvn2O+u8SVvfee2/eeeedJttfccUVSYozJY4++ugkyVNPPZUZM2YkSZOz4aqrq7PDDjvUnTOrEl8DAFodAQUAAFTQq6++Om/ZkkY+ldpqrbVWkmTy5Ml57bXXKlwM0NqtsMIK+dvf/pZrrrkmnRra1Hqu//wnufjiZNy48hU3blyxz//8p9EmnTp1yrXXXpvLLrssK6ywQtlK+9a3vpWkGIhfddVVjbabNWtWrr766iTJnnvumbX++zu8bo+kJBtvvHGTfc09Xltb6/c+AItEQAEAABW0wPJHy1pAMd/rscwTUCqHH354hg0bls0337zxRu+9l/z5z8XllprbiBHJRRcV+2zEFltskeHDh+ewww5r/no+o1evXvniF7+YJOnfv3+j7e644458+OGHSZLjjz++7vkxY8bU3W9seae5evTo0eB5ANAYAQUAAFTQc889N+/Bfz+tusyY742sZ599tnJ1AMucFrHk02Is6TRkyJCyLOnUmLmzKF577bU88cQTDbaZG1506dIl+++/f93zkydPrrvf5MyVJB3nW6ZwoZuaA0AEFAAAUFETJkyY96Bz58oV0hzmez0TJ06sXB3AMqmiSz6NG1ecodECl3RqyNe//vWs8t99gRqaRfHBBx/UbaB95JFHprq6uu7Y9OnT6+7P/3xDOnToUHf/008/XZqSAVhOCCgAAKCC5n/jJ+3bV66Q5jDf61ngdQKU0GIt+TRy5NJ3OHJkcUmn999vtEkll3RqyAorrJDDDz88SXL99ddn6tSpCxwfOHBgamtrkyTHHXfcAsdqamrq7s9sYqZIkrrNtOf2CQALI6AAAIAKWuDNnnbtKldIc2jbtu7u/G9aAZTaIi/5dOutyZw5S97RnDnFa7TwJZ0acsIJJyQpLtk0aNCgBY7NnVWx3XbbpW/fvgscW2mlleruL2zZpvmDj4UtBwUAiYACAAAqaoHlMv776dVlxuzZdXfnX/YDoDnMXfLp2muvbfzN8UmTkqXZvPntt4vXaEBLWtKpIVtuuWW22WabJAsu8/Sf//wno0aNSlJ/9kSy4MbYY8eObbKP+TfGnn/DbABojIACAAAqaP6lM5plE9dKmu/1LPA6AZrRYYcdluHDhze+5NMLLyz5xV98scGnW9qSTo2Zu1n2I488kjfffDPJvLBihRVWaLD+Pn361N1/+eWXm7z+3OPt2rVLz549S1IzAMs2AQUAAFTQqquuOu9BI5/KbbXmez1zN2cFKIdevXrlhz/8YcMHO3de8gvPt9zR/H7wgx+0uCWdGnL44YdnxRVXTKFQyIABA/Lpp5/mX//6V5Lk4IMPzsorr1zvnO22265utt8jjzzS6LVnzpyZoUOH1jsHAJoioAAAgAraYost5j14553KFdIc5lsKZMstt6xcHcBy6eabb274wKabLvlFN9uswadvueWWJb9mGXXu3DmHHnpokmTAgAG58cYb88knnyRJjj/++AbPWWmllfLlL385SXL//fc3uszTTTfdlEn/DaYPOuigUpcOwDJKQAEAABU0dz3wJAu8ob9MmO/1LPA6AZrZpEmTcv/999c/0L17stpqS37h1VZL1lyz3tP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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 530, "width": 788 } }, "output_type": "display_data" } ], "source": [ "plot_results(\n", " clscpso_5, clscpso_5.problem.objective.value(), facility_points, clis=client_points\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scenario 5 shows that when both facilities are capable of serving all the demand, the facility with a higher capacity (Facility $y_0$ in this case) is selected.\n", "\n", "### Scenario 6" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:32.641725Z", "start_time": "2023-01-10T23:04:32.231423Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:36.680875Z", "iopub.status.busy": "2023-12-10T18:48:36.680504Z", "iopub.status.idle": "2023-12-10T18:48:37.106040Z", "shell.execute_reply": "2023-12-10T18:48:37.105371Z", "shell.execute_reply.started": "2023-12-10T18:48:36.680854Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 530, "width": 788 } }, "output_type": "display_data" } ], "source": [ "plot_results(\n", " clscpso_6, clscpso_6.problem.objective.value(), facility_points, clis=client_points\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scenario 6 demostrates the reverse situation from above in Scenario 5. Facility $y_1$ is selected over Facility $y_0$ because it has a larger capacity.\n", "\n", "\n", "### A comparison of the solutions" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:34.693483Z", "start_time": "2023-01-10T23:04:32.644278Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:37.107455Z", "iopub.status.busy": "2023-12-10T18:48:37.107171Z", "iopub.status.idle": "2023-12-10T18:48:39.729018Z", "shell.execute_reply": "2023-12-10T18:48:39.728409Z", "shell.execute_reply.started": "2023-12-10T18:48:37.107433Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 305, "width": 1570 } }, "output_type": "display_data" } ], "source": [ "scenarios = [clscpso_1, clscpso_2, clscpso_3, clscpso_4, clscpso_5, clscpso_6]\n", "fig, axarr = plt.subplots(1, len(scenarios), figsize=(20, 10))\n", "fig.subplots_adjust(wspace=-0.01)\n", "for i, m in enumerate(scenarios):\n", " plot_results(\n", " m, m.problem.objective.value(), facility_points, clis=client_points, ax=axarr[i]\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----------------------------------------\n", "\n", "## 3. Comparing covering problems\n", "\n", "\n", "Next we will set up, solve, and compare the CLSCP-SO to the standard LSCP with both more client locations and facilities. We will also stipulate that Facility $y_5$ must be part of the optimal solution in both models." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:34.699660Z", "start_time": "2023-01-10T23:04:34.696062Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:39.730877Z", "iopub.status.busy": "2023-12-10T18:48:39.730395Z", "iopub.status.idle": "2023-12-10T18:48:39.735449Z", "shell.execute_reply": "2023-12-10T18:48:39.734780Z", "shell.execute_reply.started": "2023-12-10T18:48:39.730857Z" } }, "outputs": [], "source": [ "def snap_obs(_ntw, df, label):\n", " with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " # ignore deprecation warning - GH pysal/libpysal#468\n", " _ntw.snapobservations(df, label, attribute=True)\n", " df_snapped = spaghetti.element_as_gdf(_ntw, pp_name=label, snapped=True)\n", " df_snapped.drop(columns=[\"id\", \"comp_label\"], inplace=True)\n", " return df_snapped" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameters and input data" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:34.807693Z", "start_time": "2023-01-10T23:04:34.702017Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:39.736382Z", "iopub.status.busy": "2023-12-10T18:48:39.736193Z", "iopub.status.idle": "2023-12-10T18:48:39.858384Z", "shell.execute_reply": "2023-12-10T18:48:39.857647Z", "shell.execute_reply.started": "2023-12-10T18:48:39.736364Z" } }, "outputs": [], "source": [ "# quantity demand points, supply points, & maximum service radius (in distance units)\n", "CLIENT_COUNT, FACILITY_COUNT, SERVICE_RADIUS = 100, 10, 7\n", "\n", "# generate input data\n", "_buff = geopandas.GeoSeries(streets[\"geometry\"].buffer(0.5).unary_union)\n", "_buff = geopandas.GeoDataFrame(geometry=_buff, crs=streets.crs)\n", "client_points = simulated_geo_points(_buff, needed=CLIENT_COUNT, seed=CLIENT_SEED)\n", "facility_points = simulated_geo_points(_buff, needed=FACILITY_COUNT, seed=FACILITY_SEED)\n", "snap_obs(ntw, client_points, \"clients\")\n", "snap_obs(ntw, facility_points, \"facilities\")\n", "\n", "# calculate the OD cost matrix\n", "orig, dest = ntw.pointpatterns[\"clients\"], ntw.pointpatterns[\"facilities\"]\n", "cost_matrix = ntw.allneighbordistances(sourcepattern=orig, destpattern=dest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stipulate that facility $y_5$ must be a member of the solution set\n", "\n", "***Important:*** The facilities in `\"predefined_loc\"` are a binary array where `1` means the associated location must appear in the solution." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:34.814997Z", "start_time": "2023-01-10T23:04:34.810702Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:39.859808Z", "iopub.status.busy": "2023-12-10T18:48:39.859325Z", "iopub.status.idle": "2023-12-10T18:48:39.864703Z", "shell.execute_reply": "2023-12-10T18:48:39.863827Z", "shell.execute_reply.started": "2023-12-10T18:48:39.859786Z" } }, "outputs": [], "source": [ "facility_points[\"predefined_loc\"] = 0\n", "facility_points.loc[[5], \"predefined_loc\"] = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate synthetic demand" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:34.823001Z", "start_time": "2023-01-10T23:04:34.817295Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:39.867140Z", "iopub.status.busy": "2023-12-10T18:48:39.866589Z", "iopub.status.idle": "2023-12-10T18:48:39.873658Z", "shell.execute_reply": "2023-12-10T18:48:39.872855Z", "shell.execute_reply.started": "2023-12-10T18:48:39.867095Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total demand: 238\n" ] }, { "data": { "text/plain": [ "array([3, 2, 4, 3, 3, 3, 1, 2, 3, 2, 4, 2, 4, 1, 1, 1, 1, 4, 3, 1, 1, 1,\n", " 1, 2, 4, 4, 4, 1, 3, 4, 2, 2, 2, 1, 4, 2, 1, 3, 2, 2, 4, 4, 4, 4,\n", " 1, 2, 2, 1, 2, 2, 2, 4, 1, 2, 2, 4, 2, 4, 1, 1, 1, 1, 1, 2, 2, 1,\n", " 1, 1, 2, 4, 4, 4, 2, 2, 3, 3, 2, 3, 3, 1, 3, 1, 1, 3, 1, 2, 4, 1,\n", " 4, 4, 3, 3, 1, 4, 1, 4, 4, 4, 3, 1])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "numpy.random.seed(222)\n", "demand_quantity = numpy.random.randint(1, 5, CLIENT_COUNT)\n", "total_demand = demand_quantity.sum()\n", "client_points[\"demand\"] = demand_quantity\n", "print(f\"Total demand: {total_demand}\")\n", "demand_quantity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate synthetic capacity equal to at least 2x demand" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:34.834881Z", "start_time": "2023-01-10T23:04:34.825818Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:39.875054Z", "iopub.status.busy": "2023-12-10T18:48:39.874671Z", "iopub.status.idle": "2023-12-10T18:48:39.885907Z", "shell.execute_reply": "2023-12-10T18:48:39.885233Z", "shell.execute_reply.started": "2023-12-10T18:48:39.875035Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total capacity: 575\n" ] }, { "data": { "text/html": [ "
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geometrypredefined_loccapacity
0POINT (9.32146 3.15178)049
1POINT (8.53352 -0.04134)052
2POINT (0.68422 6.04557)069
3POINT (5.32799 4.10688)072
4POINT (3.18949 6.34771)072
5POINT (4.31956 7.59470)114
6POINT (5.19840 5.86744)088
7POINT (6.59891 10.39247)026
8POINT (8.51844 4.04521)041
9POINT (9.13894 8.56135)092
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" ], "text/plain": [ " geometry predefined_loc capacity\n", "0 POINT (9.32146 3.15178) 0 49\n", "1 POINT (8.53352 -0.04134) 0 52\n", "2 POINT (0.68422 6.04557) 0 69\n", "3 POINT (5.32799 4.10688) 0 72\n", "4 POINT (3.18949 6.34771) 0 72\n", "5 POINT (4.31956 7.59470) 1 14\n", "6 POINT (5.19840 5.86744) 0 88\n", "7 POINT (6.59891 10.39247) 0 26\n", "8 POINT (8.51844 4.04521) 0 41\n", "9 POINT (9.13894 8.56135) 0 92" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cap_sum_search = True\n", "numpy.random.seed(0)\n", "while cap_sum_search:\n", " facility_capacity = numpy.random.randint(5, 100, FACILITY_COUNT)\n", " if facility_capacity.sum() >= demand_quantity.sum() * 2:\n", " cap_sum_search = False\n", "facility_points[\"capacity\"] = facility_capacity\n", "print(f\"Total capacity: {facility_points[\"capacity\"].sum()}\")\n", "facility_points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solve & plot the CLSCP-SO" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:35.725743Z", "start_time": "2023-01-10T23:04:34.843310Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:39.887009Z", "iopub.status.busy": "2023-12-10T18:48:39.886777Z", "iopub.status.idle": "2023-12-10T18:48:40.940260Z", "shell.execute_reply": "2023-12-10T18:48:40.939400Z", "shell.execute_reply.started": "2023-12-10T18:48:39.886991Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 525, "width": 791 } }, "output_type": "display_data" } ], "source": [ "clscpso = LSCP.from_cost_matrix(\n", " cost_matrix,\n", " SERVICE_RADIUS,\n", " demand_quantity_arr=demand_quantity,\n", " facility_capacity_arr=facility_capacity,\n", " predefined_facilities_arr=facility_points[\"predefined_loc\"],\n", " name=\"CLSCP-SO_predefined\"\n", ")\n", "clscpso = clscpso.solve(solver)\n", "facility_points[\"dv\"] = clscpso.fac_vars\n", "facility_points[\"dv\"] = facility_points[\"dv\"].map(lambda x: x.name.replace(\"_\", \"\"))\n", "plot_results(\n", " clscpso,\n", " clscpso.problem.objective.value(),\n", " facility_points,\n", " clis=client_points\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solve & plot the standard LSCP" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:36.585753Z", "start_time": "2023-01-10T23:04:35.728435Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:40.941919Z", "iopub.status.busy": "2023-12-10T18:48:40.941508Z", "iopub.status.idle": "2023-12-10T18:48:41.814876Z", "shell.execute_reply": "2023-12-10T18:48:41.813625Z", "shell.execute_reply.started": "2023-12-10T18:48:40.941893Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 525, "width": 791 } }, "output_type": "display_data" } ], "source": [ "lscp = LSCP.from_cost_matrix(\n", " cost_matrix,\n", " SERVICE_RADIUS,\n", " predefined_facilities_arr=facility_points[\"predefined_loc\"],\n", " name=\"lscp_predefined\"\n", ")\n", "lscp = lscp.solve(solver)\n", "plot_results(\n", " lscp,\n", " lscp.problem.objective.value(),\n", " facility_points,\n", " clis=client_points\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare the results" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2023-01-10T23:04:37.624128Z", "start_time": "2023-01-10T23:04:36.588495Z" }, "execution": { "iopub.execute_input": "2023-12-10T18:48:41.818239Z", "iopub.status.busy": "2023-12-10T18:48:41.817508Z", "iopub.status.idle": "2023-12-10T18:48:43.137439Z", "shell.execute_reply": "2023-12-10T18:48:43.136455Z", "shell.execute_reply.started": "2023-12-10T18:48:41.818199Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 427, "width": 794 } }, "output_type": "display_data" } ], "source": [ "models = [clscpso, lscp]\n", "fig, axarr = plt.subplots(1, len(models), figsize=(10, 10))\n", "fig.subplots_adjust(wspace=-0.01, hspace=-0.01)\n", "for i, m in enumerate(models):\n", " plot_results(\n", " m, m.problem.objective.value(), facility_points, clis=client_points, ax=axarr[i]\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see the solutions to the CLSCP-SO and LSCP are very similar. Facilities $y_1$ (green), $y_2$ (brown), $y_5$ (darker violet), and $y_9$ (orange) are present in both solutions, with $y_5$ being pre-defined in both. In fact, the only difference between the two models is the inclusion of Facility $y_6$ (lighter lilac) in the CLSCP-SO solution. This difference is due to taking client demand into consideration along with facility capacity.\n", "\n", "----------------------\n", "\n", "## References\n", "\n", "- [Church, R. L., & Murray, A. T. (2018). Location covering models: History, Applications and Advancements (1st edition 2018). Springer](https://www.springer.com/gb/book/9783319998459)\n", "- [Current, J. R., & Storbeck, J. E. (1988). Capacitated Covering Models. Environment and Planning B: Planning and Design, 15(2):153–163, 1988. doi:10.1068/b150153.](https://journals.sagepub.com/doi/abs/10.1068/b150153)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:py312_spopt]", "language": "python", "name": "conda-env-py312_spopt-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" }, "vscode": { "interpreter": { "hash": "31a17dc47fba53823ade1295e53b1d68d81fa63377c5b2d2d3c8382519d27443" } } }, "nbformat": 4, "nbformat_minor": 4 }