{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Robust Facility Location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the Facility Location Problem (FLP) that focuses on finding the best locations for facilities such as warehouses, plants, or distribution centers to minimize costs and maximize service coverage. It involves deciding where to place these facilities to effectively meet customer demands, while accounting for factors like transportation costs, facility setup costs, and capacity constraints. The goal is to determine the optimal facility locations that efficiently serve demands and maximize overall profits. The approach defined in this notebook aims to maximize profits under the condition of uncertain demand, making this a robust optimization problem." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taking the example in [1, Section 2.4], let $ T, F, N$ be the length of the horizon, the number of candidate locations to which a facility can be assigned and the number of locations that have a demand for the facility respectively.\n", "\n", "- $\\eta \\in {\\bf R}$ denotes the unit price of goods \n", "- $c, c^{\\rm stor} ,c^{\\rm open} \\in {\\bf R}^{F}$ denotes the cost per unit of production, cost per unit capacity and the cost of opening a facility at all locations\n", "- ${c^{\\rm ship}} \\in {\\bf R}^{F\\times N}$ denotes the cost of shipping from one location to another\n", "- ${d^{\\rm u}_t} \\in {\\bf R}^{N}$ denotes the uncertain demand for period $t$ at location\n", "- $X_t \\in {\\bf R}^{F\\times N}$ denotes the proportion of the demand at a location during period $t$ that is satisfied by a facility\n", "- $p_t\\in {\\bf R}^{F}$ denotes the amount of goods that is produced at some facility at a time period $t$\n", "- $y$ denotes whether a facility at a location is open or closed, by taking values 1 or 0, respectively\n", "- ${z}$ denotes the capacity of the facility in this location in case it is open\n", "- $d^*$ denotes the demand for a period in the deterministic case\n", " \n", " Let $M > 0$ be a large constant.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\begin{array}{ll}\n", "\\text{maximize} & \\theta \\\\\n", "\\text{subject to} & \\sum_{\\tau = 1}^T \\sum_{i = 1}^F \\sum_{j = 1}^N (\\eta - c^{\\rm ship}_{ij}) X_{ij\\tau} d^{u}_{i\\tau} - \\sum_{\\tau = 1}^T \\sum_{i = 1}^F c_i p_{i\\tau} - \\sum_{i = 1}^F c^{\\rm stor}_i z_i - \\sum_{i = 1}^F c^{\\rm open}_i y_i \\\\\n", " & \\sum_{i = 1}^F X_{ij\\tau} \\leq 1, \\\\\n", " & \\sum_{j = 1}^N X_{ij\\tau} d^{\\rm u}_{j\\tau} \\leq P_{i\\tau} \\quad d^{\\rm u} \\in \\mathcal{U}\\\\\n", " & X \\ge 0 \\\\\n", " & p_t \\leq {z} \\quad t =1,\\dots,T \\\\\n", " & {z} \\leq My \\\\\n", " & y \\in \\{0, 1\\}^F\n", "\\end{array}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We solve this problem using the ellipsoidal uncertainty set, formulated by: \n", "\n", "$$ \\mathcal{U}_{\\text{ellips}} = \\{z+d^* \\ | \\ \\| z\\|_2 \\le \\rho\\} $$\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np \n", "import cvxpy as cp \n", "import lropt\n", "import networkx as nx\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following snippet, we generate data. This example has $5$ facilities and $8$ candidate locations. The length of each horizon is $10$ and the unit price of each good is $100$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "np.random.seed(1)\n", "T = 10 \n", "F = 5 \n", "N = 8 \n", "M = 1100\n", "ETA = 100.0 \n", "RHO = 0.3\n", "\n", "c = np.random.rand(F)\n", "c_stor = np.random.rand(F)\n", "c_open = np.random.rand(F)\n", "c_ship = np.random.rand(F, N)\n", "d_star = np.random.rand(N*T) \n", "\n", "\n", "x = {}\n", "for i in range(F):\n", " x[i] = cp.Variable((N, T))\n", " \n", "\n", "d_u = lropt.UncertainParameter(N*T, uncertainty_set = lropt.Ellipsoidal(b = d_star, rho = RHO)) #Flattened Uncertain Parameter - LROPT only supports one dimensional uncertain parameters\n", "p = cp.Variable((F, T))\n", "z = cp.Variable(F)\n", "y = cp.Variable(F, boolean=True)\n", "theta = cp.Variable()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we define all our constraints" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "revenue = cp.sum([((ETA - np.diag(c_ship[i])) @ x[i]).flatten() @ d_u for i in range(F)])\n", "cost_production = cp.sum(c @ p)\n", "fixed_costs = c_stor@z\n", "penalties = c_open@y\n", "\n", "constraints = [\n", "revenue - cost_production - fixed_costs - penalties >= theta,\n", "z <= M*y,\n", "]\n", "\n", "constraints.append(cp.sum([x[i] for i in range(F)]) <= 1)\n", "for i in range(F):\n", " for t in range(T):\n", " constraints.append(cp.sum([x[i][j,t] * d_u[j*T + t] for j in range(N)]) <=p[i, t])\n", "\n", "for i in range(F):\n", " constraints.append(x[i]>=0)\n", "\n", "for t in range(T):\n", " constraints.append(p.T[t]<=z)\n", "constraints += [p>=0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we define the objective and get the optimal value for the equation. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Set parameter Username\n", "Academic license - for non-commercial use only - expires 2025-08-14\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/mj5676/Desktop/miniconda3/envs/lropt_v3/lib/python3.12/site-packages/cvxpy/utilities/torch_utils.py:61: UserWarning: torch.sparse.SparseTensor(indices, values, shape, *, device=) is deprecated. Please use torch.sparse_coo_tensor(indices, values, shape, dtype=, device=). (Triggered internally at /Users/runner/work/pytorch/pytorch/pytorch/torch/csrc/utils/tensor_new.cpp:643.)\n", " return torch.sparse.FloatTensor(i, v, torch.Size(value_coo.shape)).to(dtype)\n" ] } ], "source": [ "objective = cp.Maximize(theta)\n", "prob = lropt.RobustProblem(objective, constraints)\n", "prob.solve(solver = cp.GUROBI)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The robust optimal value using is 3.109E+04\n" ] } ], "source": [ "print(f\"The robust optimal value using is {theta.value:.3E}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To compare the solution of the problem without an uncertainty parameter, the following code solves the problem in the deterministic case. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "np.random.seed(1)\n", "T = 10 \n", "F = 5 \n", "N = 8 \n", "M = 1100\n", "ETA = 100.0 \n", "RHO = 0.3\n", "\n", "c = np.random.rand(F)\n", "c_stor = np.random.rand(F)\n", "c_open = np.random.rand(F)\n", "c_ship = np.random.rand(F, N) #Cost of shipping from one location to another\n", "d_star = np.random.rand(N*T) # Deterministic demand\n", "\n", "d_u = lropt.UncertainParameter(N*T, uncertainty_set = lropt.Ellipsoidal(b = d_star, rho = RHO)) #Flattened Uncertain Parameter - LROPT only supports one dimensional uncertain parameters\n", "p = cp.Variable((F, T))\n", "z = cp.Variable(F)\n", "y = cp.Variable(F, boolean=True)\n", "\n", "x_det = {}\n", "for i in range(F):\n", " x_det[i] = cp.Variable((N, T))\n", "theta = cp.Variable()\n", "\n", "\n", "revenue = cp.sum([((ETA - np.diag(c_ship[i])) @ x_det[i]).flatten() @ d_star for i in range(F)])\n", "cost_production = cp.sum(c@ p)\n", "fixed_costs = c_stor@z\n", "penalties = c_open@y\n", "\n", "constraints = [\n", "revenue - cost_production - fixed_costs - penalties >= theta,\n", "z <= M*y,\n", "]\n", "\n", "constraints.append(cp.sum([x_det[i] for i in range(F)]) <= 1)\n", "for i in range(F):\n", " for t in range(T):\n", " constraints.append(cp.sum([x_det[i][j,t] * d_star[j*T + t] for j in range(N)]) <=p[i, t])\n", "\n", "for i in range(F):\n", " constraints.append(x_det[i]>=0)\n", "\n", "for t in range(T):\n", " constraints.append(p.T[t]<=z)\n", "constraints += [p>=0]\n", "\n", "objective = cp.Maximize(theta)\n", "prob = lropt.RobustProblem(objective, constraints)\n", "prob.solve(solver = cp.GUROBI)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The deterministic optimal value using is 3.323E+04\n" ] } ], "source": [ "print(f\"The deterministic optimal value using is {theta.value:.3E}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a facility - network graph created using the robust optimal value of $x$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_opt = np.hstack([v.value.flatten() for v in x.values()]).reshape((F * T, N))\n", "\n", "G = nx.DiGraph()\n", "\n", "\n", "facility_nodes = range(F)\n", "location_nodes = range(F, F + N)\n", "\n", "\n", "G.add_nodes_from(facility_nodes, bipartite=0)\n", "G.add_nodes_from(location_nodes, bipartite=1)\n", "\n", "\n", "for i in range(F):\n", " for j in range(N):\n", " if x_opt[i * T, j] > 0:\n", " G.add_edge(i, F + j, weight=x_opt[i * T, j])\n", "\n", "\n", "pos = nx.spring_layout(G, seed=42) \n", "fig, ax = plt.subplots(figsize=(15, 10))\n", "nx.draw_networkx_nodes(G, pos, nodelist=facility_nodes, node_color='lightblue', node_size=400, edgecolors='k', node_shape='o')\n", "nx.draw_networkx_nodes(G, pos, nodelist=location_nodes, node_color='lightgreen', node_size=400, edgecolors='k', node_shape='o')\n", "\n", "\n", "edges = G.edges(data=True)\n", "edge_weights = [data['weight'] for u, v, data in edges]\n", "\n", "\n", "edge_weights = np.array(edge_weights)\n", "edge_colors = edge_weights\n", "\n", "\n", "nx.draw_networkx_edges(G, pos, edgelist=edges, width=2, alpha=0.7, edge_color=edge_colors, edge_cmap=plt.cm.Blues, arrows=True, arrowsize=20)\n", "nx.draw_networkx_labels(G, pos, labels={i: f\"F{i}\" for i in facility_nodes}, font_size=12, font_weight='bold', verticalalignment='center')\n", "nx.draw_networkx_labels(G, pos, labels={F + j: f\"L{j}\" for j in range(N)}, font_size=12, font_weight='bold', verticalalignment='center')\n", "plt.rcParams.update({\"font.size\": 18})\n", "plt.title('Facility Location Network', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "1. Bertsimas, Dimitris, and Dick Den Hertog. Robust and Adaptive Optimization. [Dynamic Ideas LLC], 2022." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 4 }