{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Robust Production - Inventory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the problem of minimizing the costs associated with inventory management while ensuring that customer demand is met consistently over a planning horizon. This approach addresses the inherant uncertainty in product demands, making it a robust optimization problem." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taking the example introduced in Ben-Tal et al. (2004) [1], let us consider a single product inventory system which is comprised of a single warehouse and $I$ identical factories. The planning horizon is $T$ periods. At time period $t$, let:\n", "- $d_t$ denote the demand of the product at each that is uncertain.\n", "- $v_t$ denote the amount of product in the warehouse at the beginning of the time period.\n", "- $p_t\\in {\\bf R}^I$ denote the amount of product to be produced during period $t$ by each factory.\n", "- $c_t \\in {\\bf R}^I$ denote the cost of producing a unit of product at each factory at time period $t$.\n", "- $p^{\\rm max}$ denote the maximal production capacity for each factory at time period $t$.\n", "- $q^{\\rm max}$ denote the maximal cumulative production capacity for each factory.\n", "- $v^{\\rm min}$ and $v^{\\rm max}$ denote the minimal and maximal storage capacity of the warehouse, respectively.\n", "\n", "With this information, we can write the inventory problem as a robust linear program" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\begin{array}{ll}\n", "\\text{minimize} & \\sum_{t=1}^{T} c_t^Tp_t \\\\\n", "\\text{subject to} & 0 \\leq p_t \\leq p^{\\rm max}{\\bf 1} \\quad t=1,\\dots,T \\\\\n", " & \\sum_{k = 1}^{t} p_k \\leq q^{\\rm max}{\\bf 1} \\quad t=1,\\dots,T \\\\\n", " & v^{\\rm min} \\leq v_1 + {\\bf 1}^T(\\sum_{k = 1}^{t} p_k) - \\sum_{k = 1}^{t} d_k \\leq v^{\\rm max} \\quad \\forall (d_1,\\dots, d_T) \\in \\mathcal{U},\\quad t=1,\\dots, T\\\\\n", "\\end{array}\n", "$$\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np \n", "import cvxpy as cp \n", "import lropt\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we consider $I$ = 3 factories producing a product in one warehouse. The time horizon $T$ is 24 time periods. The maximal production capacity of each one of the factories at each two-weeks period is $P(t) = 567$, and the integral production capacity of each one of the factories for a year is $Q = 13600$. The inventory at the warehouse should not be less then $300$ units, and cannot exceed $10000$ units. Initially, the inventory sits at $500$ units." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "np.random.seed(1)\n", "T = 24 #number of periods\n", "I = 3 #number of factories\n", "v_min = 300\n", "v_max = 10000\n", "q_max = 13600\n", "p_max = 567\n", "v_init = 500\n", "alphas = np.array([1, 1.5, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The production cost for at period $t$ for each factory $i$ is given by:\n", "$$\n", "\\begin{align*}\n", "(c_t)_i = \\alpha_i \\left(1 - \\frac{1}{2} \\sin \\left(\\frac{\\pi (t-1)}{12}\\right)\\right), \\quad t =1,\\dots,T,\\quad i=1,\\dots,I,\n", "\\end{align*}\n", "$$\n", "where $\\alpha = (1, 1.5, 2)$. The demand is uncertain and seasonal, reaching its peak in winter, with the following pattern,\n", "$$\n", "\\begin{align*}\n", "d^*_t = 1000\\left(1 - \\frac{1}{2} \\sin \\left(\\frac{\\pi (t-1)}{12}\\right)\\right), \\quad t=1, 2,\\dots ,T \\\\\n", "\\end{align*}\n", "$$\n", "\n", "To handle this uncertainty, we adopt the Polyhedral uncertainty set. This uncertainty set is defined by:\n", "$$\n", " \\mathcal{U}_{\\text{poly}} = \\{(d_1,\\dots,d_T) \\mid (1 - \\rho) d_t^* \\le d_t \\le (1 + \\rho) d_t^* ,\\quad t=1,\\dots,T\\}\n", "$$\n", "The following code defines these parameters for the problem." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def setup_parameters(proportion):\n", " # Check if you can use t_values here as well instead of the list comprehension\n", " t_values = np.arange(1, T + 1)\n", " \n", " c = [(alphas * (1 + 0.5 * np.sin(np.pi * (t - 1) / (T * 0.5)))).flatten() for t in range(1, T + 1)]\n", " c = np.array(c).T\n", " \n", " d_star = 1000 * (1 + 0.5 * np.sin(np.pi * (t_values - 1) / (T * 0.5)))\n", " \n", " lhs = np.concatenate((np.eye(T), -np.eye(T)), axis=0) \n", " rhs_upper = (1 + proportion) * d_star\n", " rhs_lower = (-1 + proportion) * d_star\n", " rhs = np.hstack((rhs_upper, rhs_lower))\n", " \n", " d = lropt.UncertainParameter(T, uncertainty_set=lropt.Polyhedral(lhs=lhs, rhs=rhs))\n", " \n", " return c, d, rhs_upper, rhs_lower, d_star" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we create a function to define the constraints of the function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a function that solves the problem and returns the optimal value." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def solve_problem(d):\n", " p = cp.Variable((I, T), nonneg=True)\n", " constraints = [\n", " p <= p_max,\n", " 0 <= p,\n", " cp.sum(p, axis=1) <= q_max\n", " ]\n", " \n", " for i in range(1, T + 1):\n", " constraints.append(v_min <= cp.sum(cp.sum(cp.sum(p, axis=0)[:i])) - cp.sum(d[:i]) + v_init)\n", " constraints.append(cp.sum(cp.sum(cp.sum(p, axis=0)[:i])) - cp.sum(d[:i]) + v_init <= v_max)\n", " \n", " objective = cp.Minimize(cp.sum(cp.multiply(c, p)))\n", " prob = lropt.RobustProblem(objective, constraints)\n", " prob.solve()\n", " return prob.objective.value, p.value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following code calculates the robust optimal level of inventory over time. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def calculate_inventory_levels(p, rhs_upper, d_star, rhs_lower):\n", " low_values = []\n", " mid_values = []\n", " high_values = []\n", " random_trajectory = []\n", " for i in range(1, T + 1):\n", " low = (cp.sum(cp.sum(p, 0)[:i]) - cp.sum(rhs_upper[:i]) + v_init).value\n", " mid = (cp.sum(cp.sum(p, 0)[:i]) - cp.sum(d_star[:i]) + v_init).value\n", " high = (cp.sum(cp.sum(p, 0)[:i]) - cp.sum(-rhs_lower[:i]) + v_init).value\n", "\n", " # TODO: create random trajectory\n", " \n", " low_values.append(low)\n", " mid_values.append(mid)\n", " high_values.append(high)\n", " random_trajectory.append(np.random.uniform(low, high))\n", " return low_values, mid_values, high_values, random_trajectory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we define a function to plot the inventory level over time for a given value of proportion. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def plot_inventory_levels(ax, low_values, mid_values, high_values, random_trajectory, rho):\n", " ax.plot(range(1, T + 1), low_values, label='Disturbance Lower Bound', color='blue', linestyle='--')\n", " ax.plot(range(1, T + 1), mid_values, label='Nominal Disturbance', color='green', linestyle='-')\n", " ax.plot(range(1, T + 1), high_values, label='Disturbance Upper Bound', color='red', linestyle='--')\n", " ax.plot(range(1, T + 1), random_trajectory, label='Random Trajectory', color='lightgreen', linestyle='--')\n", " ax.set_xlabel('Time Period')\n", " ax.set_ylabel('Inventory Level')\n", " ax.set_title(f'Inventory Level Over Time\\nrho = {rho}')\n", " ax.legend()\n", " ax.grid(True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "rho = 0.1: The robust optimal value is 3.830E+04\n", "rho = 0.2: The robust optimal value is 4.367E+04\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(18, 8)) \n", "rho_values = [0.1, 0.2]\n", "\n", "for i, rho in enumerate(rho_values):\n", " c, d, rhs_upper, rhs_lower, d_star = setup_parameters(rho)\n", " optimal_value, p_value = solve_problem(d)\n", " \n", " print(f\"rho = {rho}: The robust optimal value is {optimal_value:.3E}\")\n", " \n", " low_values, mid_values, high_values, random_traj = calculate_inventory_levels(p_value, rhs_upper, d_star, rhs_lower)\n", " plot_inventory_levels(axs[i], low_values, mid_values, high_values,random_traj, rho)\n", " \n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "1. Ben-Tal, Aharon, Alexander Goryashko, Elana Guslitzer, and Arkadi Nemirovski. 2004. Adjustable robust solutions of uncertain linear programs. Mathematical Programming 99(2) 351-376. - add a clickable link" ] } ], "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 }