{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "4b4eab40-684e-456a-9569-ceaebd0f5201", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy.stats\n", "import scipy.optimize" ] }, { "cell_type": "code", "execution_count": 2, "id": "71920171-b3fc-4ea5-b35c-e72e97780e8c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/nw/qn2qj07s7qq860r608rn78hm0000gn/T/nix-shell.UrsgxZ/ipykernel_18675/3863792172.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " a = [d for d in data.iterrows() if d[1][0] == 33522243]\n" ] } ], "source": [ "data = pd.read_excel(\"./Q1_Data_modified.xlsx\")\n", "a = [d for d in data.iterrows() if d[1][0] == 33522243]\n", "vals = a[0][1].tolist()\n", "id_num = vals[0]\n", "t_r = vals[1]\n", "c_r = vals[2]\n", "t_l = vals[3]\n", "c_l = vals[4]\n", "times = vals[5:]\n", "# who cares about it not working in the future, i only need it to work once" ] }, { "cell_type": "code", "execution_count": 3, "id": "fe899f44-73f0-4f40-8765-0c3bce751a68", "metadata": {}, "outputs": [], "source": [ "class distribution:\n", " mu_lin = 40\n", " sigma_lin = 5\n", " mu_log = 3\n", " sigma_log = 3\n", " data = []\n", " time_right = 0\n", " count_right = 0\n", " time_left = 0\n", " count_left = 0\n", "\n", " def pdf(self, t):\n", " firstbit_a = (1-scipy.stats.norm.cdf(t, loc=self.mu_lin, scale = self.sigma_lin)) \n", " firstbit_b = scipy.stats.lognorm.pdf(t, scale = np.exp(self.mu_log), s=self.sigma_log)\n", " firstbit = firstbit_a * firstbit_b\n", " \n", " secondbit_a = scipy.stats.norm.pdf(t, loc=self.mu_lin, scale = self.sigma_lin) \n", " secondbit_b = (1-scipy.stats.lognorm.cdf(t, scale = np.exp(self.mu_log), s=self.sigma_log))\n", " secondbit = secondbit_a * secondbit_b\n", " \n", " return firstbit + secondbit\n", " \n", " def cdf(self, t):\n", " return 1 - ((1-scipy.stats.norm.cdf(t, loc=self.mu_lin, scale = self.sigma_lin)) * (1-scipy.stats.lognorm.cdf(t, scale = np.exp(self.mu_log), s=self.sigma_log)))\n", " \n", " def reliability(self, t):\n", " return 1 - self.cdf(t)\n", " \n", " def pre_optimization(self, data, t_r, c_r, t_l, c_l):\n", " self.data = data\n", " self.time_right = t_r\n", " self.count_right = c_r\n", " self.time_left = t_l\n", " self.count_left = c_l\n", " \n", " def optimization2d(self, values):\n", " outputs = []\n", " for i in range(len(values[3])):\n", " outputs.append([])\n", " for j in range(len(values[3][0])):\n", " self.mu_lin = values[0][i][j]\n", " self.sigma_lin = values[1][i][j]\n", " self.mu_log = values[2][i][j]\n", " self.sigma_log = values[3][i][j]\n", " uncensored = np.sum(np.log(self.pdf(self.data)))\n", " tmp = self.reliability(self.time_right)\n", " llike_rc = np.log(tmp if tmp > 0 else 1e-32) * self.count_right\n", " tmp = self.cdf(self.time_left)\n", " llike_lc = np.log(tmp if tmp > 0 else 1e-32) * self.count_left\n", " outputs[i].append((uncensored + llike_rc + llike_lc))\n", " return outputs\n", "\n", " def optimization(self, values):\n", " self.mu_lin = values[0]\n", " self.sigma_lin = values[1]\n", " self.mu_log = values[2]\n", " self.sigma_log = values[3]\n", " datas = self.pdf(self.data)\n", " llike_un = np.sum(np.log(datas if datas.all() > 0 else 1e-32))\n", " tmp = self.reliability(self.time_right)\n", " llike_rc = np.log(tmp if tmp > 0 else 1e-32) * self.count_right\n", " tmp = self.cdf(self.time_left)\n", " llike_lc = np.log(tmp if tmp > 0 else 1e-32) * self.count_left\n", " \n", " return -1 * (llike_un + llike_rc + llike_lc)" ] }, { "cell_type": "code", "execution_count": 4, "id": "0644c453-9c33-4468-bbdc-023a6a16f6f2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([37.54955321, 1.80514659, 2.80713414, 1.28398706]),\n", " np.float64(487.3485914423395))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dis = distribution()\n", "dis.pre_optimization(np.array(times), t_r, c_r, t_l, c_l)\n", "optimal_values = scipy.optimize.shgo(dis.optimization, [(20, 60), (0.5, 10), (1, 5), (0.5, 5)])\n", "optimal_values.x, dis.optimization(optimal_values.x)" ] }, { "cell_type": "code", "execution_count": 5, "id": "4386342d-a40d-4a88-a540-c763e09b7f2c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xs = np.linspace(1, 10)\n", "ys = np.linspace(0.5, 5)\n", "a, b= np.meshgrid(xs, ys)\n", "plt.contour(a, b, dis.optimization2d([np.array([[optimal_values.x[0] for _ in a] for _ in a[0]]), a, np.array([[optimal_values.x[2] for _ in a] for _ in a[0]]), b]), levels=100)\n", "plt.colorbar()\n", "plt.scatter(optimal_values.x[1], optimal_values.x[3], c=\"red\")\n", "plt.xlabel(\"$\\\\sigma_1$\")\n", "plt.ylabel(\"$\\\\sigma_2$\")\n", "plt.title(\"loss landscape for $\\\\sigma$ at optimal $\\\\mu$\")\n", "plt.savefig(\"report/images/losslandscape_sigma.png\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "ed6160c5-3504-41b3-8478-694e4187ed8e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xs = np.linspace(20, 60)\n", "ys = np.linspace(1, 5)\n", "a, b= np.meshgrid(xs, ys)\n", "plt.contour(a, b, dis.optimization2d([a, np.array([[optimal_values.x[1] for _ in a] for _ in a[0]]), b, np.array([[optimal_values.x[3] for _ in xs] for _ in a[0]])]), levels=100)\n", "plt.colorbar()\n", "plt.scatter(optimal_values.x[0], optimal_values.x[2], c=\"red\")\n", "plt.xlabel(\"$\\\\mu_1$\")\n", "plt.ylabel(\"$\\\\mu_2$\")\n", "plt.title(\"loss landscape for $\\\\mu$ at optimal $\\\\sigma$\")\n", "plt.savefig(\"report/images/losslandscape_mu.png\")" ] }, { "cell_type": "markdown", "id": "052a0e1e-e765-474b-8664-031cc7d2e90f", "metadata": {}, "source": [ "optimal approx $\\mu_1 = 30, \\sigma_1 = 9, \\mu_2 = 2.5, \\sigma_2 = 0.6$" ] }, { "cell_type": "code", "execution_count": 7, "id": "771065e9-4259-46b0-9875-59c3d1779266", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "error: 1 487.3485914423395\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(f\"error: {1}\", dis.optimization(optimal_values.x))\n", "xs = np.linspace(0, 50, 1000)\n", "data_with_censored = list(dis.data)\n", "[data_with_censored.append(t_r) for _ in range(int(c_r))]\n", "[data_with_censored.append(t_l) for _ in range(int(c_l))]\n", "plt.plot(xs, dis.pdf(xs))\n", "plt.hist(data_with_censored, density=True)\n", "plt.xlabel(\"$t$\")\n", "plt.ylabel(\"probability density\")\n", "plt.savefig(\"report/images/1a.png\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "8ac7ca75-c107-47f5-8486-f814b750c1c4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([37.54955321, 1.80514659, 2.80713414, 1.28398706])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "optimal_values.x" ] }, { "cell_type": "markdown", "id": "c598cae3-d433-4b4f-9218-cf79dbb5ae06", "metadata": {}, "source": [ "# 1a answered!!!! yahoooo!!!" ] }, { "cell_type": "code", "execution_count": 9, "id": "b6e0a255-0a91-4bb1-9108-ce1f1c0c53fa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.7420618209960974)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dis.cdf(35)" ] }, { "cell_type": "markdown", "id": "21c19178-d38b-427d-bb44-4c55133e7576", "metadata": {}, "source": [ "# 1b answered!!! yahooo!!!!" ] }, { "cell_type": "markdown", "id": "17267f11-cd13-4a05-bc79-649872329ae8", "metadata": {}, "source": [ "# onto q2" ] }, { "cell_type": "markdown", "id": "5b838cf8-26bb-4a22-a1c6-cb59d7a0d694", "metadata": {}, "source": [ "## 2.1 answered in report" ] }, { "cell_type": "code", "execution_count": 10, "id": "f8a0a567-afb4-439d-af27-a3e40c744483", "metadata": {}, "outputs": [], "source": [ "def weibull_reliability(time, eta, beta):\n", " return np.exp(-np.pow(((time)/eta), beta))\n", " \n", "\n", "def m_of_n(m, n, reliabilities):\n", " total = 0\n", "\n", " for i in range(m):\n", " total += scipy.special.binom(n, i) * reliabilities[i]**i * (1-reliabilities[i])**(n-i)\n", " return 1-total \n", "\n", "def parallel(reliabilities):\n", " return m_of_n(1, len(reliabilities), reliabilities)" ] }, { "cell_type": "code", "execution_count": 11, "id": "f91e56b5-5567-44d3-a0ff-ee903b8a40b1", "metadata": {}, "outputs": [], "source": [ "def gyro_subsystem(t):\n", " rel = weibull_reliability(t, 3800, 0.7)\n", " return m_of_n(1, 3, [rel for _ in range(3)])\n", "\n", "def battery_subsystem(t): \n", " rel = weibull_reliability(t, 700, 0.7)\n", " return m_of_n(1, 2, [rel for _ in range(2)])\n", "\n", "def computer_subsystem(t):\n", " return weibull_reliability(t, 900, 0.88)\n", "\n", "def control_processor(t):\n", " return weibull_reliability(t, 400, 1.4)\n", "\n", "def electrical_distribution(t):\n", " return weibull_reliability(t, 1600, 0.5)\n", "\n", "def telemetry(t):\n", " return weibull_reliability(t, 50000, 0.39)\n", "\n", "def solar_array(t):\n", " rel = weibull_reliability(t, 150000, 0.4)\n", " return m_of_n(3, 4, [rel for _ in range(4)])\n", "\n", "def thruster(t): \n", " return weibull_reliability(t, 6200, 0.33)\n", "\n", "def whole_system(t):\n", " return gyro_subsystem(t) * battery_subsystem(t) * computer_subsystem(t) * control_processor(t) * electrical_distribution(t) * telemetry(t) * solar_array(t) * thruster(t)\n" ] }, { "cell_type": "markdown", "id": "1c1f0023-9032-4ff5-ba54-aa51ec2455e9", "metadata": {}, "source": [ "## 2.2 answered!!!" ] }, { "cell_type": "code", "execution_count": 12, "id": "694f5df2-87fe-46de-b90c-c47f16d8f355", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.6902260980633155)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "whole_system(20)" ] }, { "cell_type": "code", "execution_count": 13, "id": "e040a32a-3f01-4fda-b570-36894b9c95e6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xs = np.linspace(0.001, 20)\n", "\n", "plt.plot(xs, whole_system(xs), label=\"overall\")\n", "plt.plot(xs, gyro_subsystem(xs), label=\"gyros\")\n", "plt.plot(xs, battery_subsystem(xs), label=\"battery\")\n", "plt.plot(xs, computer_subsystem(xs), label=\"computer\")\n", "plt.plot(xs, control_processor(xs), label=\"gnc\")\n", "plt.plot(xs, electrical_distribution(xs), label=\"power distribution\")\n", "plt.plot(xs, telemetry(xs), label=\"telemetry\")\n", "plt.plot(xs, solar_array(xs), label=\"solar array\")\n", "plt.plot(xs, thruster(xs), label=\"thrust\")\n", "plt.xlabel(\"time (years)\")\n", "plt.ylabel(\"reliability\")\n", "\n", "plt.legend()\n", "plt.savefig(\"report/images/2b.png\")\n" ] }, { "cell_type": "markdown", "id": "f7296c08-04f7-4ba9-bd17-97d013209d83", "metadata": {}, "source": [ "## 2.3 answered!!! wowweee!!" ] }, { "cell_type": "code", "execution_count": 14, "id": "2c0a83b7-e24e-47a8-acc8-25ece2055aa5", "metadata": {}, "outputs": [], "source": [ "def routes_available(s):\n", " output = 0\n", " output += s[0] and s[3]\n", " output += s[0] and s[4]\n", " output += s[1] and s[3]\n", " output += s[1] and s[4]\n", " output += s[1] and s[5]\n", " output += s[2] and s[4]\n", " output += s[0] and s[5]\n", " return output\n", "\n", "compare_against = whole_system(20)\n", "\n", "def monte_carlo():\n", " numbers = np.random.uniform(size=6)\n", " status = [n < compare_against for n in numbers]\n", " if routes_available(status) == 0:\n", " return 0\n", "\n", " return 1" ] }, { "cell_type": "code", "execution_count": 15, "id": "ed808dbf-c8fe-4dc1-b0e6-b2567b2c8f18", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.914" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum([monte_carlo() for _ in range(500)])/500" ] }, { "cell_type": "markdown", "id": "1bed5245-cc8e-45df-adbf-4f6bab662450", "metadata": {}, "source": [ "## 2.4 answered!! and thats all done :)):):):::):):" ] }, { "cell_type": "code", "execution_count": 16, "id": "2169f857-4ebf-47ec-b51a-6d1f304f0b42", "metadata": {}, "outputs": [], "source": [ "b = np.array([sum([monte_carlo() for _ in range(500)])/500 for _ in range(10000)])" ] }, { "cell_type": "code", "execution_count": 26, "id": "577525e1-ffaf-4a08-a28f-322947b3c8b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(b, bins=30)\n", "plt.xlabel(\"MC output\")\n", "plt.ylabel(\"occurences\")\n", "plt.savefig(\"report/images/mc-dist.png\")" ] }, { "cell_type": "code", "execution_count": null, "id": "3651e1bd-71c9-4a4e-8d3f-3f98e8be40be", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }