{
"cells": [
{
"cell_type": "markdown",
"id": "b4112e43-8dc8-4352-bfde-f8ede8265b93",
"metadata": {},
"source": [
"# 1-D posterior toy example (RBF covariance)"
]
},
{
"cell_type": "markdown",
"id": "93f2cfaa-674a-44fb-ad47-a483fd46824a",
"metadata": {},
"source": [
"> Demonstration of posterior error bounds for a 1-D toy example, for various levels of sensor noise"
]
},
{
"cell_type": "markdown",
"id": "678f4018-713a-421b-8c55-3361e6dff641",
"metadata": {},
"source": [
"In this notebook we will demonstrate the error bounds for the statFEM posterior for the toy example introduced in [oneDim](00_oneDim.ipynb#1-dimensional-case-(ODE)). We first import some required packages."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e133e206-805b-4761-8f82-7ef0774ba4fb",
"metadata": {},
"outputs": [],
"source": [
"from dolfin import *\n",
"set_log_level(LogLevel.ERROR)\n",
"import numpy as np\n",
"import numba\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import matplotlib.cm as cm\n",
"plt.rcParams['figure.figsize'] = (10,6)\n",
"from scipy.stats import multivariate_normal, linregress\n",
"from scipy import integrate\n",
"from scipy.spatial.distance import cdist, pdist, squareform\n",
"from scipy.linalg import sqrtm\n",
"from scipy.interpolate import interp1d\n",
"import sympy; sympy.init_printing()\n",
"from tqdm import tqdm\n",
"# code for displaying matrices nicely\n",
"def display_matrix(m):\n",
" display(sympy.Matrix(m))\n",
"# import required functions from oneDim\n",
"from statFEM_analysis.oneDim import mean_assembler, cov_assembler, kernMat, m_post, gen_sensor, MyExpression, m_post_fem_assembler, c_post, c_post_fem_assembler"
]
},
{
"cell_type": "markdown",
"id": "6f0b3e6b-a675-4aa6-93ac-4891caaaf5cb",
"metadata": {},
"source": [
"We now set up the mean and kernel functions for the random forcing term $f$. We also set up the true prior solution mean for use with FEniCS."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d1b288e6-3a77-4d7d-bbea-68af1abde3ee",
"metadata": {},
"outputs": [],
"source": [
"# set up mean and kernel functions\n",
"l_f = 0.4\n",
"σ_f = 0.1\n",
"\n",
"@numba.jit\n",
"def m_f(x):\n",
" return 1.0\n",
"\n",
"@numba.jit\n",
"def c_f(x,y):\n",
" return (σ_f**2)*np.exp(-(x-y)**2/(2*(l_f**2)))\n",
"\n",
"# translation invariant form of c_f\n",
"@numba.jit\n",
"def k_f(x):\n",
" return (σ_f**2)*np.exp(-(x**2)/(2*(l_f**2)))\n",
"\n",
"# mean of forcing for use in FEniCS\n",
"f_bar = Constant(1.0)\n",
"\n",
"# true prior solution mean\n",
"μ_true = Expression('0.5*x[0]*(1-x[0])',degree=2)"
]
},
{
"cell_type": "markdown",
"id": "123a3062-3dfe-4b02-b360-5d1e1a38c2e3",
"metadata": {},
"source": [
"We now set up the required funtions to compute the true prior covariance $c_u$ using the Green's function together with quadrature."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "dd551297-941f-4895-b394-7968aec0cf9e",
"metadata": {},
"outputs": [],
"source": [
"# compute inner integral over t\n",
"def η(w,y):\n",
" I_1 = integrate.quad(lambda t: t*c_f(w,t),0.0,y)[0]\n",
" I_2 = integrate.quad(lambda t: (1-t)*c_f(w,t),y,1.0)[0]\n",
" return (1-y)*I_1 + y*I_2\n",
"\n",
"# use this function eta and compute the outer integral over w\n",
"def c_u(x,y):\n",
" I_1 = integrate.quad(lambda w: (1-w)*η(w,y),x,1.0)[0]\n",
" I_2 = integrate.quad(lambda w: w*η(w,y),0.0,x)[0]\n",
" return x*I_1 + (1-x)*I_2"
]
},
{
"cell_type": "markdown",
"id": "7b078d3c-353f-4624-8ca3-037cd70eaa05",
"metadata": {},
"source": [
"We will also need a function `u_quad` to accurately compute the solution for a given realisation of $f$ in order to generate sensor data. This is set up below:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "eb276b45-19fc-46db-809f-534395c1d23c",
"metadata": {},
"outputs": [],
"source": [
"def u_quad(x,f,maxiter=50):\n",
" I_1 = integrate.quadrature(lambda w: w*f(w), 0.0, x,maxiter=maxiter)[0]\n",
" I_2 = integrate.quadrature(lambda w: (1-w)*f(w),x, 1.0,maxiter=maxiter)[0]\n",
" return (1-x)*I_1 + x*I_2"
]
},
{
"cell_type": "markdown",
"id": "f745d825-8952-4089-b175-4aa96dbe0338",
"metadata": {},
"source": [
"We now set up a reference grid on which we will compare the true and statFEM covariance functions. We take a grid of length $N = 41$."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "871c6b03-7ba3-414e-8d57-9685efc21e19",
"metadata": {},
"outputs": [],
"source": [
"N = 41\n",
"grid = np.linspace(0,1,N)"
]
},
{
"cell_type": "markdown",
"id": "328cd54b-78c0-40f8-88e9-c02a55b3dd12",
"metadata": {},
"source": [
"We now set up the sensor grid and the true prior covariance on this sensor grid which will be needed in all further computations. We also set up the function which gives the vector $\\{c_u(x,y_i)\\}_{i=1}^{s}$ needed for the posterior."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f666b391-e7da-47fb-ad8d-84fa1389936a",
"metadata": {},
"outputs": [],
"source": [
"s = 10 # number of sensors\n",
"# create sensor grid\n",
"Y = np.linspace(0.01,0.99,s)[::-1] \n",
"# get true prior covariance on sensor grid\n",
"C_true_s = kernMat(c_u,Y.flatten())\n",
"# create function to compute vector mentioned above\n",
"def c_u_vect(x):\n",
" return np.array([c_u(x,y_i) for y_i in Y])"
]
},
{
"cell_type": "markdown",
"id": "26017c60-ddab-480f-b417-6b4684e19c3b",
"metadata": {},
"source": [
"We now set up a function to get the statFEM prior and posterior for a FE mesh of size $h$, using functions from oneDim
."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e0cb9561-a9f6-4d94-9545-f3a146e860c8",
"metadata": {},
"outputs": [],
"source": [
"# set up function to compute fem_prior\n",
"def fem_prior(h,f_bar,k_f,grid):\n",
" J = int(np.round(1/h))\n",
" μ = mean_assembler(h,f_bar)\n",
" Σ = cov_assembler(J,k_f,grid,False,True)\n",
" return μ,Σ"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "6352fc94-9786-43e6-8ebe-62f5b0b90f30",
"metadata": {},
"outputs": [],
"source": [
"# set up function to compute statFEM posterior\n",
"def fem_posterior(h,f_bar,k_f,ϵ,Y,v_dat,grid):\n",
" J = int(np.round(1/h))\n",
" m_post_fem = m_post_fem_assembler(J,f_bar,k_f,ϵ,Y,v_dat)\n",
" μ = MyExpression()\n",
" μ.f = m_post_fem\n",
" Σ = c_post_fem_assembler(J,k_f,grid,Y,ϵ,False,True)\n",
" return μ,Σ"
]
},
{
"cell_type": "markdown",
"id": "f86bbb79-3c5b-414b-bff5-9b7a936638ce",
"metadata": {},
"source": [
"We now set up a function to compare the covariance functions on the reference grid. This function computes an approximation of the covariance contribution to the 2-Wasserstein distance discussed in oneDim
."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "655c56f7-af30-422b-9f91-6f040feedfbe",
"metadata": {},
"outputs": [],
"source": [
"# function to compute cov error\n",
"def compute_cov_diff(C_fem,C_true,C_true_sqrt,tol=1e-10):\n",
" N = C_true.shape[0]\n",
" C12 = C_true_sqrt @ C_fem @ C_true_sqrt\n",
" C12_sqrt = np.real(sqrtm(C12))\n",
" rel_error = np.linalg.norm(C12_sqrt @ C12_sqrt - C12)/np.linalg.norm(C12)\n",
" assert rel_error < tol\n",
" h = 1/(N-1)\n",
" return h*(np.trace(C_true) + np.trace(C_fem) - 2*np.trace(C12_sqrt))"
]
},
{
"cell_type": "markdown",
"id": "06c59413-16f3-409d-8b2b-1dc3050e33ed",
"metadata": {},
"source": [
"With all of this in place we can now set up a function which computes an approximation of the 2-Wasserstein distance between the true and statFEM posteriors."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9fdce99d-adbe-4831-bf7f-c9bbfb700bd6",
"metadata": {},
"outputs": [],
"source": [
"def W(μ_fem_s,μ_true_s,Σ_fem_s,Σ_true_s,Σ_true_s_sqrt,J_norm):\n",
" mean_error = errornorm(μ_true_s,μ_fem_s,'L2',mesh=UnitIntervalMesh(J_norm))\n",
" cov_error = compute_cov_diff(Σ_fem_s,Σ_true_s,Σ_true_s_sqrt)\n",
" cov_error = np.sqrt(np.abs(cov_error))\n",
" error = mean_error + cov_error\n",
" return error"
]
},
{
"cell_type": "markdown",
"id": "c189f52e-4628-4f3f-b2e3-641a9824977d",
"metadata": {},
"source": [
"We now set up a range of $h$ values on which to compute this error together with a range of noise levels to use. We determine the noise levels by investigating the variances of the true prior solution at each point of the grid. We do this by plotting `c_u(x,x)` for `x` in `grid`. We also print some summary statistics of these variances. We also set up the `J_norm` variable needed to control the grid on which the mean error is computed in the Wasserstein distance."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "37766535-ab69-4a90-a7ec-97dcdf59514d",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Prior Variance \n",
" \n",
" \n",
" \n",
" \n",
" count \n",
" 41.000000 \n",
" \n",
" \n",
" mean \n",
" 0.000065 \n",
" \n",
" \n",
" std \n",
" 0.000045 \n",
" \n",
" \n",
" min \n",
" 0.000000 \n",
" \n",
" \n",
" 25% \n",
" 0.000023 \n",
" \n",
" \n",
" 50% \n",
" 0.000070 \n",
" \n",
" \n",
" 75% \n",
" 0.000110 \n",
" \n",
" \n",
" max \n",
" 0.000126 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Prior Variance\n",
"count 41.000000\n",
"mean 0.000065\n",
"std 0.000045\n",
"min 0.000000\n",
"25% 0.000023\n",
"50% 0.000070\n",
"75% 0.000110\n",
"max 0.000126"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#hide_input\n",
"grid_vars = np.array([c_u(x,x) for x in grid])\n",
"plt.plot(grid,grid_vars)\n",
"plt.grid()\n",
"plt.xlabel('$x$')\n",
"plt.ylabel('$\\operatorname{var}(u(x))$')\n",
"plt.title('True prior variance at each grid point')\n",
"plt.show()\n",
"pd.DataFrame({'Prior Variance' : grid_vars}).describe()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "de9e09ce-00fc-409d-9e1c-6c1ffd0a6b99",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"h values: [0.25 0.2 0.167 0.143 0.125 0.111 0.1 0.091 0.083 0.077 0.071 0.067\n",
" 0.062 0.059 0.056 0.053 0.05 0.048 0.045 0.043 0.042 0.038 0.037 0.034\n",
" 0.032 0.029 0.027 0.025]\n",
"\n",
"ϵ values: [5e-05, 0.0001, 0.01, 0.1]\n"
]
}
],
"source": [
"#hide_input\n",
"h_range_tmp = np.linspace(0.25,0.025,100)\n",
"h_range = 1/np.unique(np.round(1/h_range_tmp))\n",
"# print h_range to 2 decimal places\n",
"print('h values: ' + str(np.round(h_range,3))+'\\n')\n",
"# noise levels to use\n",
"ϵ_list = [0.0001/2,0.0001,0.01,0.1]\n",
"print('ϵ values: ' + str(ϵ_list))\n",
"J_norm = 40"
]
},
{
"cell_type": "markdown",
"id": "8c745f67-771f-4858-b2f3-04d0490458a8",
"metadata": {},
"source": [
"Let's see how the different levels of sensor noise change the statFEM posterior from the statFEM prior."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "7bea923f-e58f-4269-b315-57fa9a1926b2",
"metadata": {},
"outputs": [],
"source": [
"h = 0.05\n",
"μ_prior, Σ_prior = fem_prior(h,f_bar,k_f,grid)\n",
"posteriors = {}\n",
"sensor_dat = {}\n",
"np.random.seed(12345)\n",
"for ϵ in ϵ_list:\n",
" v_dat = gen_sensor(ϵ,m_f,k_f,Y,u_quad,grid,maxiter=200)\n",
" sensor_dat[ϵ] = v_dat\n",
" μ_posterior, Σ_posterior = fem_posterior(h,f_bar,k_f,ϵ,Y,v_dat,grid)\n",
" posteriors[ϵ] = (μ_posterior,Σ_posterior)"
]
},
{
"cell_type": "markdown",
"id": "fa0c2709-962a-437d-8ad6-1536c3ae5571",
"metadata": {},
"source": [
"We now plot the prior mean together with the different posterior means and sensor data."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "7b33473f-0368-474e-b4c1-1a44f65f20e2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#hide_input\n",
"plt.figure(figsize=(20,15))\n",
"J_plot = 50\n",
"for (i,ϵ) in enumerate(ϵ_list):\n",
" μ_posterior, Σ_posterior = posteriors[ϵ]\n",
" v_dat = sensor_dat[ϵ]\n",
" plt.subplot(2,2,i + 1)\n",
" plot(μ_prior,mesh=UnitIntervalMesh(J_plot),label='prior mean')\n",
" plot(μ_posterior,mesh=UnitIntervalMesh(J_plot),label='posterior mean')\n",
" plt.scatter(Y,v_dat,c='red',linewidth=3,marker='x',label='sensor observations')\n",
" plt.grid()\n",
" plt.xlabel(\"$x$\")\n",
" plt.ylabel(\"$u$\")\n",
" plt.ylim(0,0.15)\n",
" plt.title('Prior and Posterior Means, ϵ: %.5f' % ϵ)\n",
" plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b548384a-765b-425e-ad6b-c3caef4bc903",
"metadata": {},
"source": [
"Let's also plot the prior covariances next to the posterior covariances"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "effe96d4-21d3-442f-9d99-8b788a6e3519",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#hide_input\n",
"fig, axs = plt.subplots(4,3,figsize=(24,28))\n",
"for (i,ϵ) in enumerate(ϵ_list):\n",
" μ_posterior, Σ_posterior = posteriors[ϵ]\n",
" sns.heatmap(Σ_prior,cbar=True,\n",
" annot=False,\n",
" xticklabels=False,\n",
" yticklabels=False,\n",
" cmap=cm.viridis,\n",
" ax=axs[i,0])\n",
" axs[i,0].set_title('Prior covariance matrix, ϵ: %.5f' % ϵ)\\\n",
" \n",
" sns.heatmap(Σ_posterior,cbar=True,\n",
" annot=False,\n",
" xticklabels=False,\n",
" yticklabels=False,\n",
" cmap=cm.viridis,\n",
" ax=axs[i,1])\n",
" axs[i,1].set_title('Posterior covariance matrix, ϵ: %.5f' % ϵ)\n",
" \n",
" axs[i,2].plot(grid,np.diag(Σ_prior),label='prior')\n",
" axs[i,2].plot(grid,np.diag(Σ_posterior),label='posterior')\n",
" axs[i,2].grid()\n",
" axs[i,2].set_xlabel('$x$')\n",
" axs[i,2].set_ylabel('$\\operatorname{var}(u(x))$')\n",
" axs[i,2].set_title('Variance at each grid point, ϵ: %.5f' % ϵ)\n",
" axs[i,2].legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "657c6cb0-2c10-43ff-bfde-81320eddad5c",
"metadata": {},
"source": [
"We will now loop over the list of noise levels, generate sensor data, get the statFEM posterior and true posterior and compute the error."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "43ce9c72-d51a-4bae-b2a0-ff6cd545b480",
"metadata": {},
"outputs": [],
"source": [
"#hide\n",
"set_log_level(LogLevel.ERROR)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "248d0bad-10bf-4a2a-b13b-96002eb44e7b",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"#1 epsilon, h loop: 0%| | 0/28 [00:00, ?it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calling FFC just-in-time (JIT) compiler, this may take some time.\n",
"Calling FFC just-in-time (JIT) compiler, this may take some time.\n",
"Calling FFC just-in-time (JIT) compiler, this may take some time.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"#1 epsilon, h loop: 100%|██████████| 28/28 [01:25<00:00, 3.04s/it]\n",
"#2 epsilon, h loop: 100%|██████████| 28/28 [01:22<00:00, 2.93s/it]\n",
"#3 epsilon, h loop: 100%|██████████| 28/28 [01:23<00:00, 2.98s/it]\n",
"#4 epsilon, h loop: 100%|██████████| 28/28 [01:29<00:00, 3.18s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 5min 38s, sys: 223 ms, total: 5min 38s\n",
"Wall time: 6min 8s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"%%time\n",
"results = {}\n",
"np.random.seed(42)\n",
"tol = 1e-10 # tolerance for computation of posterior cov sqrt\n",
"for i, ϵ in enumerate(ϵ_list):\n",
" # generate sensor data\n",
" v_dat = gen_sensor(ϵ,m_f,k_f,Y,u_quad,grid,maxiter=200)\n",
" \n",
" # get true B mat required for posterior\n",
" B_true = (ϵ**2)*np.eye(s) + C_true_s\n",
" \n",
" # set up true posterior mean\n",
" def true_mean(x):\n",
" return m_post(x,μ_true,c_u_vect,v_dat,Y,B_true)\n",
" μ_true_s = MyExpression()\n",
" μ_true_s.f = true_mean\n",
" \n",
" # set up true posterior covariance\n",
" def c_post_true(x,y):\n",
" return c_post(x,y,c_u,Y,B_true)\n",
" Σ_true_s = kernMat(c_post_true,grid.flatten())\n",
" Σ_true_s_sqrt = np.real(sqrtm(Σ_true_s))\n",
" rel_error = np.linalg.norm(Σ_true_s_sqrt @ Σ_true_s_sqrt - Σ_true_s) / np.linalg.norm(Σ_true_s)\n",
" if rel_error >= tol:\n",
" print('ERROR')\n",
" break\n",
" \n",
" # loop over the h values and compute the errors \n",
" # first create a list to hold these errors\n",
" res = []\n",
" for h in tqdm(h_range,desc=f'#{i+1} epsilon, h loop', position=0, leave=True):\n",
" # get statFEM posterior mean and cov mat\n",
" μ_fem_s, Σ_fem_s = fem_posterior(h,f_bar,k_f,ϵ,Y,v_dat,grid)\n",
" # compute the error\n",
" error = W(μ_fem_s,μ_true_s,Σ_fem_s,Σ_true_s,Σ_true_s_sqrt,J_norm)\n",
" # store this in res\n",
" res.append(error)\n",
" \n",
" # store ϵ value with errors in the dictionary\n",
" results[ϵ] = res"
]
},
{
"cell_type": "markdown",
"id": "ab5e072e-baa2-4c5c-9c1e-109256e4f2fd",
"metadata": {},
"source": [
"We now analyse the results by plotting the errors on a log-log scale for each noise level on the same figure. We expect a line of best fit with a slope of $p=2$. The results are shown below:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "28515e9e-6997-42ef-ac22-7cc5c5d4a796",
"metadata": {},
"outputs": [],
"source": [
"#hide\n",
"log_h_range = np.log(h_range)\n",
"x = np.linspace(np.min(log_h_range),np.max(log_h_range),100)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "ff69d193-6ebd-406a-8b5b-e397c6caca97",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ϵ: 0.00005, slope: 2.0162, intercept: -2.9227\n",
"ϵ: 0.00010, slope: 2.0102, intercept: -2.9486\n",
"ϵ: 0.01000, slope: 1.9912, intercept: -2.7740\n",
"ϵ: 0.10000, slope: 1.9941, intercept: -2.2308\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#hide_input\n",
"plt.plot()\n",
"plt.grid()\n",
"plt.xlabel('$\\log(h)$')\n",
"plt.ylabel('$\\log(W)$')\n",
"for ϵ in ϵ_list:\n",
" errors = results[ϵ]\n",
" log_errors = np.log(errors)\n",
" lm = linregress(log_h_range,log_errors)\n",
" print('ϵ: %.5f, slope: %.4f, intercept: %.4f' % (ϵ, lm.slope,lm.intercept))\n",
" plt.scatter(log_h_range,log_errors)\n",
" plt.plot(x,lm.intercept + lm.slope * x, label='ϵ = ' +str(ϵ))\n",
"plt.plot(x,-1.5+2*x,'--',c='black',label='reference line')\n",
"plt.legend()\n",
"plt.title('Plot of $\\log(W)$ vs $\\log(h)$ for different sensor noise levels')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "486c640a-5a2d-49b9-b525-26c385546b3a",
"metadata": {},
"source": [
"From the above plot we can see that we indeed obtain slopes of arouund 2 and further that the lines for different noise levels are parallel, reflecting the different proportionality constants as different intercepts."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}