{ "cells": [ { "cell_type": "markdown", "id": "94a4daa2", "metadata": {}, "source": [ "# Example 8: PyTracerLab Benchmarking\n", "In this example, we benchmark simulation results from PyTracerLab against equivalent results obtained from TracerLPM. We consider the tracer input data given in Example 3 of the TracerLPM documentation [(Jurgens et al., 2012)](https://pubs.usgs.gov/publication/tm4F3). We generated simulation results using different model units in TracerLPM and compare those results against those obtained with PyTracerLab." ] }, { "cell_type": "code", "execution_count": 1, "id": "b25444c9", "metadata": {}, "outputs": [], "source": [ "import PyTracerLab.model as ism\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.lines import Line2D\n", "import matplotlib as mpl\n", "from datetime import datetime\n", "import pandas as pd\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "ac5cff6c", "metadata": {}, "source": [ "## 1. Load Tracer Input Signal" ] }, { "cell_type": "code", "execution_count": 2, "id": "47feadbf", "metadata": {}, "outputs": [], "source": [ "# load input series\n", "# this would be the tracer concentration in precipitation or recharge in a\n", "# practical problem\n", "file_name = \"TracerLPM_benchmark_input_yearly.csv\"\n", "data = np.genfromtxt(\n", " file_name,\n", " delimiter=\",\",\n", " dtype=[\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " 2, 2,\n", " figsize=(10, 5),\n", " sharex=\"col\",\n", " # sharey=\"row\"\n", ")\n", "\n", "simulation_data = [pm_sims, em_sims, epm_sims, dm_sims]\n", "benchmark_data = [pm_bms, em_bms, epm_bms, dm_bms]\n", "\n", "names = [\"Piston Flow Model\", \"Exponential Model\", \"Exponential Piston Flow Model\", \"Dispersion Model\"]\n", "\n", "colors_1 = [\"red\", \"royalblue\", \"green\"]\n", "colors_2 = [\"darkred\", \"navy\", \"darkgreen\"]\n", "\n", "# iterate over models / units\n", "for i in range(4):\n", " unit_sims = simulation_data[i]\n", " unit_bms = benchmark_data[i]\n", "\n", " ax_ = ax.flatten()[i]\n", "\n", " for j in range(len(unit_sims)):\n", " # plot simulation\n", " ax_.plot(\n", " unit_sims[j].index,\n", " unit_sims[j].values,\n", " c=colors_1[j],\n", " lw=1.5,\n", " zorder=100\n", " )\n", " # plot benchmark\n", " ax_.scatter(\n", " unit_bms[j].index,\n", " unit_bms[j].values,\n", " c=colors_2[j],\n", " marker=\".\",\n", " s=20.,\n", " zorder=1000\n", " )\n", " # compose legend\n", " legend_elements = [\n", " Line2D([0], [0], color=\"k\", lw=1, label=\"PyTracerLab\"),\n", " Line2D([0], [0], marker=\".\", color=\"w\",\n", " markerfacecolor=\"k\", markeredgecolor=\"k\", label=\"TracerLPM\")\n", " ]\n", " ax_.legend(handles=legend_elements, loc=\"upper right\")\n", " ax_.set_title(names[i])\n", " ax_.set_ylabel(r\"Tritium $ [TU] $\")\n", " ax_.grid(True, zorder=0, alpha=0.7)\n", " ax_.set_xlim(unit_sims[j].index[0], unit_sims[j].index[-1])\n", " ax_.set_ylim(0.)\n", "\n", " if i > 1:\n", " ax_.set_xlabel(\"Time\")\n", "\n", "plt.savefig(\"simulation_benchmark.png\", dpi=400, bbox_inches=\"tight\")" ] }, { "cell_type": "markdown", "id": "48a602b2", "metadata": {}, "source": [ "## Calibration Benchmark" ] }, { "cell_type": "code", "execution_count": 23, "id": "a9a3e0c3", "metadata": {}, "outputs": [], "source": [ "# load input series with 6 month resolution\n", "# this would be the tracer concentration in precipitation or recharge in a\n", "# practical problem\n", "file_name = \"TracerLPM_benchmark_input_6monthly.csv\"\n", "data = np.genfromtxt(\n", " file_name,\n", " delimiter=\",\",\n", " dtype=[\"]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot noisy observations and reference simulation\n", "fig, ax = plt.subplots(2, 1, figsize=(10, 7))\n", "\n", "start = 100\n", "# ax.plot(timestamps, input_series, label=\"Input\")\n", "ax[0].plot(timestamps[start:], sim_reference[start:], c=\"k\", label=\"Reference Simulation\")\n", "# ax.plot(timestamps, input_series, c=\"grey\", label=\"Reference Simulation\")\n", "ax[0].scatter(\n", " timestamps[start:], obs_series[start:],\n", " marker=\"o\", facecolor=\"w\",\n", " edgecolor=\"k\", s=20,\n", " zorder=100, alpha=0.8,\n", " lw=1.\n", ")\n", "\n", "step_limit = 100\n", "dt = 0.5\n", "t_plot = [dt * i for i in range(step_limit)]\n", "ttds = m_obs.get_ttds()\n", "ax[1].plot(\n", " t_plot, \n", " ttds[\"fractions\"][0] * ttds[\"distributions\"][0][:step_limit] + \\\n", " ttds[\"fractions\"][1] * ttds[\"distributions\"][1][:step_limit]\n", ")\n", "\n", "# ax.set_yscale(\"log\")" ] }, { "cell_type": "markdown", "id": "c556a9a1", "metadata": {}, "source": [ "### Original Model Hyperparameters" ] }, { "cell_type": "code", "execution_count": 27, "id": "1fe6a043", "metadata": {}, "outputs": [], "source": [ "# those settings are reused for all MCMC runs of all models\n", "n_samples = 2000\n", "burn_in = 2000\n", "thin = 1\n", "n_cr = 4\n", "sigma = np.sqrt(obs_noise)\n", "\n", "# those settings are reused for all DE runs of all models\n", "maxiter = 1000\n", "popsize = 20" ] }, { "cell_type": "code", "execution_count": 28, "id": "b3d6bca6", "metadata": {}, "outputs": [], "source": [ "# generate synthetic observations\n", "# create model\n", "t_half = 12.3 # years\n", "lambda_ = np.log(2.0) / t_half\n", "\n", "### define model (use the same structure / units as the true model)\n", "# time step is 0.5 years\n", "m1 = ism.Model(\n", " dt=.5,\n", " lambda_=lambda_,\n", " input_series=input_series,\n", " target_series=obs_series,\n", " steady_state_input=6.,\n", " n_warmup_half_lives=10\n", ")\n", "\n", "dmfrac_11 = .2\n", "dmfrac_12 = 1 - dmfrac_11\n", "\n", "# add a dispersion model unit\n", "# define the true model parameters\n", "dm1_mtt_init = 5.\n", "dm1_DP_init = .5\n", "m1.add_unit(\n", " ism.DMUnit(mtt=dm1_mtt_init, DP=dm1_DP_init),\n", " fraction=dmfrac_11,\n", " bounds=[(1., 100.), (.001, 5.)],\n", " prefix=\"dm1\"\n", ")\n", "\n", "# add a second dispersion model unit\n", "# define the true model parameters\n", "dm2_mtt_init = 50.\n", "dm2_DP_init = .5\n", "m1.add_unit(\n", " ism.DMUnit(mtt=dm2_mtt_init, DP=dm2_DP_init),\n", " fraction=dmfrac_12,\n", " bounds=[(1., 100.), (.001, 5.)],\n", " prefix=\"dm2\"\n", ")\n", "\n", "# create a solver\n", "m1_solver = ism.Solver(m1)\n", "res_1_x, res_1 = m1_solver.differential_evolution(\n", " maxiter=maxiter,\n", " popsize=popsize,\n", " sigma=sigma,\n", " random_state=42\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "id": "6066ce36", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'dm1.DP': 1.0351106346126266, 'dm1.mtt': 1.030493503812539, 'dm2.DP': 1.0199520327803513, 'dm2.mtt': 1.025483443900886}\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_mcmc_1 = m1_solver.dream_sample(\n", " n_samples=n_samples,\n", " n_chains=None,\n", " burn_in=burn_in,\n", " thin=thin,\n", " cr=[i / n_cr for i in range(1, n_cr + 1)],\n", " sigma=sigma,\n", " start=[1., 5., 1., 5.],\n", " return_sim=True,\n", " random_state=42\n", ")\n", "\n", "# plot chains to inspect convergence\n", "fig, ax = plt.subplots(4, 1, figsize=(6, 6), sharex=True)\n", "\n", "for i in range(res_mcmc_1[\"samples_chain\"].shape[2]):\n", " for j in range(res_mcmc_1[\"samples_chain\"].shape[0]):\n", " ax[i].plot(res_mcmc_1[\"samples_chain\"][j, :, i], c=\"k\", lw=.5, alpha=0.4)\n", " ax[i].set_ylabel(m1.param_keys(free_only=True)[i])\n", "ax[-1].set_xlabel(\"Steps\")\n", "\n", "# print gelman rubin convergence statistics\n", "print(res_mcmc_1[\"gelman_rubin\"])" ] }, { "cell_type": "markdown", "id": "a02e1d10", "metadata": {}, "source": [ "### Mixing Ratio Case 2" ] }, { "cell_type": "code", "execution_count": 30, "id": "41a43fa9", "metadata": {}, "outputs": [], "source": [ "# generate synthetic observations\n", "# create model\n", "t_half = 12.3 # years\n", "lambda_ = np.log(2.0) / t_half\n", "\n", "### define model (use the same structure / units as the true model)\n", "# time step is 0.5 years\n", "m2 = ism.Model(\n", " dt=.5,\n", " lambda_=lambda_,\n", " input_series=input_series,\n", " target_series=obs_series,\n", " steady_state_input=6.,\n", " n_warmup_half_lives=10\n", ")\n", "\n", "dmfrac_21 = .1\n", "dmfrac_22 = 1 - dmfrac_21\n", "\n", "# add a dispersion model unit\n", "# define the true model parameters\n", "dm1_mtt_init = 5.\n", "dm1_DP_init = .5\n", "m2.add_unit(\n", " ism.DMUnit(mtt=dm1_mtt_init, DP=dm1_DP_init),\n", " fraction=dmfrac_21,\n", " bounds=[(1., 100.), (.001, 5.)],\n", " prefix=\"dm1\"\n", ")\n", "\n", "# add a second dispersion model unit\n", "# define the true model parameters\n", "dm2_mtt_init = 50.\n", "dm2_DP_init = .5\n", "m2.add_unit(\n", " ism.DMUnit(mtt=dm2_mtt_init, DP=dm2_DP_init),\n", " fraction=dmfrac_22,\n", " bounds=[(1., 100.), (.001, 5.)],\n", " prefix=\"dm2\"\n", ")\n", "\n", "# create a solver\n", "m2_solver = ism.Solver(m2)\n", "res_2_x, res_2 = m2_solver.differential_evolution(\n", " maxiter=maxiter,\n", " popsize=popsize,\n", " sigma=sigma,\n", " random_state=42\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "id": "cddb2267", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'dm1.DP': 1.0333443421432507, 'dm1.mtt': 1.0103574959299573, 'dm2.DP': 1.0280525422613984, 'dm2.mtt': 1.0303220888517228}\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_mcmc_2 = m2_solver.dream_sample(\n", " n_samples=n_samples,\n", " n_chains=None,\n", " burn_in=burn_in,\n", " thin=thin,\n", " cr=[i / n_cr for i in range(1, n_cr + 1)],\n", " sigma=sigma,\n", " start=[1., 5., 1., 5.],\n", " return_sim=True,\n", " random_state=42\n", ")\n", "\n", "# plot chains to inspect convergence\n", "fig, ax = plt.subplots(4, 1, figsize=(6, 6), sharex=True)\n", "\n", "for i in range(res_mcmc_2[\"samples_chain\"].shape[2]):\n", " for j in range(res_mcmc_2[\"samples_chain\"].shape[0]):\n", " ax[i].plot(res_mcmc_2[\"samples_chain\"][j, :, i], c=\"k\", lw=.5, alpha=0.4)\n", " ax[i].set_ylabel(m2.param_keys(free_only=True)[i])\n", "ax[-1].set_xlabel(\"Steps\")\n", "\n", "# print gelman rubin convergence statistics\n", "print(res_mcmc_2[\"gelman_rubin\"])" ] }, { "cell_type": "markdown", "id": "d0f3d1df", "metadata": {}, "source": [ "### Mixing Ratio Case 3" ] }, { "cell_type": "code", "execution_count": 32, "id": "16e6dfd6", "metadata": {}, "outputs": [], "source": [ "# generate synthetic observations\n", "# create model\n", "t_half = 12.3 # years\n", "lambda_ = np.log(2.0) / t_half\n", "\n", "### define model (use the same structure / units as the true model)\n", "# time step is 0.5 years\n", "m3 = ism.Model(\n", " dt=.5,\n", " lambda_=lambda_,\n", " input_series=input_series,\n", " target_series=obs_series,\n", " steady_state_input=6.,\n", " n_warmup_half_lives=10\n", ")\n", "\n", "dmfrac_31 = .15\n", "dmfrac_32 = 1 - dmfrac_31\n", "\n", "# add a dispersion model unit\n", "# define the true model parameters\n", "dm1_mtt_init = 5.\n", "dm1_DP_init = .5\n", "m3.add_unit(\n", " ism.DMUnit(mtt=dm1_mtt_init, DP=dm1_DP_init),\n", " fraction=dmfrac_31,\n", " bounds=[(1., 100.), (.001, 5.)],\n", " prefix=\"dm1\"\n", ")\n", "\n", "# add a second dispersion model unit\n", "# define the true model parameters\n", "dm2_mtt_init = 50.\n", "dm2_DP_init = .5\n", "m3.add_unit(\n", " ism.DMUnit(mtt=dm2_mtt_init, DP=dm2_DP_init),\n", " fraction=dmfrac_32,\n", " bounds=[(1., 100.), (.001, 5.)],\n", " prefix=\"dm2\"\n", ")\n", "\n", "# create a solver\n", "m3_solver = ism.Solver(m3)\n", "res_3_x, res_3 = m3_solver.differential_evolution(\n", " maxiter=maxiter,\n", " popsize=popsize,\n", " sigma=sigma,\n", " random_state=42\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "id": "494115f1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'dm1.DP': 1.0138866562346596, 'dm1.mtt': 1.0103786244130015, 'dm2.DP': 1.0124930668853718, 'dm2.mtt': 1.0134066969566984}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_mcmc_3 = m3_solver.dream_sample(\n", " n_samples=n_samples,\n", " n_chains=None,\n", " burn_in=burn_in,\n", " thin=thin,\n", " cr=[i / n_cr for i in range(1, n_cr + 1)],\n", " sigma=sigma,\n", " start=[1., 5., 1., 5.],\n", " return_sim=True,\n", " random_state=42\n", ")\n", "\n", "# plot chains to inspect convergence\n", "fig, ax = plt.subplots(4, 1, figsize=(6, 6), sharex=True)\n", "\n", "for i in range(res_mcmc_3[\"samples_chain\"].shape[2]):\n", " for j in range(res_mcmc_3[\"samples_chain\"].shape[0]):\n", " ax[i].plot(res_mcmc_3[\"samples_chain\"][j, :, i], c=\"k\", lw=.5, alpha=0.4)\n", " ax[i].set_ylabel(m3.param_keys(free_only=True)[i])\n", "ax[-1].set_xlabel(\"Steps\")\n", "\n", "# print gelman rubin convergence statistics\n", "print(res_mcmc_3[\"gelman_rubin\"])" ] }, { "cell_type": "markdown", "id": "eb97aad7", "metadata": {}, "source": [ "### Mixing Ratio Case 4" ] }, { "cell_type": "code", "execution_count": 34, "id": "26cae486", "metadata": {}, "outputs": [], "source": [ "# generate synthetic observations\n", "# create model\n", "t_half = 12.3 # years\n", "lambda_ = np.log(2.0) / t_half\n", "\n", "### define model (use the same structure / units as the true model)\n", "# time step is 0.5 years\n", "m4 = ism.Model(\n", " dt=.5,\n", " lambda_=lambda_,\n", " input_series=input_series,\n", " target_series=obs_series,\n", " steady_state_input=6.,\n", " n_warmup_half_lives=10\n", ")\n", "\n", "dmfrac_41 = .3\n", "dmfrac_42 = 1 - dmfrac_41\n", "\n", "# add a dispersion model unit\n", "# define the true model parameters\n", "dm1_mtt_init = 5.\n", "dm1_DP_init = .5\n", "m4.add_unit(\n", " ism.DMUnit(mtt=dm1_mtt_init, DP=dm1_DP_init),\n", " fraction=dmfrac_41,\n", " bounds=[(1., 100.), (.001, 5.)],\n", " prefix=\"dm1\"\n", ")\n", "\n", "# add a second dispersion model unit\n", "# define the true model parameters\n", "dm2_mtt_init = 50.\n", "dm2_DP_init = .5\n", "m4.add_unit(\n", " ism.DMUnit(mtt=dm2_mtt_init, DP=dm2_DP_init),\n", " fraction=dmfrac_42,\n", " bounds=[(1., 100.), (.001, 5.)],\n", " prefix=\"dm2\"\n", ")\n", "\n", "# create a solver\n", "m4_solver = ism.Solver(m4)\n", "res_4_x, res_4 = m4_solver.differential_evolution(\n", " maxiter=maxiter,\n", " popsize=popsize,\n", " sigma=sigma,\n", " random_state=42\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "id": "cafbadc1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'dm1.DP': 1.008582838160302, 'dm1.mtt': 1.0080960695184484, 'dm2.DP': 1.0070163323853205, 'dm2.mtt': 1.0118377270130168}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_mcmc_4 = m4_solver.dream_sample(\n", " n_samples=n_samples,\n", " n_chains=None,\n", " burn_in=burn_in,\n", " thin=thin,\n", " cr=[i / n_cr for i in range(1, n_cr + 1)],\n", " sigma=sigma,\n", " start=[1., 5., 1., 5.],\n", " return_sim=True,\n", " random_state=42\n", ")\n", "\n", "# plot chains to inspect convergence\n", "fig, ax = plt.subplots(4, 1, figsize=(6, 6), sharex=True)\n", "\n", "for i in range(res_mcmc_4[\"samples_chain\"].shape[2]):\n", " for j in range(res_mcmc_4[\"samples_chain\"].shape[0]):\n", " ax[i].plot(res_mcmc_4[\"samples_chain\"][j, :, i], c=\"k\", lw=.5, alpha=0.4)\n", " ax[i].set_ylabel(m4.param_keys(free_only=True)[i])\n", "ax[-1].set_xlabel(\"Steps\")\n", "\n", "# print gelman rubin convergence statistics\n", "print(res_mcmc_4[\"gelman_rubin\"])" ] }, { "cell_type": "code", "execution_count": 36, "id": "8dc99bbb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9994503948336053\n" ] } ], "source": [ "def nse(obs, sim):\n", " obs_ = obs.reshape(-1, 1)\n", " sim_ = sim.reshape(-1, 1)\n", " mask = ~np.isnan(obs_) & ~np.isnan(sim_)\n", " resid = sim_ - obs_\n", " dev = obs_ - np.nanmean(obs_)\n", " nse_ = 1 - np.sum(resid[mask] ** 2) / np.sum(dev[mask] ** 2)\n", " return nse_\n", "\n", "print(nse(obs_series, res_1))" ] }, { "cell_type": "code", "execution_count": null, "id": "4c282a18", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 1, figsize=(5, 6),\n", " gridspec_kw={\"height_ratios\": [2, 1.2], \"hspace\": .5, \"wspace\": .1},\n", " sharey=\"row\", sharex=\"row\")\n", "\n", "# plot results\n", "start = 100\n", "end = 240\n", "\n", "c1 = \"royalblue\"\n", "c2 = \"red\"\n", "\n", "ax[0].plot(\n", " timestamps[start:end],\n", " res_1[start:end],\n", " c=c2,\n", " ls=\":\",\n", " lw=3.,\n", " zorder=1000,\n", " label=\"Differential Evolution\"\n", ")\n", "\n", "sim_data = res_mcmc_1[\"sims\"]\n", "s = sim_data.reshape((-1, sim_data.shape[-1]))\n", "q = np.quantile(s, [0.01, 0.5, 0.99], axis=0)\n", "ax[0].plot(\n", " timestamps[start:end],\n", " q[1, start:end],\n", " c=c1,\n", " ls=\"-\",\n", " lw=1.5,\n", " label=\"DREAM\"\n", ")\n", "ax[0].fill_between(\n", " timestamps[start:end],\n", " q[0, start:end], q[2, start:end],\n", " color=c1,\n", " alpha=0.2\n", ")\n", "\n", "ax[0].plot(\n", " timestamps[start:end],\n", " sim_reference[start:end],\n", " c=\"k\",\n", " ls=\"-\",\n", " lw=1.,\n", " zorder=1000,\n", " label=\"True Model\"\n", ")\n", "\n", "ax[0].scatter(\n", " timestamps, obs_series,\n", " marker=\"o\", facecolor=\"w\",\n", " edgecolor=\"k\", s=40,\n", " zorder=10000, alpha=0.8,\n", " lw=1.,\n", " label=\"Observations\"\n", ")\n", "\n", "ax[0].set_title(r\"Simulated and Observed Concentrations\", fontsize=11)\n", "ax[0].grid(True, alpha=0.7, zorder=0)\n", "ax[0].set_xlim([timestamps[start], timestamps[end-1]])\n", "ax[0].set_ylim(0)\n", "ax[0].set_xlabel(\"Time\")\n", "ax[0].set_ylabel(r\"Tritium $ [TU] $\")\n", "ax[0].legend()\n", "\n", "# plot ttds\n", "step_limit = 70\n", "dt = 0.5\n", "t_plot = [dt * i for i in range(step_limit)]\n", "\n", "# DE results\n", "for item in res_1_x.items():\n", " m1.set_param(key=item[0], value=item[1])\n", "ttds = m1.get_ttds()\n", "ax[1].plot(\n", " t_plot, \n", " ttds[\"fractions\"][0] * ttds[\"distributions\"][0][:step_limit] + \\\n", " ttds[\"fractions\"][1] * ttds[\"distributions\"][1][:step_limit],\n", " lw=3.,\n", " c=c2,\n", " ls=\":\", zorder=1000\n", ")\n", "\n", "# MCMC results\n", "# get samples from MCMC\n", "s = res_mcmc_1[\"samples\"]\n", "# get random subset\n", "s = s[np.random.choice(s.shape[0], 2000, replace=True)]\n", "\n", "# iterate over samples\n", "tt_dists = []\n", "for sample in s:\n", " # set model parameters\n", " for item in zip(m1.param_keys(free_only=True), sample):\n", " m1.set_param(key=item[0], value=item[1])\n", " # get travel time distribution\n", " ttds = m1.get_ttds()\n", " tt_dists.append(\n", " ttds[\"fractions\"][0] * ttds[\"distributions\"][0][:step_limit] + \\\n", " ttds[\"fractions\"][1] * ttds[\"distributions\"][1][:step_limit]\n", " )\n", "# plot\n", "ax[1].plot(\n", " t_plot, \n", " np.median(tt_dists, axis=0),\n", " alpha=1.,\n", " c=c1,\n", " lw=1.5,\n", " ls=\"-\"\n", ")\n", "ax[1].fill_between(\n", " t_plot, \n", " np.quantile(tt_dists, 0.99, axis=0),\n", " np.quantile(tt_dists, 0.01, axis=0),\n", " alpha=.2,\n", " color=c1\n", ")\n", "\n", "ttds = m_obs.get_ttds()\n", "ax[1].plot(\n", " t_plot,\n", " ttds[\"fractions\"][0] * ttds[\"distributions\"][0][:step_limit] + \\\n", " ttds[\"fractions\"][1] * ttds[\"distributions\"][1][:step_limit],\n", " c=\"k\", lw=1.,\n", ")\n", "\n", "ax[1].set_xlim(0., step_limit * dt - dt)\n", "ax[1].grid(True, alpha=0.7, zorder=0)\n", "ax[1].set_title(r\"Inferred and True Travel Time Distributions\", fontsize=11)\n", "ax[1].set_xlabel(r\"Travel Time $ [a] $\")\n", "ax[1].set_ylabel(r\"Fraction $ [-] $\")\n", "# ax[1].set_yscale(\"log\")\n", "# ax[1].set_ylim(0.00045, .15)\n", "\n", "plt.savefig(\"calibration_benchmark.png\", dpi=400, bbox_inches=\"tight\")" ] }, { "cell_type": "code", "execution_count": null, "id": "d40e3f7a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, figsize=(10, 5),\n", " gridspec_kw={\"height_ratios\": [2, 1.2], \"hspace\": .5, \"wspace\": .1},\n", " sharey=\"row\", sharex=\"row\")\n", "\n", "ax1 = ax[1, :]\n", "ax = ax[0, :]\n", "\n", "data_sims = [res_2, res_1, res_3, res_4]\n", "colors = [\"red\", \"green\", \"royalblue\", \"orange\"] # mpl.colormaps[\"Set2\"].colors # [\"r\", \"g\", \"b\", \"m\"]\n", "linestyles = [\"--\", \"-\", \"--\", \"--\"] # [\"-.\", \"--\", \"-\", \":\"]\n", "lws = [1.5, 2.5, 1.5, 1.5]\n", "start = 100\n", "end = 240\n", "\n", "for num, sims in enumerate(data_sims):\n", " ax[0].plot(\n", " timestamps[start:end],\n", " sims[start:end],\n", " c=colors[num],\n", " ls=linestyles[num],\n", " lw=lws[num]\n", " )\n", "\n", "ax[0].scatter(\n", " timestamps, obs_series,\n", " marker=\"o\", facecolor=\"w\",\n", " edgecolor=\"k\", s=40,\n", " zorder=100, alpha=0.8,\n", " lw=1.\n", ")\n", "\n", "custom_lines = [Line2D([0], [0], color=colors[0], lw=lws[0], ls=linestyles[0]),\n", " Line2D([0], [0], color=colors[1], lw=lws[1], ls=linestyles[1]),\n", " Line2D([0], [0], color=colors[2], lw=lws[2], ls=linestyles[2]),\n", " Line2D([0], [0], color=colors[3], lw=lws[3], ls=linestyles[3]),\n", " Line2D([0], [0], marker=\"o\", color=\"w\", markeredgewidth=1.,\n", " markerfacecolor=\"w\", markeredgecolor=\"k\", alpha=0.8)]\n", "\n", "ax[0].legend(\n", " custom_lines,\n", " [\n", " fr\"{dmfrac_21:.0%} $ DM_1 $ (${res_2_x[\"dm1.mtt\"]:.1f}a$), \" + \\\n", " fr\"{dmfrac_22:.0%} $ DM_2 $ (${res_2_x[\"dm2.mtt\"]:.1f}a$), \" + \\\n", " fr\"NSE = {nse(obs_series, res_2):.2f}\",\n", " fr\"{dmfrac_11:.0%} $ DM_1 $ (${res_1_x[\"dm1.mtt\"]:.1f}a$), \" + \\\n", " fr\"{dmfrac_12:.0%} $ DM_2 $ (${res_1_x[\"dm2.mtt\"]:.1f}a$), \" + \\\n", " fr\"NSE = {nse(obs_series, res_1):.2f}\",\n", " fr\"{dmfrac_31:.0%} $ DM_1 $ (${res_3_x[\"dm1.mtt\"]:.1f}a$), \" + \\\n", " fr\"{dmfrac_32:.0%} $ DM_2 $ (${res_3_x[\"dm2.mtt\"]:.1f}a$), \" + \\\n", " fr\"NSE = {nse(obs_series, res_3):.2f}\",\n", " fr\"{dmfrac_41:.0%} $ DM_1 $ (${res_4_x[\"dm1.mtt\"]:.1f}a$), \" + \\\n", " fr\"{dmfrac_42:.0%} $ DM_2 $ (${res_4_x[\"dm2.mtt\"]:.1f}a$), \" + \\\n", " fr\"NSE = {nse(obs_series, res_4):.2f}\",\n", " \"Observations\"\n", " ],\n", " loc=\"upper right\",\n", " fontsize=6.5,\n", ")\n", "ax[0].set_title(r\"Simulated and Observed Tritium Conc. - $ \\mathbf{DE} $\")\n", "ax[0].grid(True, alpha=0.7, zorder=0)\n", "ax[0].set_xlim([timestamps[start], timestamps[end-1]])\n", "ax[0].set_xlabel(\"Time\")\n", "ax[0].set_ylabel(r\"Tritium $ [TU] $\")\n", "\n", "mcmc_sims = [res_mcmc_2, res_mcmc_1, res_mcmc_3, res_mcmc_4]\n", "\n", "median_sims = []\n", "for num, sims in enumerate(mcmc_sims):\n", " # reshape simulations array\n", " chains = [1, 2, 3, 4, 5, 6, 7]\n", " sim_data = sims[\"sims\"]\n", " s = sim_data.reshape((-1, sim_data.shape[-1]))\n", " q = np.quantile(s, [0.01, 0.5, 0.99], axis=0)\n", " median_sims.append(q[1])\n", " ax[1].plot(\n", " timestamps[start:end],\n", " q[1, start:end],\n", " c=colors[num],\n", " ls=linestyles[num],\n", " lw=lws[num]\n", " )\n", " ax[1].fill_between(\n", " timestamps[start:end],\n", " q[0, start:end], q[2, start:end],\n", " color=colors[num],\n", " alpha=0.2\n", " )\n", "\n", "ax[1].scatter(\n", " timestamps, obs_series,\n", " marker=\"o\", facecolor=\"w\",\n", " edgecolor=\"k\", s=40,\n", " zorder=100, alpha=0.8,\n", " lw=1.\n", ")\n", "\n", "ax[1].legend(\n", " custom_lines,\n", " [\n", " fr\"{dmfrac_21:.0%} $ DM_1 $ (${res_mcmc_2[\"posterior_map\"][\"dm1.mtt\"]:.1f}a$), \" + \\\n", " fr\"{dmfrac_22:.0%} $ DM_2 $ (${res_mcmc_2[\"posterior_map\"][\"dm2.mtt\"]:.1f}a$), \" + \\\n", " fr\"NSE = {nse(obs_series, median_sims[0]):.2f}\",\n", " fr\"{dmfrac_11:.0%} $ DM_1 $ (${res_mcmc_1[\"posterior_map\"][\"dm1.mtt\"]:.1f}a$), \" + \\\n", " fr\"{dmfrac_12:.0%} $ DM_2 $ (${res_mcmc_1[\"posterior_map\"][\"dm2.mtt\"]:.1f}a$), \" + \\\n", " fr\"NSE = {nse(obs_series, median_sims[1]):.2f}\",\n", " fr\"{dmfrac_31:.0%} $ DM_1 $ (${res_mcmc_3[\"posterior_map\"][\"dm1.mtt\"]:.1f}a$), \" + \\\n", " fr\"{dmfrac_32:.0%} $ DM_2 $ (${res_mcmc_3[\"posterior_map\"][\"dm2.mtt\"]:.1f}a$), \" + \\\n", " fr\"NSE = {nse(obs_series, median_sims[2]):.2f}\",\n", " fr\"{dmfrac_41:.0%} $ DM_1 $ (${res_mcmc_4[\"posterior_map\"][\"dm1.mtt\"]:.1f}a$), \" + \\\n", " fr\"{dmfrac_42:.0%} $ DM_2 $ (${res_mcmc_4[\"posterior_map\"][\"dm2.mtt\"]:.1f}a$), \" + \\\n", " fr\"NSE = {nse(obs_series, median_sims[3]):.2f}\",\n", " \"Observations\"\n", " ],\n", " loc=\"upper right\",\n", " fontsize=6.5,\n", ")\n", "ax[1].set_title(r\"Simulated and Observed Tritium Conc. - $ \\mathbf{MCMC} $\")\n", "ax[1].grid(True, alpha=0.7, zorder=0)\n", "ax[1].set_xlabel(\"Time\")\n", "\n", "# plot travel time distribution\n", "step_limit = 70\n", "dt = 0.5\n", "t_plot = [dt * i for i in range(step_limit)]\n", "# ax.plot(ttds[\"fractions\"][0] * ttds[\"distributions\"][0][:step_limit])\n", "# ax.plot(ttds[\"fractions\"][1] * ttds[\"distributions\"][1][:step_limit])\n", "for num, (ml, res_x) in enumerate(zip([m2, m1, m3, m4], [res_2_x, res_1_x, res_3_x, res_4_x])):\n", " # we have to set the model parameters again for each model because they\n", " # currently are at the last MCMC iteration\n", " for item in res_x.items():\n", " ml.set_param(key=item[0], value=item[1])\n", " ttds = ml.get_ttds()\n", " ax1[0].plot(\n", " t_plot, \n", " ttds[\"fractions\"][0] * ttds[\"distributions\"][0][:step_limit] + \\\n", " ttds[\"fractions\"][1] * ttds[\"distributions\"][1][:step_limit],\n", " # marker=\".\",\n", " markeredgecolor=colors[num],\n", " lw=lws[num],\n", " c=colors[num],\n", " markerfacecolor=\"lightgrey\",\n", " markersize=10,\n", " # clip_on=False,\n", " # zorder=1000\n", " ls=linestyles[num]\n", " )\n", "ax1[0].set_xlim(0., step_limit * dt - dt)\n", "ax1[0].grid(True, alpha=0.7, zorder=0)\n", "ax1[0].set_title(r\"Travel Time Distributions - $ \\mathbf{DE} $\")\n", "ax1[0].set_xlabel(r\"Travel Time $ [a] $\")\n", "ax1[0].set_ylabel(r\"Fraction $ [-] $\")\n", "ax1[0].set_yscale(\"log\")\n", "ax1[0].set_ylim(0.00045, .15)\n", "\n", "for num, (ml, s) in enumerate(zip([m2, m1, m3, m4], [res_mcmc_2, res_mcmc_1, res_mcmc_3, res_mcmc_4])):\n", " # get samples from MCMC\n", " s = s[\"samples\"]\n", " # get random subset\n", " s = s[np.random.choice(s.shape[0], 2000, replace=True)]\n", " \n", " # iterate over samples\n", " tt_dists = []\n", " for sample in s:\n", " # set model parameters\n", " for item in zip(ml.param_keys(free_only=True), sample):\n", " ml.set_param(key=item[0], value=item[1])\n", " # get travel time distribution\n", " ttds = ml.get_ttds()\n", " tt_dists.append(\n", " ttds[\"fractions\"][0] * ttds[\"distributions\"][0][:step_limit] + \\\n", " ttds[\"fractions\"][1] * ttds[\"distributions\"][1][:step_limit]\n", " )\n", " # plot\n", " ax1[1].plot(\n", " t_plot, \n", " np.median(tt_dists, axis=0),\n", " alpha=1.,\n", " c=colors[num],\n", " lw=lws[num],\n", " ls=linestyles[num]\n", " )\n", " ax1[1].fill_between(\n", " t_plot, \n", " np.quantile(tt_dists, 0.99, axis=0),\n", " np.quantile(tt_dists, 0.01, axis=0),\n", " alpha=.2,\n", " color=colors[num]\n", " )\n", "\n", "ax1[1].grid(True, alpha=0.7, zorder=0)\n", "ax1[1].set_title(r\"Travel Time Distributions - $ \\mathbf{MCMC} $\")\n", "ax1[1].set_xlabel(r\"Travel Time $ [a] $\")\n", "\n", "plt.savefig(\"calibration_benchmark_4models.png\", dpi=400, bbox_inches=\"tight\")" ] }, { "cell_type": "code", "execution_count": null, "id": "531ae543", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\MRudolph\\anaconda3\\envs\\isosimpy_app\\Lib\\site-packages\\matplotlib\\cbook.py:1719: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n", " return math.isfinite(val)\n", "c:\\Users\\MRudolph\\anaconda3\\envs\\isosimpy_app\\Lib\\site-packages\\matplotlib\\cbook.py:1719: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n", " return math.isfinite(val)\n", "c:\\Users\\MRudolph\\anaconda3\\envs\\isosimpy_app\\Lib\\site-packages\\matplotlib\\cbook.py:1719: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n", " return math.isfinite(val)\n", "c:\\Users\\MRudolph\\anaconda3\\envs\\isosimpy_app\\Lib\\site-packages\\matplotlib\\cbook.py:1719: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n", " return math.isfinite(val)\n", "c:\\Users\\MRudolph\\anaconda3\\envs\\isosimpy_app\\Lib\\site-packages\\matplotlib\\cbook.py:1719: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n", " return math.isfinite(val)\n", "c:\\Users\\MRudolph\\anaconda3\\envs\\isosimpy_app\\Lib\\site-packages\\matplotlib\\cbook.py:1719: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n", " return math.isfinite(val)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make pairplot of true model posterior\n", "\n", "param_names_axes = [\n", " r\"$ DM_1, \\; DP \\; [-] $\",\n", " r\"$ DM_1, \\; t^* \\; [a] $\",\n", " r\"$ DM_2, \\; DP \\; [-] $\",\n", " r\"$ DM_2, \\; t^* \\; [a] $\"\n", "]\n", "\n", "# make dict from sample array\n", "step = 1\n", "\n", "# this below is actually not really necessary but we need to re-map the \n", "# parameter names in order for them to be used by the pairplot\n", "sample_df = pd.DataFrame({\n", " param_names_axes[0]: res_mcmc_1[\"samples\"][::step, 0],\n", " param_names_axes[1]: res_mcmc_1[\"samples\"][::step, 1],\n", " param_names_axes[2]: res_mcmc_1[\"samples\"][::step, 2],\n", " param_names_axes[3]: res_mcmc_1[\"samples\"][::step, 3],\n", "})\n", "\n", "obs_df = pd.DataFrame({\n", " param_names_axes[0]: [m_obs.params[res_mcmc_1[\"param_names\"][0]][\"value\"]],\n", " param_names_axes[1]: [m_obs.params[res_mcmc_1[\"param_names\"][1]][\"value\"]],\n", " param_names_axes[2]: [m_obs.params[res_mcmc_1[\"param_names\"][2]][\"value\"]],\n", " param_names_axes[3]: [m_obs.params[res_mcmc_1[\"param_names\"][3]][\"value\"]],\n", "})\n", "\n", "map_df = pd.DataFrame({\n", " param_names_axes[0]: [res_mcmc_1[\"posterior_map\"][res_mcmc_1[\"param_names\"][0]]],\n", " param_names_axes[1]: [res_mcmc_1[\"posterior_map\"][res_mcmc_1[\"param_names\"][1]]],\n", " param_names_axes[2]: [res_mcmc_1[\"posterior_map\"][res_mcmc_1[\"param_names\"][2]]],\n", " param_names_axes[3]: [res_mcmc_1[\"posterior_map\"][res_mcmc_1[\"param_names\"][3]]],\n", "})\n", "\n", "sol_de_df = pd.DataFrame({\n", " param_names_axes[0]: [res_1_x[res_mcmc_1[\"param_names\"][0]]],\n", " param_names_axes[1]: [res_1_x[res_mcmc_1[\"param_names\"][1]]],\n", " param_names_axes[2]: [res_1_x[res_mcmc_1[\"param_names\"][2]]],\n", " param_names_axes[3]: [res_1_x[res_mcmc_1[\"param_names\"][3]]],\n", "})\n", "\n", "# p = sns.jointplot(sample_df, x=\"DP\", y=\"MTT\", kind=\"kde\", height=3.5, cmap=\"binary\",\n", "# fill=True, levels=7, linewidths=2., thresh=0.02,\n", "# marginal_kws={\"color\": \"k\", \"fill\": True})\n", "cmap = mpl.colormaps[\"Blues\"]\n", "colors = cmap(np.linspace(0, 1, 32))\n", "c_blue = colors[7]\n", "p = sns.pairplot(sample_df, kind=\"hist\", corner=True, height=1.5,\n", " # plot_kws={\"fill\": True, \"levels\": 5, \"cmap\": \"binary\"},\n", " plot_kws={\"bins\": 20, \"cmap\": \"Blues\"},\n", " diag_kws={\"bins\": 20, \"color\": \"k\", \"kde\": True,\n", " \"facecolor\": c_blue, \"linewidths\": .5},)\n", "def off_diag(x, y, **kwargs): \n", " plt.gca().scatter(\n", " [map_df[x.name]],\n", " [map_df[y.name]], s=100,\n", " color=\"r\", lw=.5, zorder=1000000, marker=\"o\", edgecolor=\"k\")\n", " \n", " plt.gca().scatter(\n", " [sol_de_df[x.name]],\n", " [sol_de_df[y.name]], s=30,\n", " color=\"w\", lw=.5, zorder=1000000, marker=\"v\", edgecolor=\"k\",)\n", "\n", " plt.gca().axvline(obs_df[x.name].values, color=\"k\", lw=1., ls=\"--\")\n", " plt.gca().axhline(obs_df[y.name].values, color=\"k\", lw=1., ls=\"--\")\n", "\n", "def diag(x, **kwargs): \n", " plt.gca().axvline(obs_df[x.name].values, color=\"k\", lw=1., ls=\"--\")\n", "\n", "p.map_offdiag(off_diag)\n", "p.map_diag(diag)\n", "\n", "p.map_lower(\n", " sns.kdeplot,\n", " color=\"k\",\n", " zorder=1000,\n", " levels=5,\n", " linewidths=0.5,\n", " thresh=0.01\n", ")\n", "\n", "# p.map_diag(\n", "# sns.kdeplot,\n", "# color=\"k\",\n", "# zorder=10000,\n", "# linewidth=0.5\n", "# )\n", "\n", "p.savefig(\"joint_posterior_benchmark_1.png\", dpi=600)" ] } ], "metadata": { "kernelspec": { "display_name": "isosimpy_app", "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }