{ "cells": [ { "cell_type": "markdown", "id": "94a4daa2", "metadata": {}, "source": [ "# Example 9: Modelling with PyTracerLab in the Bayesian Statistical Framework\n", "Here we show how to use the PyTracerLab package to perform a basic standard application of lumped parameter models (see Examples 1 and 2), but using another synthetically generated dataset. As in Example 2, we stay in a Bayesian statistical framework using a Markov-chain Monte Carlo sampler. The data, however, is not generated with a Lumped Parameter Model anymore - so we don't expect our model to match the data perfectly and we don't expect our model to recover some \"true\" parameters. We still know the process that generated the data but this process is not parameterized in the same way as our Lumped Parameter Models; it is a moderately complex MODFLOW model. See [Rudolph et al. (2025)](https://doi.org/10.1029/2025WR041972) for more details on this MODFLOW model. The observations we consider here reflect average tracer concentration in river water. Tracer enters the system via recharge (bell-shaped pulse over a 50-year period, similar to the real tritium input) and has the same decay coefficient as tritium. Tracer-free water also enters the system via an infiltration well.\n", "\n", "## Conceptualizing the Problem for LPMs\n", "We know that there is an infiltration well in our system that supplies tracer-free water. We can model such a contribution by adding a model unit that has a fixed, very large mean travel time (e.g., 500 years). We even know the flow rate with which the well infiltrates water - but we do not know the fraction of well water in river water. So we have to consider a model with at least two components: one component represent the tracer-free well water, the other component represents the actual system. Because we do not know the mixing ratio of the components, we have to consider several different scenarios of mixing ratios." ] }, { "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 datetime import datetime\n", "import pandas as pd\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "ac5cff6c", "metadata": {}, "source": [ "## 1. Load (Synthetic) Observation Data\n", "See the PyTracerLab Paper on how this data is generated. The data generating model is described in more detail in [Rudolph et al. (2025)](https://doi.org/10.1029/2025WR041972)." ] }, { "cell_type": "code", "execution_count": 2, "id": "7456a1bb", "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 = \"input_monthly_modflow.csv\"\n", "data = np.genfromtxt(\n", " file_name,\n", " delimiter=\",\",\n", " dtype=[\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### plot input series, output series, and observations\n", "\n", "# get observation timesteps\n", "timesteps = [t.year + t.month / 12.0 for t in timestamps]\n", "\n", "# create figure\n", "fig, ax = plt.subplots(1, 1)\n", "# plot input series\n", "ax.plot(\n", " timesteps,\n", " input_series,\n", " label=\"Tracer Input\",\n", " c=\"grey\"\n", ")\n", "# plot observations\n", "ax.scatter(\n", " timesteps,\n", " obs_series,\n", " label=\"Observations\",\n", " color=\"red\",\n", " marker=\"x\",\n", " zorder=10\n", ")\n", "ax.set_xlim(timesteps[0], timesteps[-1])\n", "ax.set_ylim(0.0, 105.)\n", "ax.set_xlabel(\"Time [months]\")\n", "ax.set_ylabel(\"Tracer concentration [-]\")\n", "ax.legend()\n", "ax.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "68d49bd6", "metadata": {}, "source": [ "## 2. Set up Models, Run MCMC for Model Parameters" ] }, { "cell_type": "code", "execution_count": 4, "id": "60800290", "metadata": {}, "outputs": [], "source": [ "def run_mixing_fraction(em_fraction):\n", " t_half = 12.3 * 12.0\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 1 month\n", " m = ism.Model(\n", " dt=1.0,\n", " lambda_=lambda_,\n", " input_series=input_series,\n", " target_series=obs_series,\n", " steady_state_input=None,\n", " n_warmup_half_lives=2\n", " )\n", "\n", " # add an exponential-flow unit\n", " # define the initial model parameters for inference\n", " em_mtt_init = 12 * 2 # 1 year\n", "\n", " m.add_unit(\n", " ism.EMUnit(mtt=em_mtt_init),\n", " fraction=em_fraction, # fraciton of the overall response\n", " bounds=[(12. * 0.5, 12.0 * 1000.)],\n", " prefix=\"em\"\n", " )\n", "\n", " # add an piston-flow unit\n", " # define the initial model parameters for inference\n", " pm_mtt_init = 12 * 500 # 500 years, tracer-free water\n", " m.add_unit(\n", " ism.PMUnit(mtt=pm_mtt_init),\n", " fraction=1 - em_fraction, # 100 percent of the overall response\n", " bounds=[(12. * 0.5, 12.0 * 1000.)],\n", " prefix=\"pm\"\n", " )\n", "\n", " # fix mtt of pm\n", " m.set_fixed(\"pm.mtt\")\n", "\n", " # create a solver\n", " solver = ism.Solver(m)\n", " # run DREAM\n", " res = solver.dream_sample(\n", " n_samples=2000, # effective samples after burn-in and thinning\n", " burn_in=3000,\n", " thin=1,\n", " n_chains=3,\n", " n_diff_pairs=1,\n", " cr=[i / 10 for i in range(1, 11)],\n", " gamma_jitter=0.2,\n", " jitter=1.e-5,\n", " sigma=1.,\n", " random_state=123456,\n", " return_sim=True,\n", " set_model_state=False\n", " )\n", "\n", " # plot chains to inspect convergence\n", " fig, ax = plt.subplots(res[\"samples_chain\"].shape[2], 1, figsize=(6, res[\"samples_chain\"].shape[2] * 1.5), sharex=True)\n", "\n", " ax = np.atleast_1d(ax)\n", "\n", " for i in range(res[\"samples_chain\"].shape[2]):\n", " for j in range(res[\"samples_chain\"].shape[0]):\n", " ax[i].plot(res[\"samples_chain\"][j, :, i] / 12., c=\"k\", lw=.5, alpha=0.4)\n", " ax[i].set_ylabel(m.param_keys(free_only=True)[i])\n", " ax[i].set_xlim(0, res[\"samples_chain\"].shape[1])\n", " ax[-1].set_xlabel(\"Steps\")\n", "\n", " # print gelman rubin convergence statistics\n", " print(res[\"gelman_rubin\"])\n", "\n", " # get travel time distributions\n", " step_limit = 12 * 1000\n", " # iterate over samples\n", " tt_dists = []\n", " samples = res[\"samples\"]\n", " # get random subset\n", " samples = samples[np.random.choice(samples.shape[0], 2000, replace=True)]\n", " for sample in res[\"samples\"]:\n", " # set model parameters\n", " for item in zip(m.param_keys(free_only=True), sample):\n", " m.set_param(key=item[0], value=item[1])\n", " # get travel time distribution\n", " ttds = m.get_ttds(n_steps=step_limit)\n", " tt_dists.append(\n", " ttds[\"fractions\"][0] * ttds[\"distributions\"][0] + \\\n", " ttds[\"fractions\"][1] * ttds[\"distributions\"][1]\n", " )\n", "\n", " return res, tt_dists, m" ] }, { "cell_type": "code", "execution_count": 5, "id": "34cca7a2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.35 , 0.425, 0.5 , 0.575, 0.65 ])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.linspace(.35, .65, 5)" ] }, { "cell_type": "code", "execution_count": 6, "id": "9381e5de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'em.mtt': 1.0007227597768051}\n", "{'em.mtt': 1.0045099640221042}\n", "{'em.mtt': 1.044586280057089}\n", "{'em.mtt': 1.0016811375079617}\n", "{'em.mtt': 1.0034975046278718}\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results, ttds, models = [], [], []\n", "\n", "mixing_ratios = np.linspace(.35, .65, 5) # np.linspace(.45, .5, 3)\n", "\n", "for fraction in mixing_ratios:\n", " r_, a_, m_ = run_mixing_fraction(fraction)\n", " results.append(r_)\n", " ttds.append(a_)\n", " models.append(m_)" ] }, { "cell_type": "code", "execution_count": 7, "id": "ec7951c4", "metadata": {}, "outputs": [], "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_" ] }, { "cell_type": "code", "execution_count": 8, "id": "c555b77b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ttsweights
059.996000.000344
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" ], "text/plain": [ " tts weights\n", "0 59.99600 0.000344\n", "1 59.99600 0.000344\n", "2 59.99600 0.000344\n", "3 59.99600 0.000344\n", "4 19.33943 0.000344" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load modflow travel times from csv\n", "tts_mf = pd.read_csv(\"tts_weights_modflow.csv\", index_col=None)\n", "tts_mf[\"tts\"] /= 30.\n", "tts_mf.head()" ] }, { "cell_type": "code", "execution_count": 9, "id": "cd06c27e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.34222592261113316 0.00614455446109455\n", "0.3855271223734189 0.024796749860033166\n", "0.33098806501063355 0.09446046973423981\n", "0.18774220839037972 0.0925718751274217\n", "0.14247340502611522 0.05143481341824395\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=1, figsize=(5, 6),\n", " gridspec_kw={\"height_ratios\": [2, 1.2], \"hspace\": .5, \"wspace\": .1},\n", " sharey=\"row\", sharex=\"row\")\n", "\n", "start = 0\n", "end = 900\n", "\n", "colors = [\"red\", \"limegreen\", \"royalblue\", \"darkorange\", \"black\"]\n", "\n", "for i in range(len(results)):\n", " # plot ssimulations\n", " sim_data = results[i][\"sims\"]\n", " s = sim_data.reshape((-1, sim_data.shape[-1]))\n", " q = np.quantile(s, [0.1, 0.5, 0.9], axis=0)\n", "\n", " ax[0].plot(\n", " timestamps[start:end],\n", " q[1, start:end],\n", " c=colors[i],\n", " ls=\"-\",\n", " lw=2.,\n", " label=fr\"{mixing_ratios[i] * 100:.1f}% EM, \" + \"\\n\" + \\\n", " fr\"$ NSE $ = {nse(obs_series[start:end], q[1, start:end]):.2f}\"\n", " )\n", " ax[0].fill_between(\n", " timestamps[start:end],\n", " q[0, start:end], q[2, start:end],\n", " color=colors[i],\n", " alpha=0.1,\n", " )\n", "\n", " # plot travel time distributions\n", " step_limit = 12 * 100\n", " dt = 1.\n", "\n", " # integrate travel time distributions to check area integrates to 1\n", " # use trapezoidal rule\n", " integrals = []\n", " tt_dists_ = []\n", " for j in range(len(ttds[i])):\n", " I = np.trapezoid(ttds[i][j][:step_limit], dx=dt)\n", " tt_dists_.append(ttds[i][j][:step_limit] / I)\n", " integrals.append(I)\n", " print(np.mean(integrals), np.std(integrals))\n", "\n", " t_plot = np.arange(0, step_limit * dt, dt) # years\n", " ax[1].plot(\n", " t_plot, \n", " np.median(tt_dists_, axis=0),\n", " alpha=1.,\n", " c=colors[i],\n", " lw=1.,\n", " ls=\"-\",\n", " zorder=10,\n", " label=fr\"{mixing_ratios[i] * 100:.1f}% EM\"\n", " )\n", " ax[1].fill_between(\n", " t_plot, \n", " np.quantile(tt_dists_, 0.9, axis=0),\n", " np.quantile(tt_dists_, 0.1, axis=0),\n", " alpha=.1,\n", " color=colors[i]\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., label=\"Obs.\"\n", ")\n", "ax[0].legend(fontsize=8, handlelength=1.)\n", "ax[0].grid(alpha=0.7)\n", "ax[0].set_xlim(timestamps[0], timestamps[-1])\n", "ax[0].set_ylim(0)\n", "ax[0].set_xlabel(\"Date\")\n", "ax[0].set_ylabel(r\"Concentration $ [-] $\")\n", "ax[0].set_title(\"Simluated and Observed Concentrations\", fontsize=11)\n", "\n", "sns.kdeplot(data=tts_mf, x=\"tts\", weights=\"weights\", ax=ax[1], zorder=100,\n", " clip=(0, step_limit), color=\"k\", lw=2., bw_adjust=0.15, ls=\"--\",\n", " label=\"MODFLOW\")\n", "\n", "# the xticks of the travel time distribution plot are in months\n", "# we want them in years\n", "xmax = step_limit # 250 years\n", "step_years = 20\n", "ax[1].legend(fontsize=8)\n", "ax[1].set_xticks(np.arange(0, xmax, 12 * step_years))\n", "ax[1].set_xticklabels(np.arange(0, xmax / 12, step_years, int))\n", "ax[1].set_xlim(0, xmax)\n", "ax[1].grid(alpha=0.7)\n", "ax[1].set_xlabel(r\"Travel Time $ [a] $\")\n", "ax[1].set_ylabel(r\"Fraction $ [-] $\")\n", "ax[1].set_title(\"Inferred and Observed Travel Time Distributions\", fontsize=11)\n", "\n", "plt.savefig(\"modflow_PyTracerLab.png\", dpi=600, bbox_inches=\"tight\")" ] } ], "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 }