{ "cells": [ { "cell_type": "markdown", "id": "94a4daa2", "metadata": {}, "source": [ "# Example 3: Analysis Involving Multiple Tracers\n", "Here we extend the analysis of a single tracer species (see Examples 1 and 2) to the case of two tracer species observed simultaneously in an observation well." ] }, { "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" ] }, { "cell_type": "markdown", "id": "ac5cff6c", "metadata": {}, "source": [ "## 1. Load (Synthetic) Observation Data\n", "See Example 5 on how this data is generated." ] }, { "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 = \"example_input_series_2tracer.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[:, 0],\n", " label=\"Tracer 1 Input\",\n", " c=\"lightgrey\"\n", ")\n", "ax.plot(\n", " timesteps,\n", " input_series[:, 1],\n", " label=\"Tracer 2 Input\",\n", " c=\"darkgrey\"\n", ")\n", "\n", "# plot output series\n", "ax.plot(\n", " timesteps,\n", " output_series[:, 0],\n", " label=\"Tracer 1 Output\",\n", " c=\"lightgreen\"\n", ")\n", "ax.plot(\n", " timesteps,\n", " output_series[:, 1],\n", " label=\"Tracer 2 Output\",\n", " c=\"darkgreen\"\n", ")\n", "\n", "# plot observations\n", "ax.scatter(\n", " timesteps,\n", " obs_series[:, 0],\n", " label=\"Observations Tracer 1\",\n", " color=\"coral\",\n", " marker=\"x\",\n", " zorder=10\n", ")\n", "ax.scatter(\n", " timesteps,\n", " obs_series[:, 1],\n", " label=\"Observations Tracer 2\",\n", " color=\"darkred\",\n", " marker=\"x\",\n", " zorder=10\n", ")\n", "\n", "ax.set_xlabel(\"Time [months]\")\n", "ax.set_ylabel(\"Tracer concentration [-]\")\n", "ax.legend(ncol=3, fontsize=9)\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "68d49bd6", "metadata": {}, "source": [ "## 2. Model Setup" ] }, { "cell_type": "code", "execution_count": 4, "id": "60800290", "metadata": {}, "outputs": [], "source": [ "t_half = 12.32 * 12.0 # tritium\n", "lambda_1 = np.log(2.0) / t_half\n", "\n", "t_half = 10.73 * 12.0 # krypton 85\n", "lambda_2 = np.log(2.0) / t_half\n", "\n", "### define model (we do not 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_1, lambda_2],\n", " input_series=input_series,\n", " target_series=obs_series,\n", " steady_state_input=[1., 0.], # this is the true value\n", " n_warmup_half_lives=10\n", ")\n", "\n", "# add an exponential-piston-flow unit\n", "# define the initial model parameters for inference\n", "epm_mtt_init = 12 * 40 # 20 years\n", "epm_eta_init = 1.9 # the true value is 1.5\n", "m.add_unit(\n", " ism.EPMUnit(mtt=epm_mtt_init, eta=epm_eta_init),\n", " fraction=1., # true value would be 0.8 (with 0.2 PM)\n", " bounds=[(1.0, 12.0 * 100.), (1.0, 3.0)],\n", " prefix=\"epm\"\n", ")" ] }, { "cell_type": "markdown", "id": "930365ba", "metadata": {}, "source": [ "## 3. Model Simulation for Different Mean Travel Times\n", "### 3.1 Conventional Tracer-Tracer Analysis\n", "We finally create something known as a tracer-tracer plot (in german there is a term for this: \"Harfendiagramm\" or \"harp diagram\" as it is visually similar to a harp).\n", "\n", "The purpose of those diagrams is more to interpret and understand tracer observations rather than calibrate model parameters. Typically, a model is considered with just one unit (e.g., an exponential unit). Then, the model is simulated with many different parameter values for the mean travel time. With each setting, the model is simulated, and the results are stored.\n", "\n", "Ultimately, we obtain a 3D array of data with the following axes:\n", "- the two tracers\n", "- all considered mean travel times\n", "- all time steps in the input time series of the two tracers\n", "\n", "In the tracer-tracer plot, we then plot a subset of this 3D array. This subset is a 2D array and has the following axes:\n", "- the two tracers\n", "- all considered mean travel times\n", "\n", "We get this subset by \"slicing\" the original 3D array at a certain time step or date. This date is typically chosen to be a date where an observation is available. The resulting diagram is therefore dependent on the reference date we select as a starting point (i.e., it does make a difference if we consider a water parcel with a travel time of 10 years recharging in the year 2025 or in the year 1983 as those periods can be associated with completely different input concentrations). Points on the diagram are sometimes annotated with their input date or travel time; we subsequently color the points according to their travel time." ] }, { "cell_type": "code", "execution_count": 5, "id": "6f4c148f", "metadata": {}, "outputs": [], "source": [ "# Define range of mean travel times to consider\n", "mtt_range = np.linspace(12 * 5, 12 * 80, 21)\n", "\n", "# Create empty array of results\n", "results = np.zeros((2, len(mtt_range), len(input_series)))\n", "\n", "# Iterate over mean travel times\n", "for i, mtt in enumerate(mtt_range):\n", " m.set_param(key=\"epm.mtt\", value=mtt)\n", " sim = m.simulate()\n", " results[0, i, :] = sim[:, 0].flatten()\n", " results[1, i, :] = sim[:, 1].flatten()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "4f7988af", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(6, 6))\n", "\n", "# Get indices of time series that have observations\n", "obs_indices = np.arange(len(timestamps))[~np.isnan(obs_series).any(axis=1)]\n", "\n", "# select index of observation date\n", "idx_select = 4\n", "\n", "# plot the line connecting the points of different mean travel times\n", "ax.plot(\n", " results[0, :, obs_indices[idx_select]],\n", " results[1, :, obs_indices[idx_select]],\n", " c=\"black\",\n", " lw=3.\n", ")\n", "# plot the points of different mean travel times and color them by mean\n", "# travel time\n", "im = ax.scatter(\n", " results[0, :, obs_indices[idx_select]],\n", " results[1, :, obs_indices[idx_select]],\n", " c=mtt_range / 12.,\n", " edgecolor=\"k\",\n", " s=50,\n", " zorder=10\n", ")\n", "# plot the observation\n", "ax.scatter(\n", " obs_series[obs_indices[idx_select], 0],\n", " obs_series[obs_indices[idx_select], 1],\n", " c=\"r\",\n", " edgecolor=\"k\",\n", " marker=\"X\",\n", " zorder=10,\n", " s=200,\n", " label=\"Observation\"\n", ")\n", "# plot the origin point\n", "ax.scatter(\n", " [0.],\n", " [0.],\n", " c=\"k\",\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " zorder=10,\n", " s=10,\n", " label=\"Origin (Tracer-Free Water)\"\n", ")\n", "\n", "# plot straight lines from the origin to the points representing the different\n", "# mean travel times\n", "stepper = 2 # plot line from origin to every stepper point\n", "points_idx = [i for i in range(len(mtt_range))][::stepper]\n", "for i in points_idx:\n", " label = None\n", " if i == points_idx[0]:\n", " label = \"Binary Mixing\"\n", " ax.plot(\n", " [0., results[0, i, obs_indices[idx_select]]],\n", " [0., results[1, i, obs_indices[idx_select]]],\n", " c=\"k\",\n", " lw=1.,\n", " alpha=0.3,\n", " ls=\"--\",\n", " label=label\n", " )\n", "\n", "# plot path between points representing the different mean travel times but\n", "# multiplied by a range of dilution factors\n", "percent_tracer_free = [.75, .5, .25]\n", "for p in percent_tracer_free:\n", " ax.plot(\n", " results[0, :, obs_indices[idx_select]] * p,\n", " results[1, :, obs_indices[idx_select]] * p,\n", " c=\"k\",\n", " lw=1.5,\n", " alpha=0.8 * p,\n", " label=f\"{(1-p)*100}% Tracer-Free Water\"\n", " )\n", "\n", "plt.colorbar(im, ax=ax, label=\"Mean travel time [years]\")\n", "# ax.set_yscale(\"log\")\n", "# ax.set_xscale(\"log\")\n", "ax.set_xlabel(\"Tracer 1\")\n", "ax.set_ylabel(\"Tracer 2\")\n", "ax.legend()\n", "# include observation date / diagram date as title\n", "ax.set_title(f\"Date of Observation: {timestamps[obs_indices[idx_select]].date()}\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4255346b", "metadata": {}, "source": [ "### 3.2 Bringing the Analysis to Another Dimension\n", "Here we re-use the results from before for the different mean travel times. But instead of plotting the trajectory of the tracer concentrations valid for a single observation date as before, we plot this diagram for *all* possible observation dates. Because we then have an additional axis or dimension in the data, we need to create a 3D-plot." ] }, { "cell_type": "code", "execution_count": 7, "id": "60f64681", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make a 3d plot with a combination of tracer-tracer plots at all sample dates\n", "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "start = 12 * 30\n", "stop = 12 * 60\n", "stepper = 12\n", "time_ = [i for i in range(results.shape[2])][start:stop:stepper]\n", "for i in range(len(time_) - 1):\n", " ax.fill_between(\n", " x1=[time_[i]],\n", " y1=results[0, :, time_[i]],\n", " z1=results[1, :, time_[i]],\n", " x2=[time_[i+1]],\n", " y2=results[0, :, time_[i+1]],\n", " z2=results[1, :, time_[i+1]],\n", " facecolors=\"k\",\n", " edgecolors=\"lightgrey\",\n", " linewidth=0.5,\n", " alpha=0.1\n", " )\n", "\n", "ax.set_xlabel(\"Time [months]\")\n", "ax.set_ylabel(\"Tracer 1\")\n", "ax.set_zlabel(\"Tracer 2\")\n", "\n", "# rotate 3d plot\n", "ax.view_init(30, 10)" ] } ], "metadata": { "kernelspec": { "display_name": "PyTracerLab_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 }