{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Testing an AR(1) Noise Model for Pastas\n", "*R.A. Collenteur, University of Graz, May 2020*\n", "\n", "In this notebook the classical Autoregressive AR(1) noise model is tested for Pastas models. This noise model is tested against synthetic data generated with NumPy or Statsmodels' ARMA model. This noise model is tested on head time series with regular and irregular time steps." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python version: 3.9.7\n", "NumPy version: 1.24.3\n", "Pandas version: 1.5.3\n", "SciPy version: 1.10.1\n", "Matplotlib version: 3.7.0\n", "Numba version: 0.57.0\n", "LMfit version: 1.0.3\n", "Latexify version: 0.2.0\n", "Pastas version: 1.1.0\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "import pastas as ps\n", "\n", "ps.set_log_level(\"ERROR\")\n", "ps.show_versions()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Develop the AR(1) Noise Model for Pastas\n", "\n", "The following formula is used to calculate the noise according to the ARMA(1,1) process:\n", "\n", "$$\\upsilon(t_i) = r(t_i) - r(t_{i-1}) \\text{e}^{-\\Delta t_i / \\alpha}$$\n", "\n", "where $\\upsilon$ is the noise, $\\Delta t_i$ the time step between the residuals ($r$), and $\\alpha$ [days] the AR parameter of the model. The model is named `NoiseModel` and can be found in `noisemodel.py`. This is the default noise model that is added to a Pastas model, but it can also be added manually as follows: `ml.add_noisemodel(ps.NoiseModel())`\n", "\n", "## 2. Generate synthetic head time series" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Read in some data\n", "rain = (\n", " pd.read_csv(\"../examples/data/rain_260.csv\", index_col=0, parse_dates=[0]).squeeze()\n", " / 1000\n", ")\n", "\n", "# Set the True parameters\n", "Atrue = 800\n", "ntrue = 1.4\n", "atrue = 200\n", "dtrue = 20\n", "\n", "# Generate the head\n", "step = ps.Gamma().block([Atrue, ntrue, atrue], cutoff=0.9999)\n", "h = dtrue * np.ones(len(rain) + step.size)\n", "for i in range(len(rain)):\n", " h[i : i + step.size] += rain[i] * step\n", "head = pd.DataFrame(\n", " index=rain.index,\n", " data=h[: len(rain)],\n", ")\n", "head = head[\"1990\":\"2015\"]\n", "\n", "# Plot the head without noise\n", "plt.figure(figsize=(10, 2))\n", "plt.plot(head, \"k.\", label=\"head\")\n", "plt.legend(loc=0)\n", "plt.ylabel(\"Head (m)\")\n", "plt.xlabel(\"Time (years)\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Generate AR(1) noise and add it to the synthetic heads\n", "In the following code-block, noise is generated using an AR(1) process using Numpy." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# reproduction of random numbers\n", "np.random.seed(1234)\n", "alpha = 0.8\n", "\n", "# generate samples using NumPy\n", "random_seed = np.random.RandomState(1234)\n", "noise = random_seed.normal(0, 1, len(head)) * np.std(head.values) * 0.2\n", "a = np.zeros_like(head[0])\n", "\n", "for i in range(1, noise.size):\n", " a[i] = noise[i] + a[i - 1] * alpha\n", "\n", "head_noise = head[0] + a" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Create and solve a Pastas Model" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ml = ps.Model(head_noise)\n", "sm = ps.StressModel(rain, ps.Gamma(), name=\"recharge\", settings=\"prec\")\n", "ml.add_stressmodel(sm)\n", "ml.add_noisemodel(ps.NoiseModel())\n", "\n", "ml.solve(tmin=\"1991\", tmax=\"2015-06-29\", noise=True, report=False)\n", "\n", "# Plot the results\n", "axes = ml.plots.results(figsize=(10, 5))\n", "axes[-2].plot(ps.Gamma().step([Atrue, ntrue, atrue], cutoff=0.999));" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Did we find back the original AR parameter?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.8 vs 0.8\n" ] } ], "source": [ "print(np.exp(-1.0 / ml.parameters.loc[\"noise_alpha\", \"optimal\"]).round(2), \"vs\", alpha)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The estimated parameters for the noise model are almost the same as the true parameters, showing that the model works for regular time steps.\n", "\n", "## 6. So is the autocorrelation removed correctly?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ml.plots.diagnostics(figsize=(10, 4));" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "That seems okay. It is important to understand that this noisemodel will only help in removing autocorrelations at the first time lag, but not at larger time lags." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Test the NoiseModel for irregular time steps\n", "In this final step the Ar(1) noisemodel is tested for irregular timesteps, using the indices from a real groundwater level time series." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "index = (\n", " pd.read_csv(\"../examples/data/test_index.csv\", parse_dates=True, index_col=0)\n", " .index.round(\"D\")\n", " .drop_duplicates()\n", ")\n", "head_irregular = head_noise.reindex(index)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.78 vs 0.8\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ml = ps.Model(head_irregular)\n", "sm = ps.StressModel(rain, ps.Gamma(cutoff=0.99), name=\"recharge\", settings=\"prec\")\n", "ml.add_stressmodel(sm)\n", "ml.add_noisemodel(ps.NoiseModel())\n", "\n", "# ml.set_parameter(\"noise_alpha\", 9.5, vary=False)\n", "# ml.set_parameter(\"recharge_A\", 800, vary=False)\n", "# ml.set_parameter(\"recharge_n\", 1.2, vary=False)\n", "# ml.set_parameter(\"recharge_a\", 200, vary=False)\n", "\n", "ml.solve(tmin=\"1991\", tmax=\"2015-06-29\", noise=True, report=False)\n", "axes = ml.plots.results(figsize=(10, 5))\n", "axes[-2].plot(ps.Gamma().step([Atrue, ntrue, atrue]))\n", "\n", "print(np.exp(-1.0 / ml.parameters.loc[\"noise_alpha\", \"optimal\"]).round(2), \"vs\", alpha)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ml.plots.diagnostics(figsize=(10, 4), acf_options={\"bin_width\": 0.5});" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This autocorrelation plot looks good too." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.08935768738592514\n", " 0.060537546555873414\n" ] } ], "source": [ "v = ml.noise()\n", "print(\"\", v.loc[:\"2010-01-01\"].std())\n", "print(\"\", v.loc[\"2010-01-01\":].std())" ] } ], "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": "3.9.7" }, "vscode": { "interpreter": { "hash": "29475f8be425919747d373d827cb41e481e140756dd3c75aa328bf3399a0138e" } } }, "nbformat": 4, "nbformat_minor": 4 }