{ "cells": [ { "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 AR1 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 a regular time step." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python version: 3.10.5\n", "NumPy version: 1.22.3\n", "Pandas version: 1.4.3\n", "SciPy version: 1.9.3\n", "Matplotlib version: 3.6.2\n", "Numba version: 0.56.3\n", "LMfit version: 1.0.3\n", "Latexify version: 0.2.0\n", "Pastas version: 1.0.0b\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()" ] }, { "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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\n", "text/plain": [ "
" ] }, "metadata": {}, "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)\");" ] }, { "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Create and solve a Pastas Model" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "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[-1].plot(ps.Gamma().step([Atrue, ntrue, atrue], cutoff=0.999))" ] }, { "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)" ] }, { "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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml.plots.diagnostics(figsize=(10, 4));" ] }, { "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, compared to its AR(1) counterpart." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Test the NoiseModel for irregular time steps\n", "In this final step the ArmaModel 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": [ { "ename": "TypeError", "evalue": "StressModel.__init__() got an unexpected keyword argument 'cutoff'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn [8], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m ml \u001b[38;5;241m=\u001b[39m ps\u001b[38;5;241m.\u001b[39mModel(head_irregular)\n\u001b[0;32m----> 2\u001b[0m sm \u001b[38;5;241m=\u001b[39m \u001b[43mps\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mStressModel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mps\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mGamma\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrecharge\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msettings\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mprec\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcutoff\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.99\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m ml\u001b[38;5;241m.\u001b[39madd_stressmodel(sm)\n\u001b[1;32m 4\u001b[0m ml\u001b[38;5;241m.\u001b[39madd_noisemodel(ps\u001b[38;5;241m.\u001b[39mNoiseModel())\n", "\u001b[0;31mTypeError\u001b[0m: StressModel.__init__() got an unexpected keyword argument 'cutoff'" ] } ], "source": [ "ml = ps.Model(head_irregular)\n", "sm = ps.StressModel(rain, ps.Gamma(), name=\"recharge\", settings=\"prec\", cutoff=0.99)\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[-1].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": null, "metadata": {}, "outputs": [], "source": [ "ml.plots.diagnostics(figsize=(10, 4), acf_options={\"bin_width\": 0.5});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above autocorrelation plot shows that there is some autocorrelation in the first time steps. However, this is probably more a numerical artifict due to estimating the ACF for irregular time steps than \"real\" autocorrelation. This can be shown when estimating the ACF for the period with more frequent observations." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "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": "3.10.5" }, "vscode": { "interpreter": { "hash": "29475f8be425919747d373d827cb41e481e140756dd3c75aa328bf3399a0138e" } } }, "nbformat": 4, "nbformat_minor": 4 }