{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ARMA(1,1) noise model with synthetic time series\n", "\n", "*R.A. Collenteur, University of Graz, May 2020*\n", "\n", "In this notebook an Autoregressive-Moving-Average (ARMA(1,1)) noise model is developed for Pastas models. This new 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.\n", "\n", "
\n", " \n", "Warning\n", "\n", "It should be noted that the time step may be non-equidistant in this formulation, but this model is not yet tested for irregular time steps.\n", " \n", "
\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python version: 3.10.12\n", "NumPy version: 1.26.4\n", "Pandas version: 2.2.0\n", "SciPy version: 1.12.0\n", "Matplotlib version: 3.8.3\n", "Numba version: 0.59.0\n", "LMfit version: 1.2.2\n", "Latexify version: 0.4.2\n", "Pastas version: 1.5.0b\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\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 ARMA(1,1) Noise Model for Pastas\n", "\n", "The following formula is used to calculate the noise according to the ARMA(1,1) process:\n", "\n", "$$\\upsilon(t_i) = r(t_i) - r(t_{i-1}) \\text{e}^{-\\Delta t_i / \\alpha} - \\upsilon(t_{i-1}) \\text{e}^{-\\Delta t_i / \\beta}$$\n", "\n", "where $\\upsilon$ is the noise, $\\Delta t_i$ the time step between the residuals ($r$), and respectively $\\alpha$ [days] and $\\beta$ [days] the parameters of the AR and MA parts of the model. The model is named `ArmaNoiseModel` and can be found in `noisemodel.py`. It is added to a Pastas model as follows: `ml.add_noisemodel(ps.ArmaNoiseModel())`\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": {}, "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 = 1.1\n", "atrue = 200\n", "dtrue = 20\n", "\n", "# Generate the head\n", "step = ps.Gamma().block([Atrue, ntrue, atrue])\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 ARMA(1,1) noise and add it to the synthetic heads\n", "In the following code-block, noise is generated using an ARMA(1,1) process using NumPy. An alternative procedure is available from Statsmodels (commented out now). More information about the ARMA model can be found on the [statsmodels website](https://www.statsmodels.org/dev/generated/statsmodels.tsa.arima_process.ArmaProcess.html). The noise is added to the head series generated in the previous code-block." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# reproduction of random numbers\n", "np.random.seed(1234)\n", "alpha = 0.95\n", "beta = 0.1\n", "\n", "# generate samples using Statsmodels\n", "# import statsmodels.api as stats\n", "# ar = np.array([1, -alpha])\n", "# ma = np.r_[1, beta]\n", "# arma = stats.tsa.ArmaProcess(ar, ma)\n", "# noise = arma.generate_sample(head[0].index.size)*np.std(head.values) * 0.1\n", "\n", "# generate samples using NumPy\n", "random_seed = np.random.RandomState(1234)\n", "\n", "noise = random_seed.normal(0, 1, len(head)) * np.std(head.values) * 0.1\n", "a = np.zeros_like(head[0])\n", "\n", "for i in range(1, noise.size):\n", " a[i] = noise[i] + noise[i - 1] * beta + a[i - 1] * alpha\n", "\n", "head_noise = head[0] + a" ] }, { "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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(a)\n", "plt.plot(noise)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Create and solve a Pastas Model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report 0 Fit Statistics\n", "=================================================\n", "nfev 29 EVP 88.33\n", "nobs 8946 R2 0.88\n", "noise True RMSE 0.11\n", "tmin 1991-01-01 00:00:00 AIC -62720.73\n", "tmax 2015-06-29 00:00:00 BIC -62678.14\n", "freq D Obj 4.03\n", "warmup 3650 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (6 optimized)\n", "=================================================\n", " optimal initial vary stderr\n", "recharge_A 734.086018 217.313623 True ±3.17%\n", "recharge_n 1.089086 1.000000 True ±0.88%\n", "recharge_a 191.477259 10.000000 True ±4.99%\n", "constant_d 20.177978 21.873653 True ±0.27%\n", "noise_alpha 20.575383 1.000000 True ±7.18%\n", "noise_beta 0.433754 1.000000 True ±4.63%\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "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.ArmaNoiseModel())\n", "\n", "ml.solve(tmin=\"1991\", tmax=\"2015-06-29\", report=True)\n", "axes = ml.plots.results(figsize=(10, 5))\n", "axes[-2].plot(ps.Gamma().step([Atrue, ntrue, atrue]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Did we find back the original ARMA parameters?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.95 vs 0.95\n", "0.1 vs. 0.1\n" ] } ], "source": [ "print(np.exp(-1.0 / ml.parameters.loc[\"noise_alpha\", \"optimal\"]).round(2), \"vs\", alpha)\n", "print(\n", " np.exp(-1.0 / np.abs(ml.parameters.loc[\"noise_beta\", \"optimal\"])).round(2),\n", " \"vs.\",\n", " beta,\n", ")" ] }, { "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": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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. \n", "\n", "## 7. What happens if we use an AR(1) model?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.96 vs 0.95\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml = ps.Model(head_noise)\n", "ml.add_noisemodel(ps.ArNoiseModel())\n", "sm = ps.StressModel(rain, ps.Gamma(), name=\"recharge\", settings=\"prec\")\n", "ml.add_stressmodel(sm)\n", "\n", "ml.solve(tmin=\"1991\", tmax=\"2015-06-29\", 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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml.plots.diagnostics(figsize=(10, 4));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Significant autocorrelation is still present at lag 1 and the parameter of the AR(1) is overestimated, trying to correct for the lack of an MA(1) part. This is to be expected, as the MA(1) process generates a strong autocorrelation at this first time lag. The negative autocorrelation in the first few time steps is a result of the overestimation of the AR(1) parameter.\n", "\n", "A possible effect of failing to remove the autocorrelation at lag 1 may be that the parameter standard errors are under- or overestimated. Although that does not seem the case for this synthetic, real life examples may suffer from this." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8. Test the ARMA NoiseModel for irregular time steps\n", "In this final step the ARMA NoiseModel is tested for irregular timesteps, using the indices from a real groundwater level time series. It is clear from the example below that the ARMA NoiseModel does not yet work for irregular time steps, as (unlike the AR(1) model in Pastas) no weights are applied yet." ] }, { "cell_type": "code", "execution_count": 10, "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": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.95 vs 0.95\n", "0.08 vs. 0.1\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml = ps.Model(head_irregular)\n", "ml.add_noisemodel(ps.ArNoiseModel())\n", "sm = ps.StressModel(rain, ps.Gamma(), name=\"recharge\", settings=\"prec\")\n", "ml.add_stressmodel(sm)\n", "ml.add_noisemodel(ps.ArmaNoiseModel())\n", "\n", "ml.solve(tmin=\"1991\", tmax=\"2015-06-29\", 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)\n", "print(np.exp(-1.0 / ml.parameters.loc[\"noise_beta\", \"optimal\"]).round(2), \"vs.\", beta)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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