{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Predicting the eolian energy production\n", "\n", "This Notebook aims at predicting the energy producte by wind turbines.\n", "\n", "It uses weather data extracted from the MeteoFrance numerical models, as well as history of productions provided by RTE." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "filename_wind_regions = \"../../data/silver/mean_daily_wind_j0.csv\"\n", "\n", "filename_energy_preduction = \"../../data/rte_agg_daily_2014_2024.csv\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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auvergne_rhône_alpesbourgogne_franche_comtébretagnecentre_val_de_loirecorsegrand_esthauts_de_francenormandienouvelle_aquitaineoccitaniepays_de_la_loireprovence_alpes_côte_d_azurîle_de_francedays_from_start
time
2022-02-014.2058524.0602215.1996424.7783423.5611655.4546146.4328826.4167793.1525896.0484124.7488085.7440504.9774230
2022-02-023.1564693.1787543.4103633.3987722.3834734.1027144.9870014.4067402.2946594.4540433.1101025.5846633.6637991
2022-02-032.2349942.0161683.3730472.8019092.2179472.9466214.7260714.2189612.2069172.5025233.1112822.1873033.3963052
2022-02-042.4537113.7376354.9753564.6585302.0612535.0986376.9862216.0976253.1399852.9356834.2325952.2807115.3063623
2022-02-052.6096592.2317464.1317373.1496581.8591973.7425085.9619115.2294002.2796023.7262913.0580133.3219543.9463244
\n", "
" ], "text/plain": [ " auvergne_rhône_alpes bourgogne_franche_comté bretagne \\\n", "time \n", "2022-02-01 4.205852 4.060221 5.199642 \n", "2022-02-02 3.156469 3.178754 3.410363 \n", "2022-02-03 2.234994 2.016168 3.373047 \n", "2022-02-04 2.453711 3.737635 4.975356 \n", "2022-02-05 2.609659 2.231746 4.131737 \n", "\n", " centre_val_de_loire corse grand_est hauts_de_france \\\n", "time \n", "2022-02-01 4.778342 3.561165 5.454614 6.432882 \n", "2022-02-02 3.398772 2.383473 4.102714 4.987001 \n", "2022-02-03 2.801909 2.217947 2.946621 4.726071 \n", "2022-02-04 4.658530 2.061253 5.098637 6.986221 \n", "2022-02-05 3.149658 1.859197 3.742508 5.961911 \n", "\n", " normandie nouvelle_aquitaine occitanie pays_de_la_loire \\\n", "time \n", "2022-02-01 6.416779 3.152589 6.048412 4.748808 \n", "2022-02-02 4.406740 2.294659 4.454043 3.110102 \n", "2022-02-03 4.218961 2.206917 2.502523 3.111282 \n", "2022-02-04 6.097625 3.139985 2.935683 4.232595 \n", "2022-02-05 5.229400 2.279602 3.726291 3.058013 \n", "\n", " provence_alpes_côte_d_azur île_de_france days_from_start \n", "time \n", "2022-02-01 5.744050 4.977423 0 \n", "2022-02-02 5.584663 3.663799 1 \n", "2022-02-03 2.187303 3.396305 2 \n", "2022-02-04 2.280711 5.306362 3 \n", "2022-02-05 3.321954 3.946324 4 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_ssrd_regions = pd.read_csv(filename_wind_regions, parse_dates=[\"time\"]).set_index(\n", " \"time\"\n", ")\n", "# sanitise the column names\n", "region_names = [\n", " col.replace(\" \", \"_\").replace(\"'\", \"_\").replace(\"-\", \"_\").lower()\n", " for col in df_ssrd_regions.columns\n", "]\n", "df_ssrd_regions.columns = region_names\n", "region_names = df_ssrd_regions.columns\n", "df_ssrd_regions.plot(figsize=(15, 10))\n", "df_ssrd_regions[\"days_from_start\"] = [\n", " (date - df_ssrd_regions.index[0]).days for date in df_ssrd_regions.index\n", "]\n", "df_ssrd_regions.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "( Eolien Solaire\n", " Date \n", " 2015-01-01 51127.0 11370.5\n", " 2015-01-02 78933.0 8297.5\n", " 2015-01-03 105299.0 5860.5\n", " 2015-01-04 30061.0 6926.0\n", " 2015-01-05 16004.0 9786.5,\n", " Eolien Solaire\n", " Date \n", " 2024-04-04 285321.0 76581.5\n", " 2024-04-05 232208.5 72847.5\n", " 2024-04-06 225106.0 61577.5\n", " 2024-04-07 138049.5 46718.5\n", " 2024-04-08 53990.0 26677.0)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_energy_preduction = pd.read_csv(filename_energy_preduction, index_col=0)[\n", " [\"Eolien\", \"Solaire\"]\n", "]\n", "df_energy_preduction.index = pd.to_datetime(df_energy_preduction.index)\n", "df_energy_preduction.head(), df_energy_preduction.tail()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2015-01-01', '2015-01-02', '2015-01-03', '2015-01-04',\n", " '2015-01-05', '2015-01-06', '2015-01-07', '2015-01-08',\n", " '2015-01-09', '2015-01-10',\n", " ...\n", " '2024-03-30', '2024-03-31', '2024-04-01', '2024-04-02',\n", " '2024-04-03', '2024-04-04', '2024-04-05', '2024-04-06',\n", " '2024-04-07', '2024-04-08'],\n", " dtype='datetime64[ns]', name='Date', length=3386, freq=None)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_energy_preduction.index" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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auvergne_rhône_alpesbourgogne_franche_comtébretagnecentre_val_de_loirecorsegrand_esthauts_de_francenormandienouvelle_aquitaineoccitaniepays_de_la_loireprovence_alpes_côte_d_azurîle_de_francedays_from_startEolienSolaire
2022-02-014.2058524.0602215.1996424.7783423.5611655.4546146.4328826.4167793.1525896.0484124.7488085.7440504.9774230227954.021938.5
2022-02-023.1564693.1787543.4103633.3987722.3834734.1027144.9870014.4067402.2946594.4540433.1101025.5846633.6637991138768.021271.0
2022-02-032.2349942.0161683.3730472.8019092.2179472.9466214.7260714.2189612.2069172.5025233.1112822.1873033.396305263557.520527.5
2022-02-042.4537113.7376354.9753564.6585302.0612535.0986376.9862216.0976253.1399852.9356834.2325952.2807115.3063623178764.019051.0
2022-02-052.6096592.2317464.1317373.1496581.8591973.7425085.9619115.2294002.2796023.7262913.0580133.3219543.9463244145138.041271.5
\n", "
" ], "text/plain": [ " auvergne_rhône_alpes bourgogne_franche_comté bretagne \\\n", "2022-02-01 4.205852 4.060221 5.199642 \n", "2022-02-02 3.156469 3.178754 3.410363 \n", "2022-02-03 2.234994 2.016168 3.373047 \n", "2022-02-04 2.453711 3.737635 4.975356 \n", "2022-02-05 2.609659 2.231746 4.131737 \n", "\n", " centre_val_de_loire corse grand_est hauts_de_france \\\n", "2022-02-01 4.778342 3.561165 5.454614 6.432882 \n", "2022-02-02 3.398772 2.383473 4.102714 4.987001 \n", "2022-02-03 2.801909 2.217947 2.946621 4.726071 \n", "2022-02-04 4.658530 2.061253 5.098637 6.986221 \n", "2022-02-05 3.149658 1.859197 3.742508 5.961911 \n", "\n", " normandie nouvelle_aquitaine occitanie pays_de_la_loire \\\n", "2022-02-01 6.416779 3.152589 6.048412 4.748808 \n", "2022-02-02 4.406740 2.294659 4.454043 3.110102 \n", "2022-02-03 4.218961 2.206917 2.502523 3.111282 \n", "2022-02-04 6.097625 3.139985 2.935683 4.232595 \n", "2022-02-05 5.229400 2.279602 3.726291 3.058013 \n", "\n", " provence_alpes_côte_d_azur île_de_france days_from_start \\\n", "2022-02-01 5.744050 4.977423 0 \n", "2022-02-02 5.584663 3.663799 1 \n", "2022-02-03 2.187303 3.396305 2 \n", "2022-02-04 2.280711 5.306362 3 \n", "2022-02-05 3.321954 3.946324 4 \n", "\n", " Eolien Solaire \n", "2022-02-01 227954.0 21938.5 \n", "2022-02-02 138768.0 21271.0 \n", "2022-02-03 63557.5 20527.5 \n", "2022-02-04 178764.0 19051.0 \n", "2022-02-05 145138.0 41271.5 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# align the indexes of the two dataframes\n", "data = pd.concat([df_ssrd_regions, df_energy_preduction], join=\"inner\", axis=1)\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from statsmodels.formula.api import ols\n", "\n", "# split test for time series\n", "from sklearn.model_selection import TimeSeriesSplit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modeling\n", "\n", "4 models are tested :\n", "- Only Total wind speed (no region details)\n", "- Only regions Wind Speed\n", "- Total Wind Speed + time\n", "- Regions wind Speed + tim" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "exo_vars = region_names\n", "data[\"mean_wind\"] = data[exo_vars].mean(axis=1)\n", "endog_var = \"Eolien\"" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "tscv = TimeSeriesSplit(n_splits=60, test_size=1) # testing on 3 days forcast" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def test_model(formula=\"Eolien ~ mean_wind -1\"):\n", " mod_1_mape = []\n", " for i, (train_index, test_index) in enumerate(tscv.split(data)):\n", " model_1 = ols(formula, data=data.iloc[train_index]).fit()\n", " if i == 0:\n", " first_test_index = test_index\n", " first_model_1 = model_1\n", " predictions = model_1.predict(data.iloc[test_index])\n", " error = data.iloc[test_index][\"Eolien\"] - predictions\n", " mape = (error.abs() / data.iloc[test_index][\"Eolien\"]).mean()\n", " mod_1_mape.append(mape)\n", " last_test_index = test_index\n", " last_model_1 = model_1\n", " return mod_1_mape, first_test_index, first_model_1, last_test_index, last_model_1\n", "\n", "\n", "formula_1 = \"Eolien ~ mean_wind -1\"\n", "mod_1_mape, first_test_index, first_model_1, last_test_index, last_model_1 = test_model(\n", " formula=formula_1\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = data.plot(y=\"Eolien\", label=\"True\")\n", "first_model_1.predict(data.iloc[first_test_index]).plot(\n", " ax=ax, label=\"First Test Predicted\"\n", ")\n", "last_model_1.predict(data.iloc[last_test_index]).plot(\n", " ax=ax, label=\"Last Test Predicted\"\n", ")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'MAPE')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.hist(mod_1_mape, bins=20)\n", "ax.set_title(\"MAPE distribution for model 1\")\n", "ax.set_xlabel(\"MAPE\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Eolien ~ auvergne_rhône_alpes + bourgogne_franche_comté + bretagne + centre_val_de_loire + corse + grand_est + hauts_de_france + normandie + nouvelle_aquitaine + occitanie + pays_de_la_loire + provence_alpes_côte_d_azur + île_de_france -1\n" ] } ], "source": [ "formula_2 = f\"Eolien ~ {' + '.join(exo_vars)} -1\"\n", "print(formula_2)\n", "mod_2_mape, first_test_index, first_model_2, last_test_index, last_model_2 = test_model(\n", " formula_2\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'MAPE distribution for model 2')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.hist(mod_2_mape, bins=20)\n", "ax.set_title(\"MAPE distribution for model 2\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "formula_3 = formula_1 + \" + days_from_start\"\n", "mod_3_mape, first_test_index, first_model_3, last_test_index, last_model_3 = test_model(\n", " formula_3\n", ")\n", "formula_4 = formula_2 + \" + days_from_start\"\n", "mod_4_mape, first_test_index, first_model_4, last_test_index, last_model_4 = test_model(\n", " formula_4\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# display the MAPE distribution for all models (KDE)\n", "fig, ax = plt.subplots()\n", "for i, mape in enumerate([mod_1_mape, mod_2_mape, mod_3_mape, mod_4_mape]):\n", " pd.Series(mape).plot.kde(ax=ax, label=f\"Model {i+1}\")\n", "ax.set_title(\"MAPE distribution for all models\")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model 1 mean MAPE: 27.37%\n", "Model 2 mean MAPE: 18.63%\n", "Model 3 mean MAPE: 24.38%\n", "Model 4 mean MAPE: 19.03%\n" ] } ], "source": [ "# print mean MAPE for all models\n", "for i, mape in enumerate([mod_1_mape, mod_2_mape, mod_3_mape, mod_4_mape]):\n", " print(f\"Model {i+1} mean MAPE: {np.mean(mape):.2%}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "In contrast with the photo-voltaic power prediction, the eolien is a bit more consistent with the expected trend :\n", "- using regional data features is better than global wind values (even with the time trend added to the global value)\n", "- adding the time trend to the model improve the performances\n", "\n", "The mean performance of model 4 (11% error) is quite good !" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Eolien 121818.205577\n", "Solaire 55192.725032\n", "dtype: float64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[[\"Eolien\", \"Solaire\"]].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the production of the wind turbine is around 2 time higher than the Sun production, the performance of the wind energy prediction model is more important for the overall performance of the project." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "last_model_2.params.to_csv(\"wind_model_2_params.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }