{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd \n", "from datetime import datetime \n", "from datetime import date\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from keras.models import Sequential\n", "from keras.layers import LSTM, Dense\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import MinMaxScaler,StandardScaler\n", "from keras.callbacks import ModelCheckpoint\n", "import tensorflow as tf\n", "import joblib\n", "from datetime import datetime" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "merged = pd.read_csv(r'../data/long_merge.csv')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "zones = [16, 17, 21,23,24, 46,47, 51,52,53,54]\n", "rtu = 4\n", "cols = []\n", "\n", "for zone in zones:\n", " for column in merged.columns:\n", " if (\n", " f\"zone_0{zone}\" in column\n", " and \"co2\" not in column\n", " and \"hw_valve\" not in column\n", " and \"cooling_sp\" not in column\n", " and \"heating_sp\" not in column\n", " ):\n", " cols.append(column)\n", "\n", "for zone in zones:\n", " for column in merged.columns:\n", " if f\"zone_0{zone}\" in column:\n", " if \"cooling_sp\" in column or \"heating_sp\" in column:\n", " cols.append(column)\n", "# for rtu in rtus:\n", "# for column in merged.columns:\n", "# if f\"rtu_00{rtu}_fltrd_sa\" in column:\n", "# cols.append(column)\n", "cols = (\n", " [\"date\"]\n", " + cols\n", " + [\n", " f\"rtu_00{rtu}_fltrd_sa_flow_tn\",\n", " f\"rtu_00{rtu}_sa_temp\",\n", " \"air_temp_set_1\",\n", " \"air_temp_set_2\",\n", " \"dew_point_temperature_set_1d\",\n", " \"relative_humidity_set_1\",\n", " \"solar_radiation_set_1\",\n", " ]\n", ")\n", "input_dataset = merged[cols]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "50" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(cols)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\arbal\\AppData\\Local\\Temp\\ipykernel_153088\\1855433847.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " input_dataset['date'] = pd.to_datetime(input_dataset['date'], format = \"%Y-%m-%d %H:%M:%S\")\n" ] } ], "source": [ "input_dataset['date'] = pd.to_datetime(input_dataset['date'], format = \"%Y-%m-%d %H:%M:%S\")\n", "df_filtered = input_dataset[ (input_dataset.date.dt.date >date(2019, 3, 1)) & (input_dataset.date.dt.date< date(2021, 1, 1))]\n", "\n", "if df_filtered.isna().any().any():\n", " print(\"There are NA values in the DataFrame columns.\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "testdataset_df = df_filtered[(df_filtered.date.dt.date >date(2020, 3, 1)) & (df_filtered.date.dt.date date(2019, 3, 1)) & (df_filtered.date.dt.date date(2020, 7, 1)) & (df_filtered.date.dt.date " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "model = Sequential()\n", "model.add(LSTM(units=50, return_sequences=True, input_shape=(X_train.shape[1], X_train.shape[2])))\n", "model.add(LSTM(units=50, return_sequences=True))\n", "model.add(LSTM(units=30))\n", "model.add(Dense(units=y_train.shape[1]))\n", "\n", "model.compile(optimizer='adam', loss='mean_squared_error')\n", "\n", "checkpoint_path = \"lstm_vav_04.keras\"\n", "checkpoint_callback = ModelCheckpoint(filepath=checkpoint_path, monitor='val_loss', verbose=1, save_best_only=True, mode='min')\n", "model.fit(X_train, y_train, validation_data=(X_test, y_test), epochs=1, batch_size=128, verbose=1, callbacks=[checkpoint_callback])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "model.load_weights(checkpoint_path)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m12244/12244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 7ms/step\n" ] } ], "source": [ "test_predict1 = model.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{0: 'zone_016_fan_spd',\n", " 1: 'zone_017_temp',\n", " 2: 'zone_017_fan_spd',\n", " 3: 'zone_021_temp',\n", " 4: 'zone_021_fan_spd',\n", " 5: 'zone_023_temp',\n", " 6: 'zone_023_fan_spd',\n", " 7: 'zone_024_temp',\n", " 8: 'zone_024_fan_spd',\n", " 9: 'zone_046_temp',\n", " 10: 'zone_046_fan_spd',\n", " 11: 'zone_047_temp',\n", " 12: 'zone_047_fan_spd',\n", " 13: 'zone_051_temp',\n", " 14: 'zone_051_fan_spd',\n", " 15: 'zone_052_temp',\n", " 16: 'zone_052_fan_spd',\n", " 17: 'zone_053_temp',\n", " 18: 'zone_053_fan_spd',\n", " 19: 'zone_054_temp',\n", " 20: 'zone_054_fan_spd',\n", " 21: 'zone_016_cooling_sp',\n", " 22: 'zone_016_heating_sp',\n", " 23: 'zone_017_cooling_sp',\n", " 24: 'zone_017_heating_sp',\n", " 25: 'zone_021_cooling_sp',\n", " 26: 'zone_021_heating_sp',\n", " 27: 'zone_023_cooling_sp',\n", " 28: 'zone_023_heating_sp',\n", " 29: 'zone_024_cooling_sp',\n", " 30: 'zone_024_heating_sp',\n", " 31: 'zone_046_cooling_sp',\n", " 32: 'zone_046_heating_sp',\n", " 33: 'zone_047_cooling_sp',\n", " 34: 'zone_047_heating_sp',\n", " 35: 'zone_051_cooling_sp',\n", " 36: 'zone_051_heating_sp',\n", " 37: 'zone_053_cooling_sp',\n", " 38: 'zone_053_heating_sp',\n", " 39: 'zone_054_cooling_sp',\n", " 40: 'zone_054_heating_sp',\n", " 41: 'rtu_004_fltrd_sa_flow_tn',\n", " 42: 'rtu_004_sa_temp',\n", " 43: 'air_temp_set_1',\n", " 44: 'air_temp_set_2',\n", " 45: 'dew_point_temperature_set_1d',\n", " 46: 'relative_humidity_set_1',\n", " 47: 'solar_radiation_set_1'}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idx_2_col = {}\n", "for i, col in enumerate(traindataset_df.columns[1:]):\n", " idx_2_col[i] = col\n", "\n", "idx_2_col" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(391787, 22)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_predict1.shape" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "test_predict1_unscaled = test_predict1*scaler.scale_[0:22] + scaler.mean_[0:22]\n", "y_test_unscaled = y_test*scaler.scale_[0:22] + scaler.mean_[0:22]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "d:\\anaconda3\\envs\\smartbuilding\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:7588: FutureWarning: Dtype inference on a pandas object (Series, Index, ExtensionArray) is deprecated. The Index constructor will keep the original dtype in the future. Call `infer_objects` on the result to get the old behavior.\n", " return Index(sequences[0], name=names)\n", "d:\\anaconda3\\envs\\smartbuilding\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:7588: FutureWarning: Dtype inference on a pandas object (Series, Index, ExtensionArray) is deprecated. The Index constructor will keep the original dtype in the future. Call `infer_objects` on the result to get the old behavior.\n", " return Index(sequences[0], name=names)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "var = 0\n", "\n", "df = pd.DataFrame([testdataset_df.index[31:],test_predict1_unscaled[:,var], y_test_unscaled[:,var]] ).T\n", "fig, ax = plt.subplots(figsize=(10,8))\n", "df.plot(x = 0, y=1, ax = ax, label = 'Predicted')\n", "df.plot(x = 0, y=2, ax = ax, label = 'Actual')\n", "\n", "anomalies = df.where(df[1]-df[2]>0.38)[0]\n", "df['anomalies'] = anomalies\n", "\n", "df_new = df.dropna()\n", "\n", "df_new.plot.scatter(x='anomalies', y=1, c='r', ax = ax, label = 'Anomalies')\n", "\n", "# ax.scatter(anomalies,test_predict1[anomalies,var], color='black',marker =\"o\",s=100 )\n", "\n", "\n", "ax.set_title('Testing Data - Predicted vs Actual [Zone 72 Temperature]', fontsize=20)\n", "ax.set_xlabel('Time', fontsize=15)\n", "ax.set_ylabel('Value', fontsize = 15)\n", "ax.legend(fontsize = 15)\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "d:\\anaconda3\\envs\\smartbuilding\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:7588: FutureWarning: Dtype inference on a pandas object (Series, Index, ExtensionArray) is deprecated. The Index constructor will keep the original dtype in the future. Call `infer_objects` on the result to get the old behavior.\n", " return Index(sequences[0], name=names)\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'MSE')" ] }, "execution_count": 19, "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(figsize=(10,8))\n", "df['residual'] = df[1] - df[2]\n", "df['mse'] = (df[1] - df[2])**2\n", "df.plot(x = 0, y='mse', figsize=(10,8), title = 'Mean Squared Error', ax = ax)\n", "ax.set_xlabel('Time', fontsize=15)\n", "ax.set_ylabel('MSE', fontsize = 15)\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['pca_vav_4.pkl']" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.decomposition import PCA\n", "\n", "# Generating random data for demonstration\n", "np.random.seed(0)\n", "X = (test_predict1 - y_test)\n", "\n", "k = 2\n", "\n", "pca = PCA(n_components=2)\n", "X = pca.fit_transform(X)\n", "\n", "kmeans = KMeans(n_clusters=k)\n", "\n", "kmeans.fit(X)\n", "\n", "\n", "\n", "# Getting the cluster centers and labels\n", "centroids = kmeans.cluster_centers_\n", "# centroids = pca.transform(centroids)\n", "labels = kmeans.labels_\n", "\n", "# Plotting the data points and cluster centers\n", "plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', alpha=0.5)\n", "plt.scatter(centroids[:, 0], centroids[:, 1], marker='x', c='red', s=200, linewidths=2)\n", "plt.text(centroids[0,0]+0.2, centroids[0,1]+0.5, 'Normal', fontsize=12, color='red')\n", "plt.text(centroids[1,0]+0.5, centroids[1,1]+0.2, 'Anomaly', fontsize=12, color='red')\n", "plt.title('KMeans Clustering')\n", "plt.xlabel('Feature 1')\n", "plt.ylabel('Feature 2')\n", "plt.tight_layout()\n", "\n", "joblib.dump(kmeans, 'kmeans_vav_4.pkl')\n", "joblib.dump(pca, 'pca_vav_4.pkl')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(391787, 22)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(test_predict1 - y_test).shape" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "k = 60\n", "X= test_predict1 - y_test\n", "processed_data = []\n", "feat_df = pd.DataFrame(columns=[\"mean\",\"std\",])\n", "for i in range(0,len(X), 60):\n", " mean = X[i:i+k].mean(axis = 0)\n", " std = X[i:i+k].std(axis = 0)\n", " max = X[i:i+k].max(axis = 0)\n", " min = X[i:i+k].min(axis = 0)\n", " iqr = np.percentile(X[i:i+k], 75, axis=0) - np.percentile(X[i:i+k], 25,axis=0)\n", " data = np.concatenate([mean, std, max, min, iqr])\n", " processed_data.append([data])\n", "processed_data = np.concatenate(processed_data,axis=0) " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = processed_data\n", "\n", "kmeans = KMeans(n_clusters=2, algorithm='elkan', max_iter=1000, n_init = 5)\n", "\n", "kmeans.fit(X)\n", "\n", "pca = PCA(n_components=2)\n", "X = pca.fit_transform(X)\n", "\n", "\n", "# Getting the cluster centers and labels\n", "centroids = kmeans.cluster_centers_\n", "centroids = pca.transform(centroids)\n", "labels = kmeans.labels_\n", "\n", "# Plotting the data points and cluster centers\n", "plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', alpha=0.5)\n", "plt.scatter(centroids[:, 0], centroids[:, 1], marker='x', c='red', s=200, linewidths=2)\n", "plt.title('KMeans Clustering')\n", "plt.xlabel('Feature 1')\n", "plt.ylabel('Feature 2')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.mixture import GaussianMixture\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.decomposition import PCA\n", "\n", "# Generating random data for demonstration\n", "np.random.seed(0)\n", "X = processed_data\n", "\n", "# Creating the GMM instance with desired number of clusters\n", "gmm = GaussianMixture(n_components=2, init_params='k-means++')\n", "\n", "# Fitting the model to the data\n", "gmm.fit(X)\n", "labels = gmm.predict(X)\n", "\n", "\n", "pca = PCA(n_components=2)\n", "X = pca.fit_transform(X)\n", "\n", "\n", "# Getting the cluster labels\n", "\n", "# Plotting the data points with colors representing different clusters\n", "plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', alpha=0.5)\n", "plt.title('GMM Clustering')\n", "plt.xlabel('Feature 1')\n", "plt.ylabel('Feature 2')\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# Generating random data for demonstration\n", "np.random.seed(0)\n", "X = test_predict1 - y_test \n", "\n", "kmeans = KMeans(n_clusters=2)\n", "\n", "kmeans.fit(X)\n", "\n", "\n", "pca = PCA(n_components=2)\n", "X = pca.fit_transform(X)\n", "\n", "\n", "\n", "# Getting the cluster centers and labels\n", "centroids = kmeans.cluster_centers_\n", "centroids = pca.transform(centroids)\n", "labels = kmeans.labels_\n", "\n", "# Plotting the data points and cluster centers\n", "plt.figure()\n", "plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', alpha=0.5)\n", "plt.scatter(centroids[:, 0], centroids[:, 1], marker='x', c='red', s=200, linewidths=2)\n", "plt.text(centroids[0,0], centroids[0,1], 'Normal', fontsize=12, color='red')\n", "plt.text(centroids[1,0], centroids[1,1], 'Anomaly', fontsize=12, color='red')\n", "plt.title('KMeans Clustering')\n", "plt.xlabel('Feature 1')\n", "plt.ylabel('Feature 2')\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "tensorflow", "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": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 2 }