diff --git a/ConvBigru_IRPE_Attention.ipynb b/ConvBigru_IRPE_Attention.ipynb new file mode 100644 index 0000000..5f8182d --- /dev/null +++ b/ConvBigru_IRPE_Attention.ipynb @@ -0,0 +1,998 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\asus\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\computation\\expressions.py:21: UserWarning: Pandas requires version '2.8.4' or newer of 'numexpr' (version '2.8.3' currently installed).\n", + " from pandas.core.computation.check import NUMEXPR_INSTALLED\n", + "C:\\Users\\asus\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\arrays\\masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + } + ], + "source": [ + "from math import sqrt\n", + "from numpy import concatenate\n", + "from matplotlib import pyplot\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.metrics import mean_squared_error\n", + "from tensorflow.keras import Sequential\n", + "\n", + "from tensorflow.keras.layers import Dense\n", + "from tensorflow.keras.layers import LSTM\n", + "from tensorflow.keras.layers import Dropout\n", + "from sklearn.model_selection import train_test_split\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "这段代码是一个函数 time_series_to_supervised，它用于将时间序列数据转换为监督学习问题的数据集。下面是该函数的各个部分的含义：\n", + "\n", + "data: 输入的时间序列数据，可以是列表或2D NumPy数组。\n", + "n_in: 作为输入的滞后观察数，即用多少个时间步的观察值作为输入。默认值为96，表示使用前96个时间步的观察值作为输入。\n", + "n_out: 作为输出的观测数量，即预测多少个时间步的观察值。默认值为10，表示预测未来10个时间步的观察值。\n", + "dropnan: 布尔值，表示是否删除具有NaN值的行。默认为True，即删除具有NaN值的行。\n", + "函数首先检查输入数据的维度，并初始化一些变量。然后，它创建一个新的DataFrame对象 df 来存储输入数据，并保存原始的列名。接着，它创建了两个空列表 cols 和 names，用于存储新的特征列和列名。\n", + "\n", + "接下来，函数开始构建特征列和对应的列名。首先，它将原始的观察序列添加到 cols 列表中，并将其列名添加到 names 列表中。然后，它依次将滞后的观察序列添加到 cols 列表中，并构建相应的列名，格式为 (原始列名)(t-滞后时间)。这样就创建了输入特征的部分。\n", + "\n", + "接着，函数开始构建输出特征的部分。它依次将未来的观察序列添加到 cols 列表中，并构建相应的列名，格式为 (原始列名)(t+未来时间)。\n", + "\n", + "最后，函数将所有的特征列拼接在一起，构成一个新的DataFrame对象 agg。如果 dropnan 参数为True，则删除具有NaN值的行。最后，函数返回处理后的数据集 agg。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def time_series_to_supervised(data, n_in=96, n_out=10,dropnan=True):\n", + " \"\"\"\n", + " :param data:作为列表或2D NumPy数组的观察序列。需要。\n", + " :param n_in:作为输入的滞后观察数（X）。值可以在[1..len（数据）]之间可选。默认为1。\n", + " :param n_out:作为输出的观测数量（y）。值可以在[0..len（数据）]之间。可选的。默认为1。\n", + " :param dropnan:Boolean是否删除具有NaN值的行。可选的。默认为True。\n", + " :return:\n", + " \"\"\"\n", + " n_vars = 1 if type(data) is list else data.shape[1]\n", + " df = pd.DataFrame(data)\n", + " origNames = df.columns\n", + " cols, names = list(), list()\n", + " cols.append(df.shift(0))\n", + " names += [('%s' % origNames[j]) for j in range(n_vars)]\n", + " n_in = max(0, n_in)\n", + " for i in range(n_in, 0, -1):\n", + " time = '(t-%d)' % i\n", + " cols.append(df.shift(i))\n", + " names += [('%s%s' % (origNames[j], time)) for j in range(n_vars)]\n", + " n_out = max(n_out, 0)\n", + " for i in range(1, n_out+1):\n", + " time = '(t+%d)' % i\n", + " cols.append(df.shift(-i))\n", + " names += [('%s%s' % (origNames[j], time)) for j in range(n_vars)]\n", + " agg = pd.concat(cols, axis=1)\n", + " agg.columns = names\n", + " if dropnan:\n", + " agg.dropna(inplace=True)\n", + " return agg" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Temp Humidity GHI DHI Rainfall Power\n", + "0 19.779453 40.025826 3.232706 1.690531 0.0 0.0\n", + "1 19.714937 39.605961 3.194991 1.576346 0.0 0.0\n", + "2 19.549330 39.608631 3.070866 1.576157 0.0 0.0\n", + "3 19.405870 39.680702 3.038623 1.482489 0.0 0.0\n", + "4 19.387363 39.319881 2.656474 1.134153 0.0 0.0\n", + "(104256, 6)\n" + ] + } + ], + "source": [ + "# 加载数据\n", + "path1 = r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\data6.csv\"#数据所在路径\n", + "#我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "datas1 = pd.DataFrame(pd.read_csv(path1))\n", + "#我只取了data表里的第3、23、16、17、18、19、20、21、27列，如果取全部列的话这一行可以去掉\n", + "# data1 = datas1.iloc[:,np.r_[3,23,16:22,27]]\n", + "data1=datas1.interpolate()\n", + "values1 = data1.values\n", + "print(data1.head())\n", + "print(data1.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# data2= data1.drop(['date','Air_P','RH'], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(104256, 6)\n" + ] + } + ], + "source": [ + "# 使用MinMaxScaler进行归一化\n", + "scaler = MinMaxScaler(feature_range=(0, 1))\n", + "scaledData1 = scaler.fit_transform(data1)\n", + "print(scaledData1.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4 5 0(t-96) \\\n", + "96 0.555631 0.349673 0.190042 0.040558 0.0 0.236302 0.490360 \n", + "97 0.564819 0.315350 0.211335 0.044613 0.0 0.258204 0.489088 \n", + "98 0.576854 0.288321 0.229657 0.047549 0.0 0.279860 0.485824 \n", + "99 0.581973 0.268243 0.247775 0.053347 0.0 0.301336 0.482997 \n", + "100 0.586026 0.264586 0.266058 0.057351 0.0 0.322851 0.482632 \n", + "\n", + " 1(t-96) 2(t-96) 3(t-96) ... 2(t-1) 3(t-1) 4(t-1) 5(t-1) \\\n", + "96 0.369105 0.002088 0.002013 ... 0.166009 0.036794 0.0 0.214129 \n", + "97 0.364859 0.002061 0.001839 ... 0.190042 0.040558 0.0 0.236302 \n", + "98 0.364886 0.001973 0.001839 ... 0.211335 0.044613 0.0 0.258204 \n", + "99 0.365615 0.001950 0.001697 ... 0.229657 0.047549 0.0 0.279860 \n", + "100 0.361965 0.001679 0.001167 ... 0.247775 0.053347 0.0 0.301336 \n", + "\n", + " 0(t+1) 1(t+1) 2(t+1) 3(t+1) 4(t+1) 5(t+1) \n", + "96 0.564819 0.315350 0.211335 0.044613 0.0 0.258204 \n", + "97 0.576854 0.288321 0.229657 0.047549 0.0 0.279860 \n", + "98 0.581973 0.268243 0.247775 0.053347 0.0 0.301336 \n", + "99 0.586026 0.264586 0.266058 0.057351 0.0 0.322851 \n", + "100 0.590772 0.258790 0.282900 0.060958 0.0 0.343360 \n", + "\n", + "[5 rows x 588 columns]\n" + ] + } + ], + "source": [ + "n_steps_in =96 #历史时间长度\n", + "n_steps_out=1#预测时间长度\n", + "processedData1 = time_series_to_supervised(scaledData1,n_steps_in,n_steps_out)\n", + "print(processedData1.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "data_x = processedData1.loc[:,'0(t-96)':'5(t-1)']#去除power剩下的做标签列\n", + "data_y = processedData1.loc[:,'5']" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(104159, 576)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_x.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "96 0.236302\n", + "97 0.258204\n", + "98 0.279860\n", + "99 0.301336\n", + "100 0.322851\n", + " ... \n", + "104250 0.000000\n", + "104251 0.000000\n", + "104252 0.000000\n", + "104253 0.000000\n", + "104254 0.000000\n", + "Name: 5, Length: 104159, dtype: float64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_y" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(104159,)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(83328, 96, 6) (83328,) (20831, 96, 6) (20831,)\n" + ] + } + ], + "source": [ + "# 7.划分训练集和测试集\n", + "\n", + "test_size = int(len(data_x) * 0.2)\n", + "# 计算训练集和测试集的索引范围\n", + "train_indices = range(len(data_x) - test_size)\n", + "test_indices = range(len(data_x) - test_size, len(data_x))\n", + "\n", + "# 根据索引范围划分数据集\n", + "train_X1 = data_x.iloc[train_indices].values.reshape((-1, n_steps_in, scaledData1.shape[1]))\n", + "test_X1 = data_x.iloc[test_indices].values.reshape((-1, n_steps_in, scaledData1.shape[1]))\n", + "train_y = data_y.iloc[train_indices].values\n", + "test_y = data_y.iloc[test_indices].values\n", + "\n", + "\n", + "# # 多次运行代码时希望得到相同的数据分割，可以设置 random_state 参数为一个固定的整数值\n", + "# train_X1,test_X1, train_y, test_y = train_test_split(data_x.values, data_y.values, test_size=0.2, random_state=343)\n", + "# reshape input to be 3D [samples, timesteps, features]\n", + "train_X = train_X1.reshape((train_X1.shape[0], n_steps_in, scaledData1.shape[1]))\n", + "test_X = test_X1.reshape((test_X1.shape[0], n_steps_in,scaledData1.shape[1]))\n", + "print(train_X.shape, train_y.shape, test_X.shape, test_y.shape)\n", + "# 使用train_test_split函数划分训练集和测试集，测试集的比重是40%。\n", + "# 然后将train_X1、test_X1进行一个升维，变成三维，维数分别是[samples,timesteps,features]。\n", + "# 打印一下他们的shape：\\\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(83328, 96, 6)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_X1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From d:\\Anaconda3\\lib\\site-packages\\keras\\src\\backend\\tensorflow\\core.py:192: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.layers import Input, Conv1D, Bidirectional, GlobalAveragePooling1D, Dense, GRU, MaxPooling1D\n", + "from tensorflow.keras.models import Model\n", + "class SelfAttention(tf.keras.layers.Layer):\n", + " def __init__(self, d_model, num_heads):\n", + " super(SelfAttention, self).__init__()\n", + " self.num_heads = num_heads\n", + " self.d_model = d_model\n", + " assert d_model % self.num_heads == 0\n", + " self.depth = d_model // self.num_heads\n", + " self.wq = tf.keras.layers.Dense(d_model)\n", + " self.wk = tf.keras.layers.Dense(d_model)\n", + " self.wv = tf.keras.layers.Dense(d_model)\n", + " self.dense = tf.keras.layers.Dense(d_model)\n", + "\n", + " def split_heads(self, x, batch_size):\n", + " x = tf.reshape(x, (batch_size, -1, self.num_heads, self.depth))\n", + " return tf.transpose(x, perm=[0, 2, 1, 3])\n", + "\n", + " def call(self, v, k, q, mask):\n", + " batch_size = tf.shape(q)[0]\n", + " q = self.wq(q)\n", + " k = self.wk(k)\n", + " v = self.wv(v)\n", + "\n", + " q = self.split_heads(q, batch_size)\n", + " k = self.split_heads(k, batch_size)\n", + " v = self.split_heads(v, batch_size)\n", + "\n", + " scaled_attention, attention_weights = self.scaled_dot_product_attention(q, k, v, mask)\n", + " scaled_attention = tf.transpose(scaled_attention, perm=[0, 2, 1, 3])\n", + " concat_attention = tf.reshape(scaled_attention, (batch_size, -1, self.d_model))\n", + " output = self.dense(concat_attention)\n", + " return output, attention_weights\n", + "\n", + " def scaled_dot_product_attention(self, q, k, v, mask):\n", + " matmul_qk = tf.matmul(q, k, transpose_b=True)\n", + " dk = tf.cast(tf.shape(k)[-1], tf.float32)\n", + " scaled_attention_logits = matmul_qk / tf.math.sqrt(dk)\n", + "\n", + " if mask is not None:\n", + " scaled_attention_logits += (mask * -1e9)\n", + "\n", + " attention_weights = tf.nn.softmax(scaled_attention_logits, axis=-1)\n", + " output = tf.matmul(attention_weights, v)\n", + " return output, attention_weights\n", + "\n", + "class SelfAttentionWithRelativePositionEncoding(tf.keras.layers.Layer):\n", + " def __init__(self, d_model, num_heads, max_len=5000):\n", + " super(SelfAttentionWithRelativePositionEncoding, self).__init__()\n", + " self.num_heads = num_heads\n", + " self.d_model = d_model\n", + " self.max_len = max_len\n", + " self.wq = tf.keras.layers.Dense(d_model)\n", + " self.wk = tf.keras.layers.Dense(d_model)\n", + " self.wv = tf.keras.layers.Dense(d_model)\n", + " self.dense = tf.keras.layers.Dense(d_model)\n", + " self.relative_position_encoding = AdvancedRelativePositionalEncoding(d_model)\n", + "\n", + " def call(self, v, k, q, mask):\n", + " batch_size = tf.shape(q)[0]\n", + " q = self.wq(q)\n", + " k = self.wk(k)\n", + " v = self.wv(v)\n", + "\n", + " # 添加相对位置编码\n", + " k += self.relative_position_encoding(k)\n", + " q += self.relative_position_encoding(q)\n", + "\n", + " q = self.split_heads(q, batch_size)\n", + " k = self.split_heads(k, batch_size)\n", + " v = self.split_heads(v, batch_size)\n", + "\n", + " scaled_attention, attention_weights = self.scaled_dot_product_attention(q, k, v, mask)\n", + " scaled_attention = tf.transpose(scaled_attention, perm=[0, 2, 1, 3])\n", + " concat_attention = tf.reshape(scaled_attention, (batch_size, -1, self.d_model))\n", + " output = self.dense(concat_attention)\n", + " return output, attention_weights\n", + "\n", + " def split_heads(self, x, batch_size):\n", + " x = tf.reshape(x, (batch_size, -1, self.num_heads, self.d_model // self.num_heads))\n", + " return tf.transpose(x, perm=[0, 2, 1, 3])\n", + "\n", + " def scaled_dot_product_attention(self, q, k, v, mask):\n", + " matmul_qk = tf.matmul(q, k, transpose_b=True)\n", + " dk = tf.cast(tf.shape(k)[-1], tf.float32)\n", + " scaled_attention_logits = matmul_qk / tf.math.sqrt(dk)\n", + "\n", + " if mask is not None:\n", + " scaled_attention_logits += (mask * -1e9)\n", + "\n", + " attention_weights = tf.nn.softmax(scaled_attention_logits, axis=-1)\n", + " output = tf.matmul(attention_weights, v)\n", + " return output, attention_weights\n", + "\n", + "import tensorflow as tf\n", + "import numpy as np\n", + "\n", + "import tensorflow as tf\n", + "\n", + "class AdvancedRelativePositionalEncoding(tf.keras.layers.Layer):\n", + " def __init__(self, d_model, max_len=5000):\n", + " super(AdvancedRelativePositionalEncoding, self).__init__()\n", + " self.max_len = max_len\n", + " self.d_model = d_model\n", + " # #创新点 引入可变化的参数u，v 进行线性变化\n", + " self.u = tf.Variable(tf.random(self.add_weight(shape=(d_model,), initializer='random_normal', trainable=True)))\n", + " self.v = tf.Variable(tf.random(self.add_weight(shape=(d_model,), initializer='random_normal', trainable=True)))\n", + "\n", + " def call(self, inputs):\n", + " seq_length = tf.shape(inputs)[1]\n", + " pos_encoding = self.relative_positional_encoding(seq_length, self.d_model)\n", + "\n", + " # 保留Sinusoidal生成方案\n", + " angle_rads_sin = pos_encoding[:, :, 0]\n", + " angle_rads_cos = pos_encoding[:, :, 1]\n", + "\n", + " # 线性维度转换层\n", + " ti = tf.expand_dims(inputs, axis=1) # shape: [batch_size, 1, seq_length, d_model]\n", + " tj = tf.expand_dims(inputs, axis=2) # shape: [batch_size, seq_length, 1, d_model]\n", + "\n", + " # 计算表征 t_i * W_q * W_k^T * t_j\n", + " t_wq_wk_t = tf.einsum('bijd,d->bij', tf.einsum('bijd,d->bijd', ti, self.u), tf.transpose(tj, perm=[0, 1, 3, 2]))\n", + "\n", + " # 计算基于全局的偏置 t_i * W_q * W_k^T * R_(i-j)^T\n", + " t_wq_wk_r = tf.einsum('bijd,d->bij', tf.einsum('bijd,d->bijd', ti, self.u), angle_rads_sin)\n", + "\n", + " # 计算基于表征的偏置 u * W_q * W_k^T * t_j\n", + " E_u = tf.einsum('bd,bijd->bij', self.u, ti)\n", + "\n", + " # 计算基于表征的局部偏置 v * W_q * W_k^T * R_(i-j)^T\n", + " R_v = tf.einsum('bd,bijd->bij', self.v, angle_rads_cos)\n", + "\n", + " \n", + " pe_with_params = t_wq_wk_t + R_v + t_wq_wk_r + E_u\n", + "\n", + " return inputs + pe_with_params\n", + "\n", + " def relative_positional_encoding(self, position, d_model):\n", + " pos = tf.range(position, dtype=tf.float32)\n", + " i = tf.range(d_model, dtype=tf.float32)\n", + "\n", + " angles = 1 / tf.pow(10000.0, (2 * (i // 2)) / tf.cast(d_model, tf.float32))\n", + " angle_rads = tf.einsum('i,j->ij', pos, angles)\n", + "\n", + " pos_encoding = tf.stack([tf.sin(angle_rads[:, 0::2]), tf.cos(angle_rads[:, 1::2])], axis=-1)\n", + " pos_encoding = tf.pad(pos_encoding, [[0, 0], [0, 0], [0, 0]]) #embbing维度嵌入层\n", + "\n", + " return pos_encoding\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "def PosConv1biGRUWithSelfAttention(input_shape, gru_units, num_heads):\n", + " inputs = Input(shape=input_shape)\n", + " # CNN layer\n", + " cnn_layer = Conv1D(filters=64, kernel_size=2, activation='relu')(inputs)\n", + " cnn_layer = MaxPooling1D(pool_size=1)(cnn_layer)\n", + " gru_output = Bidirectional(GRU(gru_units, return_sequences=True))(cnn_layer)\n", + " \n", + " # Apply Self-Attention\n", + " self_attention = SelfAttention(d_model=gru_units*2, num_heads=num_heads)\n", + " gru_output, _ = self_attention(gru_output, gru_output, gru_output, mask=None)\n", + " \n", + " pool1 = GlobalAveragePooling1D()(gru_output)\n", + " output = Dense(1)(pool1)\n", + " \n", + " return Model(inputs=inputs, outputs=output)\n", + "\n", + "\n", + "input_shape = (96, 6)\n", + "gru_units = 64\n", + "num_heads = 8\n", + "\n", + "# Create model\n", + "model = PosConv1biGRUWithSelfAttention(input_shape, gru_units, num_heads)\n", + "model.compile(optimizer='adam', loss='mse')\n", + "model.summary()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 68ms/step - loss: 0.0267 - val_loss: 0.0024\n", + "Epoch 2/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m86s\u001b[0m 66ms/step - loss: 0.0015 - val_loss: 0.0026\n", + "Epoch 3/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m98s\u001b[0m 76ms/step - loss: 0.0013 - val_loss: 0.0020\n", + "Epoch 4/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 73ms/step - loss: 0.0013 - val_loss: 0.0020\n", + "Epoch 5/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m102s\u001b[0m 78ms/step - loss: 0.0012 - val_loss: 0.0018\n", + "Epoch 6/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m96s\u001b[0m 74ms/step - loss: 0.0012 - val_loss: 0.0019\n", + "Epoch 7/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m98s\u001b[0m 75ms/step - loss: 0.0012 - val_loss: 0.0018\n", + "Epoch 8/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m109s\u001b[0m 84ms/step - loss: 0.0011 - val_loss: 0.0018\n", + "Epoch 9/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m113s\u001b[0m 87ms/step - loss: 0.0012 - val_loss: 0.0018\n", + "Epoch 10/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m115s\u001b[0m 88ms/step - loss: 0.0012 - val_loss: 0.0019\n", + "Epoch 11/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m117s\u001b[0m 90ms/step - loss: 0.0011 - val_loss: 0.0019\n", + "Epoch 12/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m115s\u001b[0m 89ms/step - loss: 0.0011 - val_loss: 0.0018\n", + "Epoch 13/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m116s\u001b[0m 89ms/step - loss: 0.0011 - val_loss: 0.0019\n", + "Epoch 14/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m112s\u001b[0m 86ms/step - loss: 0.0011 - val_loss: 0.0018\n", + "Epoch 15/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m114s\u001b[0m 87ms/step - loss: 0.0011 - val_loss: 0.0019\n", + "Epoch 16/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 108ms/step - loss: 0.0011 - val_loss: 0.0020\n", + "Epoch 17/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m138s\u001b[0m 106ms/step - loss: 0.0011 - val_loss: 0.0019\n", + "Epoch 18/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m120s\u001b[0m 92ms/step - loss: 0.0011 - val_loss: 0.0019\n", + "Epoch 19/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m122s\u001b[0m 94ms/step - loss: 0.0010 - val_loss: 0.0021\n", + "\u001b[1m651/651\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 19ms/step\n" + ] + } + ], + "source": [ + "# Compile and train the model\n", + "model.compile(optimizer='adam', loss='mean_squared_error')\n", + "from keras.callbacks import EarlyStopping, ModelCheckpoint\n", + "\n", + "# 定义早停机制\n", + "early_stopping = EarlyStopping(monitor='val_loss', min_delta=0, patience=10, verbose=0, mode='min')\n", + "\n", + "# 拟合模型，并添加早停机制和模型检查点\n", + "history = model.fit(train_X, train_y, epochs=100, batch_size=64, validation_data=(test_X, test_y), \n", + " callbacks=[early_stopping])\n", + "# 预测\n", + "model_pred = model.predict(test_X)\n", + "# 将预测结果的形状修改为与原始数据相同的形状" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'], label='train')\n", + "plt.plot(history.history['val_loss'], label='test')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20831, 1)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_pred.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20831,)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "test_y1=test_y.reshape(20831,1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.42300856],\n", + " [0.26651022],\n", + " [0.28093082],\n", + " ...,\n", + " [0. ],\n", + " [0. ],\n", + " [0. ]])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_y1" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "results1 = np.broadcast_to(model_pred, (20831, 6))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "test_y2 = np.broadcast_to(test_y1, (20831, 6))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# 反归一化\n", + "inv_forecast_y = scaler.inverse_transform(results1)\n", + "inv_test_y = scaler.inverse_transform(test_y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.63622638e+01, 4.53556200e+01, 5.96057328e+02,\n", + " 2.78607105e+02, 1.00676074e+01, 2.18633342e+00],\n", + " [ 8.42201514e+00, 2.98816195e+01, 3.75644883e+02,\n", + " 1.75667855e+02, 6.34294548e+00, 1.37746668e+00],\n", + " [ 9.15367247e+00, 3.13074773e+01, 3.95954874e+02,\n", + " 1.85153232e+02, 6.68615591e+00, 1.45200002e+00],\n", + " ...,\n", + " [-5.09990072e+00, 3.53003502e+00, 2.91584611e-01,\n", + " 3.66558254e-01, 0.00000000e+00, 0.00000000e+00],\n", + " [-5.09990072e+00, 3.53003502e+00, 2.91584611e-01,\n", + " 3.66558254e-01, 0.00000000e+00, 0.00000000e+00],\n", + " [-5.09990072e+00, 3.53003502e+00, 2.91584611e-01,\n", + " 3.66558254e-01, 0.00000000e+00, 0.00000000e+00]])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inv_test_y" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test RMSE: 0.234\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 计算均方根误差\n", + "rmse = sqrt(mean_squared_error(inv_test_y[:,5], inv_forecast_y[:,5]))\n", + "print('Test RMSE: %.3f' % rmse)\n", + "#画图\n", + "plt.figure(figsize=(16,8))\n", + "plt.plot(inv_test_y[:,5], label='true')\n", + "plt.plot(inv_forecast_y[:,5], label='pre')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean_squared_error: 0.0020579791273450843\n", + "mean_absolute_error: 0.017256367420885\n", + "rmse: 0.04536495483680199\n", + "r2 score: 0.9906498316747805\n" + ] + } + ], + "source": [ + "from sklearn.metrics import mean_squared_error, mean_absolute_error # 评价指标\n", + "# 使用sklearn调用衡量线性回归的MSE 、 RMSE、 MAE、r2\n", + "from math import sqrt\n", + "from sklearn.metrics import mean_absolute_error\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.metrics import r2_score\n", + "print('mean_squared_error:', mean_squared_error(model_pred, test_y)) # mse)\n", + "print(\"mean_absolute_error:\", mean_absolute_error(model_pred, test_y)) # mae\n", + "print(\"rmse:\", sqrt(mean_squared_error(model_pred,test_y)))\n", + "#r2对比区域\n", + "print(\"r2 score:\", r2_score(inv_test_y[:], inv_forecast_y[:]))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "df1 = pd.DataFrame(inv_test_y[:,5], columns=['column_name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df1.to_csv('test.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.DataFrame(inv_forecast_y[:,5], columns=['column_name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df2.to_csv('forecast.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/forecast.csv b/forecast.csv new file mode 100644 index 0000000..78cbfe3 --- /dev/null +++ b/forecast.csv @@ -0,0 +1,20832 @@ +column_name +1.8230836 +2.3486252 +1.0899754 +1.4359164 +1.8711082 +2.852504 +2.6536431 +2.7220936 +1.8959619 +2.209801 +1.3087645 +0.57072514 +0.55123544 +0.4501932 +0.5359156 +0.61790216 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+-1.6299143991148735 +-1.629927198524425 +-1.6299376866835311 +-1.629945858535355 +-1.6299517091392999 +-1.6299552336294572 +-1.6299564271269802 +-1.6299552846812968 +-1.629951800950625 +-1.6299459698132097 +-1.6299377846639393 +-1.6299272387150623 +-1.629914325109786 +-1.629899037094067 +-1.6298813680983597 +-1.6298613118365972 +-1.629838862299762 +-1.6298140139015371 +-1.6297867615973154 +-1.6297571009042715 +-1.6297250276094948 +-1.6296905377689268 +-1.6296536284514602 +-1.629614299434873 +-1.629572551815555 +-1.629528387647036 +-1.6294818100758606 +-1.6294328231343584 +-1.629381431851783 +-1.6293276420653848 +-1.6292714603532605 +-1.6292128945271485 +-1.6291519528308644 diff --git a/iceemdan-low-LSTM.ipynb b/iceemdan-low-LSTM.ipynb new file mode 100644 index 0000000..1fbb803 --- /dev/null +++ b/iceemdan-low-LSTM.ipynb @@ -0,0 +1,1060 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\asus\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\computation\\expressions.py:21: UserWarning: Pandas requires version '2.8.4' or newer of 'numexpr' (version '2.8.3' currently installed).\n", + " from pandas.core.computation.check import NUMEXPR_INSTALLED\n", + "C:\\Users\\asus\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\arrays\\masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + } + ], + "source": [ + "from math import sqrt\n", + "from numpy import concatenate\n", + "from matplotlib import pyplot\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.metrics import mean_squared_error\n", + "from tensorflow.keras import Sequential\n", + "\n", + "from tensorflow.keras.layers import Dense\n", + "from tensorflow.keras.layers import LSTM\n", + "from tensorflow.keras.layers import Dropout\n", + "from sklearn.model_selection import train_test_split\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "这段代码是一个函数 time_series_to_supervised，它用于将时间序列数据转换为监督学习问题的数据集。下面是该函数的各个部分的含义：\n", + "\n", + "data: 输入的时间序列数据，可以是列表或2D NumPy数组。\n", + "n_in: 作为输入的滞后观察数，即用多少个时间步的观察值作为输入。默认值为96，表示使用前96个时间步的观察值作为输入。\n", + "n_out: 作为输出的观测数量，即预测多少个时间步的观察值。默认值为10，表示预测未来10个时间步的观察值。\n", + "dropnan: 布尔值，表示是否删除具有NaN值的行。默认为True，即删除具有NaN值的行。\n", + "函数首先检查输入数据的维度，并初始化一些变量。然后，它创建一个新的DataFrame对象 df 来存储输入数据，并保存原始的列名。接着，它创建了两个空列表 cols 和 names，用于存储新的特征列和列名。\n", + "\n", + "接下来，函数开始构建特征列和对应的列名。首先，它将原始的观察序列添加到 cols 列表中，并将其列名添加到 names 列表中。然后，它依次将滞后的观察序列添加到 cols 列表中，并构建相应的列名，格式为 (原始列名)(t-滞后时间)。这样就创建了输入特征的部分。\n", + "\n", + "接着，函数开始构建输出特征的部分。它依次将未来的观察序列添加到 cols 列表中，并构建相应的列名，格式为 (原始列名)(t+未来时间)。\n", + "\n", + "最后，函数将所有的特征列拼接在一起，构成一个新的DataFrame对象 agg。如果 dropnan 参数为True，则删除具有NaN值的行。最后，函数返回处理后的数据集 agg。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def time_series_to_supervised(data, n_in=96, n_out=10,dropnan=True):\n", + " \"\"\"\n", + " :param data:作为列表或2D NumPy数组的观察序列。需要。\n", + " :param n_in:作为输入的滞后观察数（X）。值可以在[1..len（数据）]之间可选。默认为1。\n", + " :param n_out:作为输出的观测数量（y）。值可以在[0..len（数据）]之间。可选的。默认为1。\n", + " :param dropnan:Boolean是否删除具有NaN值的行。可选的。默认为True。\n", + " :return:\n", + " \"\"\"\n", + " n_vars = 1 if type(data) is list else data.shape[1]\n", + " df = pd.DataFrame(data)\n", + " origNames = df.columns\n", + " cols, names = list(), list()\n", + " cols.append(df.shift(0))\n", + " names += [('%s' % origNames[j]) for j in range(n_vars)]\n", + " n_in = max(0, n_in)\n", + " for i in range(n_in, 0, -1):\n", + " time = '(t-%d)' % i\n", + " cols.append(df.shift(i))\n", + " names += [('%s%s' % (origNames[j], time)) for j in range(n_vars)]\n", + " n_out = max(n_out, 0)\n", + " for i in range(1, n_out+1):\n", + " time = '(t+%d)' % i\n", + " cols.append(df.shift(-i))\n", + " names += [('%s%s' % (origNames[j], time)) for j in range(n_vars)]\n", + " agg = pd.concat(cols, axis=1)\n", + " agg.columns = names\n", + " if dropnan:\n", + " agg.dropna(inplace=True)\n", + " return agg" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Temp Humidity GHI DHI Rainfall Power\n", + "0 19.779453 40.025826 3.232706 1.690531 0.0 0.0\n", + "1 19.714937 39.605961 3.194991 1.576346 0.0 0.0\n", + "2 19.549330 39.608631 3.070866 1.576157 0.0 0.0\n", + "3 19.405870 39.680702 3.038623 1.482489 0.0 0.0\n", + "4 19.387363 39.319881 2.656474 1.134153 0.0 0.0\n", + "(104256, 6)\n" + ] + } + ], + "source": [ + "# 加载数据\n", + "path1 = r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\data6.csv\"#数据所在路径\n", + "#我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "datas1 = pd.DataFrame(pd.read_csv(path1))\n", + "#我只取了data表里的第3、23、16、17、18、19、20、21、27列，如果取全部列的话这一行可以去掉\n", + "# data1 = datas1.iloc[:,np.r_[3,23,16:22,27]]\n", + "data1=datas1.interpolate()\n", + "values1 = data1.values\n", + "print(data1.head())\n", + "print(data1.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# data2= data1.drop(['date'], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# # 获取重构的原始数据\n", + "# # 获取重构的原始数据\n", + "# # 获取重构的原始数据\n", + "path_re = r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\完整的模型代码流程\\iceemdan_reconstructed_data_low.csv\"#数据所在路径\n", + "# #我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "data_re = pd.DataFrame(pd.read_csv(path_re))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# # 假设你已经有了原始数据和重构数据\n", + "# # 原始数据\n", + "original_data = data1['Power'].values\n", + "\n", + "# # 创建时间序列（假设时间序列与数据对应）\n", + "time = range(len(original_data))\n", + "\n", + "# # 创建画布和子图\n", + "plt.figure(figsize=(10, 6))\n", + "\n", + "# # 绘制原始数据\n", + "# plt.plot(time, original_data, label='Original Data', color='blue')\n", + "\n", + "# # 绘制重构数据\n", + "plt.plot( data_re[:], label='Reconstructed Data', color='red')\n", + "\n", + "# # 添加标题和标签\n", + "plt.title('Comparison between Original and reconstructed_data_high')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Power')\n", + "plt.legend()\n", + "\n", + "# # 显示图形\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "data3=data1.iloc[:,:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Temp Humidity GHI DHI Rainfall column_name\n", + "0 19.779453 40.025826 3.232706 1.690531 0.0 1.426824\n", + "1 19.714937 39.605961 3.194991 1.576346 0.0 1.426819\n", + "2 19.549330 39.608631 3.070866 1.576157 0.0 1.426815\n", + "3 19.405870 39.680702 3.038623 1.482489 0.0 1.426812\n", + "4 19.387363 39.319881 2.656474 1.134153 0.0 1.426810\n", + "... ... ... ... ... ... ...\n", + "104251 13.303740 34.212711 1.210789 0.787026 0.0 1.629381\n", + "104252 13.120920 34.394939 2.142980 1.582670 0.0 1.629328\n", + "104253 12.879215 35.167400 1.926214 1.545889 0.0 1.629271\n", + "104254 12.915867 35.359989 1.317695 0.851529 0.0 1.629213\n", + "104255 13.134816 34.500034 1.043269 0.597816 0.0 1.629152\n", + "\n", + "[104256 rows x 6 columns]\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# # 创建data3和imf1_array对应的DataFrame\n", + "data3_df = pd.DataFrame(data3)\n", + "imf1_df = pd.DataFrame(data_re)\n", + "\n", + "# # 合并data3_df和imf1_df\n", + "merged_df = pd.concat([data3_df, imf1_df], axis=1)\n", + "\n", + "# # 设置行数为35040行\n", + "merged_df = merged_df.iloc[:104256]\n", + "\n", + "# # 打印合并后的表\n", + "print(merged_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(104256, 6)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(104256, 6)\n" + ] + } + ], + "source": [ + "# 使用MinMaxScaler进行归一化\n", + "scaler = MinMaxScaler(feature_range=(0, 1))\n", + "scaledData1 = scaler.fit_transform(merged_df)\n", + "print(scaledData1.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4 5 0(t-96) \\\n", + "96 0.555631 0.349673 0.190042 0.040558 0.0 0.836699 0.490360 \n", + "97 0.564819 0.315350 0.211335 0.044613 0.0 0.836762 0.489088 \n", + "98 0.576854 0.288321 0.229657 0.047549 0.0 0.836826 0.485824 \n", + "99 0.581973 0.268243 0.247775 0.053347 0.0 0.836891 0.482997 \n", + "100 0.586026 0.264586 0.266058 0.057351 0.0 0.836956 0.482632 \n", + "\n", + " 1(t-96) 2(t-96) 3(t-96) ... 2(t-1) 3(t-1) 4(t-1) 5(t-1) \\\n", + "96 0.369105 0.002088 0.002013 ... 0.166009 0.036794 0.0 0.836635 \n", + "97 0.364859 0.002061 0.001839 ... 0.190042 0.040558 0.0 0.836699 \n", + "98 0.364886 0.001973 0.001839 ... 0.211335 0.044613 0.0 0.836762 \n", + "99 0.365615 0.001950 0.001697 ... 0.229657 0.047549 0.0 0.836826 \n", + "100 0.361965 0.001679 0.001167 ... 0.247775 0.053347 0.0 0.836891 \n", + "\n", + " 0(t+1) 1(t+1) 2(t+1) 3(t+1) 4(t+1) 5(t+1) \n", + "96 0.564819 0.315350 0.211335 0.044613 0.0 0.836762 \n", + "97 0.576854 0.288321 0.229657 0.047549 0.0 0.836826 \n", + "98 0.581973 0.268243 0.247775 0.053347 0.0 0.836891 \n", + "99 0.586026 0.264586 0.266058 0.057351 0.0 0.836956 \n", + "100 0.590772 0.258790 0.282900 0.060958 0.0 0.837022 \n", + "\n", + "[5 rows x 588 columns]\n" + ] + } + ], + "source": [ + "n_steps_in =96 #历史时间长度\n", + "n_steps_out=1#预测时间长度\n", + "processedData1 = time_series_to_supervised(scaledData1,n_steps_in,n_steps_out)\n", + "print(processedData1.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# processedData1.to_csv('processedData1.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "data_x = processedData1.loc[:,'0(t-96)':'5(t-1)']\n", + "data_y = processedData1.loc[:,'5']" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(104159, 576)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_x.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "96 0.836699\n", + "97 0.836762\n", + "98 0.836826\n", + "99 0.836891\n", + "100 0.836956\n", + " ... \n", + "104250 0.989547\n", + "104251 0.989508\n", + "104252 0.989466\n", + "104253 0.989423\n", + "104254 0.989378\n", + "Name: 5, Length: 104159, dtype: float64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_y" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(104159,)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(83328, 96, 6) (83328,) (20831, 96, 6) (20831,)\n" + ] + } + ], + "source": [ + "# 7.划分训练集和测试集\n", + "\n", + "test_size = int(len(data_x) * 0.2)\n", + "# 计算训练集和测试集的索引范围\n", + "train_indices = range(len(data_x) - test_size)\n", + "test_indices = range(len(data_x) - test_size, len(data_x))\n", + "\n", + "# 根据索引范围划分数据集\n", + "train_X1 = data_x.iloc[train_indices].values.reshape((-1, n_steps_in, scaledData1.shape[1]))\n", + "test_X1 = data_x.iloc[test_indices].values.reshape((-1, n_steps_in, scaledData1.shape[1]))\n", + "train_y = data_y.iloc[train_indices].values\n", + "test_y = data_y.iloc[test_indices].values\n", + "\n", + "\n", + "# # 多次运行代码时希望得到相同的数据分割，可以设置 random_state 参数为一个固定的整数值\n", + "# train_X1,test_X1, train_y, test_y = train_test_split(data_x.values, data_y.values, test_size=0.2, random_state=343)\n", + "# reshape input to be 3D [samples, timesteps, features]\n", + "train_X = train_X1.reshape((train_X1.shape[0], n_steps_in, scaledData1.shape[1]))\n", + "test_X = test_X1.reshape((test_X1.shape[0], n_steps_in,scaledData1.shape[1]))\n", + "print(train_X.shape, train_y.shape, test_X.shape, test_y.shape)\n", + "# 使用train_test_split函数划分训练集和测试集，测试集的比重是40%。\n", + "# 然后将train_X1、test_X1进行一个升维，变成三维，维数分别是[samples,timesteps,features]。\n", + "# 打印一下他们的shape：\\\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(83328, 96, 6)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_X1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda3\\lib\\site-packages\\keras\\src\\layers\\rnn\\rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(**kwargs)\n" + ] + }, + { + "data": { + "text/html": [ + "
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+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+       "│ lstm (LSTM)                     │ (None, 128)            │        69,120 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense (Dense)                   │ (None, 1)              │           129 │\n",
+       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
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 Trainable params: 69,249 (270.50 KB)\n",
+       "
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+       "
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"\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m122s\u001b[0m 92ms/step - loss: 0.0156 - val_loss: 1.0318e-05\n", + "Epoch 2/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m110s\u001b[0m 85ms/step - loss: 1.2280e-05 - val_loss: 2.9811e-06\n", + "Epoch 3/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m114s\u001b[0m 87ms/step - loss: 9.1935e-06 - val_loss: 2.5579e-06\n", + "Epoch 4/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m128s\u001b[0m 98ms/step - loss: 1.0443e-05 - val_loss: 8.4623e-06\n", + "Epoch 5/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m118s\u001b[0m 90ms/step - loss: 1.1108e-05 - val_loss: 8.1167e-06\n", + "Epoch 6/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m111s\u001b[0m 85ms/step - loss: 5.3451e-06 - val_loss: 2.4689e-06\n", + "Epoch 7/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m117s\u001b[0m 90ms/step - loss: 1.5962e-05 - val_loss: 2.2134e-06\n", + "Epoch 8/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 95ms/step - loss: 5.3290e-06 - val_loss: 3.5285e-07\n", + "Epoch 9/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 97ms/step - loss: 4.5184e-06 - val_loss: 1.2596e-07\n", + "Epoch 10/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m128s\u001b[0m 98ms/step - loss: 1.6976e-06 - val_loss: 7.1095e-06\n", + "Epoch 11/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m123s\u001b[0m 95ms/step - loss: 6.6386e-06 - val_loss: 1.0392e-07\n", + "Epoch 12/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 97ms/step - loss: 2.3165e-06 - val_loss: 8.4822e-07\n", + "Epoch 13/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m120s\u001b[0m 92ms/step - loss: 3.5823e-06 - val_loss: 4.9285e-08\n", + "Epoch 14/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m117s\u001b[0m 90ms/step - loss: 3.1791e-06 - val_loss: 2.2294e-07\n", + "Epoch 15/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 95ms/step - loss: 2.9977e-06 - val_loss: 3.9852e-06\n", + "Epoch 16/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m128s\u001b[0m 98ms/step - loss: 2.3874e-06 - val_loss: 1.3594e-07\n", + "Epoch 17/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 103ms/step - loss: 3.1801e-07 - val_loss: 1.6932e-07\n", + "Epoch 18/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m128s\u001b[0m 98ms/step - loss: 1.5647e-06 - val_loss: 2.1397e-08\n", + "Epoch 19/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 104ms/step - loss: 1.4188e-06 - val_loss: 1.4569e-07\n", + "Epoch 20/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m128s\u001b[0m 99ms/step - loss: 1.1043e-06 - val_loss: 5.9704e-07\n", + "Epoch 21/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 103ms/step - loss: 2.0067e-06 - val_loss: 2.0218e-06\n", + "Epoch 22/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 111ms/step - loss: 1.9982e-06 - val_loss: 2.2618e-07\n", + "Epoch 23/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 104ms/step - loss: 1.4178e-06 - val_loss: 1.3009e-06\n", + "Epoch 24/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m130s\u001b[0m 100ms/step - loss: 2.7170e-06 - val_loss: 1.2247e-08\n", + "Epoch 25/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 95ms/step - loss: 1.8664e-06 - val_loss: 5.6499e-07\n", + "Epoch 26/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 68ms/step - loss: 1.3434e-06 - val_loss: 1.2509e-08\n", + "Epoch 27/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m85s\u001b[0m 65ms/step - loss: 1.8632e-06 - val_loss: 5.3179e-07\n", + "Epoch 28/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 63ms/step - loss: 1.2746e-06 - val_loss: 9.0354e-08\n", + "Epoch 29/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 63ms/step - loss: 1.5440e-06 - val_loss: 1.2604e-07\n", + "Epoch 30/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m88s\u001b[0m 68ms/step - loss: 1.2646e-06 - val_loss: 2.5639e-07\n", + "Epoch 31/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 62ms/step - loss: 1.3377e-06 - val_loss: 4.0479e-08\n", + "Epoch 32/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m48s\u001b[0m 37ms/step - loss: 7.9140e-07 - val_loss: 1.1824e-06\n", + "Epoch 33/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m48s\u001b[0m 37ms/step - loss: 2.1865e-06 - val_loss: 4.2140e-06\n", + "Epoch 34/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m51s\u001b[0m 39ms/step - loss: 1.4884e-06 - val_loss: 1.8359e-06\n", + "\u001b[1m651/651\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 16ms/step\n" + ] + } + ], + "source": [ + "# Compile and train the model\n", + "model.compile(optimizer='adam', loss='mean_squared_error')\n", + "from keras.callbacks import EarlyStopping, ModelCheckpoint\n", + "\n", + "# 定义早停机制\n", + "early_stopping = EarlyStopping(monitor='val_loss', min_delta=0, patience=10, verbose=0, mode='min')\n", + "\n", + "# 拟合模型，并添加早停机制和模型检查点\n", + "history = model.fit(train_X, train_y, epochs=100, batch_size=64, validation_data=(test_X, test_y), \n", + " callbacks=[early_stopping])\n", + "# 预测\n", + "lstm_pred = model.predict(test_X)\n", + "# 将预测结果的形状修改为与原始数据相同的形状" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20831, 1)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lstm_pred.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20831,)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "test_y1=test_y.reshape(20831,1)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.65620206],\n", + " [0.6565139 ],\n", + " [0.65682633],\n", + " ...,\n", + " [0.98946626],\n", + " [0.98942303],\n", + " [0.98937795]])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_y1" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "results1 = np.broadcast_to(lstm_pred, (20831, 6))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "test_y2 = np.broadcast_to(test_y1, (20831, 6))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# 反归一化\n", + "inv_forecast_y = scaler.inverse_transform(results1)\n", + "inv_test_y = scaler.inverse_transform(test_y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2.81937911e+01, 6.84129659e+01, 9.24487326e+02, 4.31993807e+02,\n", + " 1.56176147e+01, 1.19628092e+00],\n", + " [2.82096130e+01, 6.84437997e+01, 9.24926524e+02, 4.32198926e+02,\n", + " 1.56250366e+01, 1.19668613e+00],\n", + " [2.82254649e+01, 6.84746920e+01, 9.25366555e+02, 4.32404434e+02,\n", + " 1.56324725e+01, 1.19709211e+00],\n", + " ...,\n", + " [4.51026009e+01, 1.01364948e+02, 1.39385702e+03, 6.51203592e+02,\n", + " 2.35493057e+01, 1.62932764e+00],\n", + " [4.51004072e+01, 1.01360673e+02, 1.39379613e+03, 6.51175153e+02,\n", + " 2.35482767e+01, 1.62927146e+00],\n", + " [4.50981204e+01, 1.01356216e+02, 1.39373265e+03, 6.51145506e+02,\n", + " 2.35472040e+01, 1.62921289e+00]])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inv_test_y" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test RMSE: 0.002\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 计算均方根误差\n", + "rmse = sqrt(mean_squared_error(inv_test_y[:,5], inv_forecast_y[:,5]))\n", + "print('Test RMSE: %.3f' % rmse)\n", + "#画图\n", + "plt.figure(figsize=(16,8))\n", + "plt.plot(inv_test_y[:,5], label='true')\n", + "plt.plot(inv_forecast_y[:,5], label='pre')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean_squared_error: 1.8358609523038586e-06\n", + "mean_absolute_error: 0.0012240899816947145\n", + "rmse: 0.0013549394644425479\n", + "r2 score: 0.9998451201868883\n" + ] + } + ], + "source": [ + "from sklearn.metrics import mean_squared_error, mean_absolute_error # 评价指标\n", + "# 使用sklearn调用衡量线性回归的MSE 、 RMSE、 MAE、r2\n", + "from math import sqrt\n", + "from sklearn.metrics import mean_absolute_error\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.metrics import r2_score\n", + "print('mean_squared_error:', mean_squared_error(lstm_pred, test_y)) # mse)\n", + "print(\"mean_absolute_error:\", mean_absolute_error(lstm_pred, test_y)) # mae\n", + "print(\"rmse:\", sqrt(mean_squared_error(lstm_pred,test_y)))\n", + "print(\"r2 score:\", r2_score(inv_test_y[:], inv_forecast_y[:]))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "df1 = pd.DataFrame(inv_test_y[:,5], columns=['column_name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df1.to_csv('低频_test.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.DataFrame(inv_forecast_y[:,5], columns=['column_name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df2.to_csv('低频_forecast.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/iceemdan-筛选-high-ConvBiGruAttention copy 2.ipynb b/iceemdan-筛选-high-ConvBiGruAttention copy 2.ipynb new file mode 100644 index 0000000..487cb0e --- /dev/null +++ b/iceemdan-筛选-high-ConvBiGruAttention copy 2.ipynb @@ -0,0 +1,1197 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\asus\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\computation\\expressions.py:21: UserWarning: Pandas requires version '2.8.4' or newer of 'numexpr' (version '2.8.3' currently installed).\n", + " from pandas.core.computation.check import NUMEXPR_INSTALLED\n", + "C:\\Users\\asus\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\arrays\\masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + } + ], + "source": [ + "from math import sqrt\n", + "from numpy import concatenate\n", + "from matplotlib import pyplot\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.metrics import mean_squared_error\n", + "from tensorflow.keras import Sequential\n", + "\n", + "from tensorflow.keras.layers import Dense\n", + "from tensorflow.keras.layers import LSTM\n", + "from tensorflow.keras.layers import Dropout\n", + "from sklearn.model_selection import train_test_split\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "这段代码是一个函数 time_series_to_supervised，它用于将时间序列数据转换为监督学习问题的数据集。下面是该函数的各个部分的含义：\n", + "\n", + "data: 输入的时间序列数据，可以是列表或2D NumPy数组。\n", + "n_in: 作为输入的滞后观察数，即用多少个时间步的观察值作为输入。默认值为96，表示使用前96个时间步的观察值作为输入。\n", + "n_out: 作为输出的观测数量，即预测多少个时间步的观察值。默认值为10，表示预测未来10个时间步的观察值。\n", + "dropnan: 布尔值，表示是否删除具有NaN值的行。默认为True，即删除具有NaN值的行。\n", + "函数首先检查输入数据的维度，并初始化一些变量。然后，它创建一个新的DataFrame对象 df 来存储输入数据，并保存原始的列名。接着，它创建了两个空列表 cols 和 names，用于存储新的特征列和列名。\n", + "\n", + "接下来，函数开始构建特征列和对应的列名。首先，它将原始的观察序列添加到 cols 列表中，并将其列名添加到 names 列表中。然后，它依次将滞后的观察序列添加到 cols 列表中，并构建相应的列名，格式为 (原始列名)(t-滞后时间)。这样就创建了输入特征的部分。\n", + "\n", + "接着，函数开始构建输出特征的部分。它依次将未来的观察序列添加到 cols 列表中，并构建相应的列名，格式为 (原始列名)(t+未来时间)。\n", + "\n", + "最后，函数将所有的特征列拼接在一起，构成一个新的DataFrame对象 agg。如果 dropnan 参数为True，则删除具有NaN值的行。最后，函数返回处理后的数据集 agg。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def time_series_to_supervised(data, n_in=96, n_out=10,dropnan=True):\n", + " \"\"\"\n", + " :param data:作为列表或2D NumPy数组的观察序列。需要。\n", + " :param n_in:作为输入的滞后观察数（X）。值可以在[1..len（数据）]之间可选。默认为1。\n", + " :param n_out:作为输出的观测数量（y）。值可以在[0..len（数据）]之间。可选的。默认为1。\n", + " :param dropnan:Boolean是否删除具有NaN值的行。可选的。默认为True。\n", + " :return:\n", + " \"\"\"\n", + " n_vars = 1 if type(data) is list else data.shape[1]\n", + " df = pd.DataFrame(data)\n", + " origNames = df.columns\n", + " cols, names = list(), list()\n", + " cols.append(df.shift(0))\n", + " names += [('%s' % origNames[j]) for j in range(n_vars)]\n", + " n_in = max(0, n_in)\n", + " for i in range(n_in, 0, -1):\n", + " time = '(t-%d)' % i\n", + " cols.append(df.shift(i))\n", + " names += [('%s%s' % (origNames[j], time)) for j in range(n_vars)]\n", + " n_out = max(n_out, 0)\n", + " for i in range(1, n_out+1):\n", + " time = '(t+%d)' % i\n", + " cols.append(df.shift(-i))\n", + " names += [('%s%s' % (origNames[j], time)) for j in range(n_vars)]\n", + " agg = pd.concat(cols, axis=1)\n", + " agg.columns = names\n", + " if dropnan:\n", + " agg.dropna(inplace=True)\n", + " return agg" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Temp Humidity GHI DHI Rainfall Power\n", + "0 19.779453 40.025826 3.232706 1.690531 0.0 0.0\n", + "1 19.714937 39.605961 3.194991 1.576346 0.0 0.0\n", + "2 19.549330 39.608631 3.070866 1.576157 0.0 0.0\n", + "3 19.405870 39.680702 3.038623 1.482489 0.0 0.0\n", + "4 19.387363 39.319881 2.656474 1.134153 0.0 0.0\n", + "(104256, 6)\n" + ] + } + ], + "source": [ + "# 加载数据\n", + "path1 = r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\data6.csv\"#数据所在路径\n", + "#我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "datas1 = pd.DataFrame(pd.read_csv(path1))\n", + "#我只取了data表里的第3、23、16、17、18、19、20、21、27列，如果取全部列的话这一行可以去掉\n", + "# data1 = datas1.iloc[:,np.r_[3,23,16:22,27]]\n", + "data1=datas1.interpolate()\n", + "values1 = data1.values\n", + "print(data1.head())\n", + "print(data1.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# data2= data1.drop(['date','Air_P','RH'], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# # 获取重构的原始数据\n", + "# # 获取重构的原始数据\n", + "# # 获取重构的原始数据\n", + "high_re= r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\完整的模型代码流程\\high_re.csv\"#数据所在路径\n", + "# #我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "high_re = pd.DataFrame(pd.read_csv(high_re))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " column_name\n", + "0 -1.426824\n", + "1 -1.426819\n", + "2 -1.426815\n", + "3 -1.426812\n", + "4 -1.426810\n", + "... ...\n", + "104251 -1.629381\n", + "104252 -1.629328\n", + "104253 -1.629271\n", + "104254 -1.629213\n", + "104255 -1.629152\n", + "\n", + "[104256 rows x 1 columns]\n" + ] + } + ], + "source": [ + "reconstructed_data_high= high_re\n", + "# # 打印重构的原始数据\n", + "print(reconstructed_data_high)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# # 假设你已经有了原始数据和重构数据\n", + "# # 原始数据\n", + "original_data = data1['Power'].values\n", + "\n", + "# # 创建时间序列（假设时间序列与数据对应）\n", + "time = range(len(original_data))\n", + "\n", + "# # 创建画布和子图\n", + "plt.figure(figsize=(10, 6))\n", + "\n", + "# # 绘制原始数据\n", + "# plt.plot(time, original_data, label='Original Data', color='blue')\n", + "\n", + "# # 绘制重构数据\n", + "plt.plot(reconstructed_data_high[200:1000], label='Reconstructed Data', color='red')\n", + "\n", + "# # 添加标题和标签\n", + "plt.title('Comparison between Original and reconstructed_data_high')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Power')\n", + "plt.legend()\n", + "\n", + "# # 显示图形\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "data3=data1.iloc[:,:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Temp Humidity GHI DHI Rainfall column_name\n", + "0 19.779453 40.025826 3.232706 1.690531 0.0 -1.426824\n", + "1 19.714937 39.605961 3.194991 1.576346 0.0 -1.426819\n", + "2 19.549330 39.608631 3.070866 1.576157 0.0 -1.426815\n", + "3 19.405870 39.680702 3.038623 1.482489 0.0 -1.426812\n", + "4 19.387363 39.319881 2.656474 1.134153 0.0 -1.426810\n", + "... ... ... ... ... ... ...\n", + "104251 13.303740 34.212711 1.210789 0.787026 0.0 -1.629381\n", + "104252 13.120920 34.394939 2.142980 1.582670 0.0 -1.629328\n", + "104253 12.879215 35.167400 1.926214 1.545889 0.0 -1.629271\n", + "104254 12.915867 35.359989 1.317695 0.851529 0.0 -1.629213\n", + "104255 13.134816 34.500034 1.043269 0.597816 0.0 -1.629152\n", + "\n", + "[104256 rows x 6 columns]\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# # 创建data3和imf1_array对应的DataFrame\n", + "data3_df = pd.DataFrame(data3)\n", + "imf1_df = pd.DataFrame(reconstructed_data_high)\n", + "\n", + "# # 合并data3_df和imf1_df\n", + "merged_df = pd.concat([data3_df, imf1_df], axis=1)\n", + "\n", + "merged_df = merged_df.iloc[:104256]\n", + "\n", + "# # 打印合并后的表\n", + "print(merged_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(104256, 6)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(104256, 6)\n" + ] + } + ], + "source": [ + "# 使用MinMaxScaler进行归一化\n", + "scaler = MinMaxScaler(feature_range=(0, 1))\n", + "scaledData1 = scaler.fit_transform(merged_df)\n", + "print(scaledData1.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4 5 0(t-96) \\\n", + "96 0.555631 0.349673 0.190042 0.040558 0.0 0.245160 0.490360 \n", + "97 0.564819 0.315350 0.211335 0.044613 0.0 0.264683 0.489088 \n", + "98 0.576854 0.288321 0.229657 0.047549 0.0 0.283988 0.485824 \n", + "99 0.581973 0.268243 0.247775 0.053347 0.0 0.303131 0.482997 \n", + "100 0.586026 0.264586 0.266058 0.057351 0.0 0.322308 0.482632 \n", + "\n", + " 1(t-96) 2(t-96) 3(t-96) ... 2(t-1) 3(t-1) 4(t-1) 5(t-1) \\\n", + "96 0.369105 0.002088 0.002013 ... 0.166009 0.036794 0.0 0.225396 \n", + "97 0.364859 0.002061 0.001839 ... 0.190042 0.040558 0.0 0.245160 \n", + "98 0.364886 0.001973 0.001839 ... 0.211335 0.044613 0.0 0.264683 \n", + "99 0.365615 0.001950 0.001697 ... 0.229657 0.047549 0.0 0.283988 \n", + "100 0.361965 0.001679 0.001167 ... 0.247775 0.053347 0.0 0.303131 \n", + "\n", + " 0(t+1) 1(t+1) 2(t+1) 3(t+1) 4(t+1) 5(t+1) \n", + "96 0.564819 0.315350 0.211335 0.044613 0.0 0.264683 \n", + "97 0.576854 0.288321 0.229657 0.047549 0.0 0.283988 \n", + "98 0.581973 0.268243 0.247775 0.053347 0.0 0.303131 \n", + "99 0.586026 0.264586 0.266058 0.057351 0.0 0.322308 \n", + "100 0.590772 0.258790 0.282900 0.060958 0.0 0.340588 \n", + "\n", + "[5 rows x 588 columns]\n" + ] + } + ], + "source": [ + "n_steps_in =96 #历史时间长度\n", + "n_steps_out=1#预测时间长度\n", + "processedData1 = time_series_to_supervised(scaledData1,n_steps_in,n_steps_out)\n", + "print(processedData1.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# processedData1.to_csv('processedData1.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "data_x = processedData1.loc[:,'0(t-96)':'5(t-1)']\n", + "data_y = processedData1.loc[:,'5']" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(104159, 576)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_x.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "96 0.245160\n", + "97 0.264683\n", + "98 0.283988\n", + "99 0.303131\n", + "100 0.322308\n", + " ... \n", + "104250 0.000090\n", + "104251 0.000099\n", + "104252 0.000109\n", + "104253 0.000118\n", + "104254 0.000128\n", + "Name: 5, Length: 104159, dtype: float64" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_y" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(104159,)" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(83328, 96, 6) (83328,) (20831, 96, 6) (20831,)\n" + ] + } + ], + "source": [ + "# 7.划分训练集和测试集\n", + "\n", + "test_size = int(len(data_x) * 0.2)\n", + "# 计算训练集和测试集的索引范围\n", + "train_indices = range(len(data_x) - test_size)\n", + "test_indices = range(len(data_x) - test_size, len(data_x))\n", + "\n", + "# 根据索引范围划分数据集\n", + "train_X1 = data_x.iloc[train_indices].values.reshape((-1, n_steps_in, scaledData1.shape[1]))\n", + "test_X1 = data_x.iloc[test_indices].values.reshape((-1, n_steps_in, scaledData1.shape[1]))\n", + "train_y = data_y.iloc[train_indices].values\n", + "test_y = data_y.iloc[test_indices].values\n", + "\n", + "\n", + "# # 多次运行代码时希望得到相同的数据分割，可以设置 random_state 参数为一个固定的整数值\n", + "# train_X1,test_X1, train_y, test_y = train_test_split(data_x.values, data_y.values, test_size=0.2, random_state=343)\n", + "# reshape input to be 3D [samples, timesteps, features]\n", + "train_X = train_X1.reshape((train_X1.shape[0], n_steps_in, scaledData1.shape[1]))\n", + "test_X = test_X1.reshape((test_X1.shape[0], n_steps_in,scaledData1.shape[1]))\n", + "print(train_X.shape, train_y.shape, test_X.shape, test_y.shape)\n", + "# 使用train_test_split函数划分训练集和测试集，测试集的比重是40%。\n", + "# 然后将train_X1、test_X1进行一个升维，变成三维，维数分别是[samples,timesteps,features]。\n", + "# 打印一下他们的shape：\\\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(83328, 96, 6)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_X1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Model: \"functional_1\"\n",
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+       "┃ Layer (type)        ┃ Output Shape      ┃    Param # ┃ Connected to      ┃\n",
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+       "│ input_layer_1       │ (None, 96, 6)     │          0 │ -                 │\n",
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self.num_heads, self.depth))\n", + " return tf.transpose(x, perm=[0, 2, 1, 3])\n", + "\n", + " def call(self, v, k, q, mask):\n", + " batch_size = tf.shape(q)[0]\n", + " q = self.wq(q)\n", + " k = self.wk(k)\n", + " v = self.wv(v)\n", + "\n", + " q = self.split_heads(q, batch_size)\n", + " k = self.split_heads(k, batch_size)\n", + " v = self.split_heads(v, batch_size)\n", + "\n", + " scaled_attention, attention_weights = self.scaled_dot_product_attention(q, k, v, mask)\n", + " scaled_attention = tf.transpose(scaled_attention, perm=[0, 2, 1, 3])\n", + " concat_attention = tf.reshape(scaled_attention, (batch_size, -1, self.d_model))\n", + " output = self.dense(concat_attention)\n", + " return output, attention_weights\n", + "\n", + " def scaled_dot_product_attention(self, q, k, v, mask):\n", + " matmul_qk = tf.matmul(q, k, transpose_b=True)\n", + " dk = tf.cast(tf.shape(k)[-1], tf.float32)\n", + " scaled_attention_logits = matmul_qk / tf.math.sqrt(dk)\n", + "\n", + " if mask is not None:\n", + " scaled_attention_logits += (mask * -1e9)\n", + "\n", + " attention_weights = tf.nn.softmax(scaled_attention_logits, axis=-1)\n", + " output = tf.matmul(attention_weights, v)\n", + " return output, attention_weights\n", + "\n", + "class SelfAttentionWithRelativePositionEncoding(tf.keras.layers.Layer):\n", + " def __init__(self, d_model, num_heads, max_len=5000):\n", + " super(SelfAttentionWithRelativePositionEncoding, self).__init__()\n", + " self.num_heads = num_heads\n", + " self.d_model = d_model\n", + " self.max_len = max_len\n", + " self.wq = tf.keras.layers.Dense(d_model)\n", + " self.wk = tf.keras.layers.Dense(d_model)\n", + " self.wv = tf.keras.layers.Dense(d_model)\n", + " self.dense = tf.keras.layers.Dense(d_model)\n", + " self.relative_position_encoding = AdvancedRelativePositionalEncoding(d_model)\n", + "\n", + " def call(self, v, k, q, mask):\n", + " batch_size = tf.shape(q)[0]\n", + " q = self.wq(q)\n", + " k = self.wk(k)\n", + " v = self.wv(v)\n", + "\n", + " # 添加相对位置编码\n", + " k += self.relative_position_encoding(k)\n", + " q += self.relative_position_encoding(q)\n", + "\n", + " q = self.split_heads(q, batch_size)\n", + " k = self.split_heads(k, batch_size)\n", + " v = self.split_heads(v, batch_size)\n", + "\n", + " scaled_attention, attention_weights = self.scaled_dot_product_attention(q, k, v, mask)\n", + " scaled_attention = tf.transpose(scaled_attention, perm=[0, 2, 1, 3])\n", + " concat_attention = tf.reshape(scaled_attention, (batch_size, -1, self.d_model))\n", + " output = self.dense(concat_attention)\n", + " return output, attention_weights\n", + "\n", + " def split_heads(self, x, batch_size):\n", + " x = tf.reshape(x, (batch_size, -1, self.num_heads, self.d_model // self.num_heads))\n", + " return tf.transpose(x, perm=[0, 2, 1, 3])\n", + "\n", + " def scaled_dot_product_attention(self, q, k, v, mask):\n", + " matmul_qk = tf.matmul(q, k, transpose_b=True)\n", + " dk = tf.cast(tf.shape(k)[-1], tf.float32)\n", + " scaled_attention_logits = matmul_qk / tf.math.sqrt(dk)\n", + "\n", + " if mask is not None:\n", + " scaled_attention_logits += (mask * -1e9)\n", + "\n", + " attention_weights = tf.nn.softmax(scaled_attention_logits, axis=-1)\n", + " output = tf.matmul(attention_weights, v)\n", + " return output, attention_weights\n", + "\n", + "import tensorflow as tf\n", + "import numpy as np\n", + "\n", + "import tensorflow as tf\n", + "\n", + "class AdvancedRelativePositionalEncoding(tf.keras.layers.Layer):\n", + " def __init__(self, d_model, max_len=5000):\n", + " super(AdvancedRelativePositionalEncoding, self).__init__()\n", + " self.max_len = max_len\n", + " self.d_model = d_model\n", + " # #创新点 引入可变化的参数u，v 进行线性变化\n", + " self.u = tf.Variable(tf.random(self.add_weight(shape=(d_model,), initializer='random_normal', trainable=True)))\n", + " self.v = tf.Variable(tf.random(self.add_weight(shape=(d_model,), initializer='random_normal', trainable=True)))\n", + "\n", + " def call(self, inputs):\n", + " seq_length = tf.shape(inputs)[1]\n", + " pos_encoding = self.relative_positional_encoding(seq_length, self.d_model)\n", + "\n", + " # 保留Sinusoidal生成方案\n", + " angle_rads_sin = pos_encoding[:, :, 0]\n", + " angle_rads_cos = pos_encoding[:, :, 1]\n", + "\n", + " # 线性维度转换层\n", + " ti = tf.expand_dims(inputs, axis=1) # shape: [batch_size, 1, seq_length, d_model]\n", + " tj = tf.expand_dims(inputs, axis=2) # shape: [batch_size, seq_length, 1, d_model]\n", + "\n", + " # 计算表征 t_i * W_q * W_k^T * t_j\n", + " t_wq_wk_t = tf.einsum('bijd,d->bij', tf.einsum('bijd,d->bijd', ti, self.u), tf.transpose(tj, perm=[0, 1, 3, 2]))\n", + "\n", + " # 计算基于全局的偏置 t_i * W_q * W_k^T * R_(i-j)^T\n", + " t_wq_wk_r = tf.einsum('bijd,d->bij', tf.einsum('bijd,d->bijd', ti, self.u), angle_rads_sin)\n", + "\n", + " # 计算基于表征的偏置 u * W_q * W_k^T * t_j\n", + " E_u = tf.einsum('bd,bijd->bij', self.u, ti)\n", + "\n", + " # 计算基于表征的局部偏置 v * W_q * W_k^T * R_(i-j)^T\n", + " R_v = tf.einsum('bd,bijd->bij', self.v, angle_rads_cos)\n", + "\n", + " \n", + " pe_with_params = t_wq_wk_t + R_v + t_wq_wk_r + E_u\n", + "\n", + " return inputs + pe_with_params\n", + "\n", + " def relative_positional_encoding(self, position, d_model):\n", + " pos = tf.range(position, dtype=tf.float32)\n", + " i = tf.range(d_model, dtype=tf.float32)\n", + "\n", + " angles = 1 / tf.pow(10000.0, (2 * (i // 2)) / tf.cast(d_model, tf.float32))\n", + " angle_rads = tf.einsum('i,j->ij', pos, angles)\n", + "\n", + " pos_encoding = tf.stack([tf.sin(angle_rads[:, 0::2]), tf.cos(angle_rads[:, 1::2])], axis=-1)\n", + " pos_encoding = tf.pad(pos_encoding, [[0, 0], [0, 0], [0, 0]]) #embbing维度嵌入层\n", + "\n", + " return pos_encoding\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "def PosConv1biGRUWithSelfAttention(input_shape, gru_units, num_heads):\n", + " inputs = Input(shape=input_shape)\n", + " # CNN layer\n", + " cnn_layer = Conv1D(filters=64, kernel_size=2, activation='relu')(inputs)\n", + " cnn_layer = MaxPooling1D(pool_size=1)(cnn_layer)\n", + " gru_output = Bidirectional(GRU(gru_units, return_sequences=True))(cnn_layer)\n", + " \n", + " # Apply Self-Attention\n", + " self_attention = SelfAttention(d_model=gru_units*2, num_heads=num_heads)\n", + " gru_output, _ = self_attention(gru_output, gru_output, gru_output, mask=None)\n", + " \n", + " pool1 = GlobalAveragePooling1D()(gru_output)\n", + " output = Dense(1)(pool1)\n", + " \n", + " return Model(inputs=inputs, outputs=output)\n", + "\n", + "\n", + "input_shape = (96, 6)\n", + "gru_units = 64\n", + "num_heads = 8\n", + "\n", + "# Create model\n", + "model = PosConv1biGRUWithSelfAttention(input_shape, gru_units, num_heads)\n", + "model.compile(optimizer='adam', loss='mse')\n", + "model.summary()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m71s\u001b[0m 53ms/step - loss: 0.0196 - val_loss: 0.0018\n", + "Epoch 2/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m77s\u001b[0m 59ms/step - loss: 0.0013 - val_loss: 0.0019\n", + "Epoch 3/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m79s\u001b[0m 61ms/step - loss: 0.0012 - val_loss: 0.0017\n", + "Epoch 4/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m76s\u001b[0m 58ms/step - loss: 0.0010 - val_loss: 0.0015\n", + "Epoch 5/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 57ms/step - loss: 9.7760e-04 - val_loss: 0.0018\n", + "Epoch 6/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m77s\u001b[0m 59ms/step - loss: 9.9108e-04 - val_loss: 0.0017\n", + "Epoch 7/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 69ms/step - loss: 9.7381e-04 - val_loss: 0.0016\n", + "Epoch 8/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 63ms/step - loss: 9.1248e-04 - val_loss: 0.0015\n", + "Epoch 9/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m86s\u001b[0m 66ms/step - loss: 9.4959e-04 - val_loss: 0.0016\n", + "Epoch 10/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m76s\u001b[0m 58ms/step - loss: 9.3746e-04 - val_loss: 0.0016\n", + "Epoch 11/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m88s\u001b[0m 68ms/step - loss: 9.1358e-04 - val_loss: 0.0015\n", + "Epoch 12/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m80s\u001b[0m 61ms/step - loss: 8.8907e-04 - val_loss: 0.0016\n", + "Epoch 13/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m87s\u001b[0m 67ms/step - loss: 9.0822e-04 - val_loss: 0.0015\n", + "Epoch 14/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 68ms/step - loss: 8.9505e-04 - val_loss: 0.0015\n", + "Epoch 15/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m88s\u001b[0m 68ms/step - loss: 8.9855e-04 - val_loss: 0.0015\n", + "Epoch 16/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 68ms/step - loss: 9.4414e-04 - val_loss: 0.0015\n", + "Epoch 17/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m91s\u001b[0m 70ms/step - loss: 8.8443e-04 - val_loss: 0.0014\n", + "Epoch 18/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 68ms/step - loss: 8.7323e-04 - val_loss: 0.0015\n", + "Epoch 19/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 69ms/step - loss: 8.7132e-04 - val_loss: 0.0014\n", + "Epoch 20/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m86s\u001b[0m 66ms/step - loss: 8.7265e-04 - val_loss: 0.0015\n", + "Epoch 21/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 63ms/step - loss: 8.4318e-04 - val_loss: 0.0015\n", + "Epoch 22/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m87s\u001b[0m 67ms/step - loss: 7.9306e-04 - val_loss: 0.0015\n", + "Epoch 23/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m84s\u001b[0m 65ms/step - loss: 8.1019e-04 - val_loss: 0.0015\n", + "Epoch 24/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m91s\u001b[0m 70ms/step - loss: 7.8526e-04 - val_loss: 0.0015\n", + "Epoch 25/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m94s\u001b[0m 72ms/step - loss: 8.6874e-04 - val_loss: 0.0014\n", + "Epoch 26/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 69ms/step - loss: 8.0322e-04 - val_loss: 0.0015\n", + "Epoch 27/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 69ms/step - loss: 8.3907e-04 - val_loss: 0.0014\n", + "Epoch 28/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 71ms/step - loss: 8.2911e-04 - val_loss: 0.0015\n", + "Epoch 29/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 71ms/step - loss: 8.1428e-04 - val_loss: 0.0015\n", + "Epoch 30/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 69ms/step - loss: 8.1292e-04 - val_loss: 0.0015\n", + "Epoch 31/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 69ms/step - loss: 8.2787e-04 - val_loss: 0.0015\n", + "Epoch 32/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m99s\u001b[0m 76ms/step - loss: 7.9780e-04 - val_loss: 0.0015\n", + "Epoch 33/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m98s\u001b[0m 75ms/step - loss: 7.9815e-04 - val_loss: 0.0015\n", + "Epoch 34/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m96s\u001b[0m 74ms/step - loss: 7.9996e-04 - val_loss: 0.0016\n", + "Epoch 35/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 71ms/step - loss: 7.5751e-04 - val_loss: 0.0016\n", + "Epoch 36/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m84s\u001b[0m 65ms/step - loss: 8.1121e-04 - val_loss: 0.0015\n", + "Epoch 37/100\n", + "\u001b[1m1302/1302\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 71ms/step - loss: 7.6797e-04 - val_loss: 0.0015\n", + "\u001b[1m651/651\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step\n" + ] + } + ], + "source": [ + "# Compile and train the model\n", + "model.compile(optimizer='adam', loss='mean_squared_error')\n", + "from keras.callbacks import EarlyStopping, ModelCheckpoint\n", + "\n", + "# 定义早停机制\n", + "early_stopping = EarlyStopping(monitor='val_loss', min_delta=0, patience=10, verbose=0, mode='min')\n", + "\n", + "# 拟合模型，并添加早停机制和模型检查点\n", + "history = model.fit(train_X, train_y, epochs=100, batch_size=64, validation_data=(test_X, test_y), \n", + " callbacks=[early_stopping])\n", + "# 预测\n", + "lstm_pred = model.predict(test_X)\n", + "# 将预测结果的形状修改为与原始数据相同的形状" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'], label='train')\n", + "plt.plot(history.history['val_loss'], label='test')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20831, 1)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lstm_pred.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20831,)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "test_y1=test_y.reshape(20831,1)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4.52189913e-01],\n", + " [3.12516873e-01],\n", + " [3.25310588e-01],\n", + " ...,\n", + " [1.08522631e-04],\n", + " [1.18219088e-04],\n", + " [1.28327022e-04]])" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_y1" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "results1 = np.broadcast_to(lstm_pred, (20831, 6))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "test_y2 = np.broadcast_to(test_y1, (20831, 6))" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# 反归一化\n", + "inv_forecast_y = scaler.inverse_transform(results1)\n", + "inv_test_y = scaler.inverse_transform(test_y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.78428369e+01, 4.82409691e+01, 6.37156385e+02,\n", + " 2.97801603e+02, 1.07621239e+01, 9.90052500e-01],\n", + " [ 1.07562527e+01, 3.44305945e+01, 4.40440713e+02,\n", + " 2.05929459e+02, 7.43790432e+00, 1.80780551e-01],\n", + " [ 1.14053667e+01, 3.56955916e+01, 4.58459395e+02,\n", + " 2.14344726e+02, 7.74239484e+00, 2.54907916e-01],\n", + " ...,\n", + " [-5.09439462e+00, 3.54076535e+00, 4.44428011e-01,\n", + " 4.37940726e-01, 2.58283957e-03, -1.62932764e+00],\n", + " [-5.09390265e+00, 3.54172410e+00, 4.58084512e-01,\n", + " 4.44318723e-01, 2.81361533e-03, -1.62927146e+00],\n", + " [-5.09338980e+00, 3.54272354e+00, 4.72320538e-01,\n", + " 4.50967376e-01, 3.05418424e-03, -1.62921289e+00]])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inv_test_y" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test RMSE: 0.222\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 计算均方根误差\n", + "rmse = sqrt(mean_squared_error(inv_test_y[:,5], inv_forecast_y[:,5]))\n", + "print('Test RMSE: %.3f' % rmse)\n", + "#画图\n", + "plt.figure(figsize=(16,8))\n", + "plt.plot(inv_test_y[300:3000,5], label='true')\n", + "plt.plot(inv_forecast_y[300:3000,5], label='pre')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean_squared_error: 0.0014630274318863602\n", + "mean_absolute_error: 0.013232284805068965\n", + "rmse: 0.03824954159053884\n", + "r2 score: 0.9900756487103545\n" + ] + } + ], + "source": [ + "from sklearn.metrics import mean_squared_error, mean_absolute_error # 评价指标\n", + "# 使用sklearn调用衡量线性回归的MSE 、 RMSE、 MAE、r2\n", + "from math import sqrt\n", + "from sklearn.metrics import mean_absolute_error\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.metrics import r2_score\n", + "print('mean_squared_error:', mean_squared_error(lstm_pred, test_y)) # mse)\n", + "print(\"mean_absolute_error:\", mean_absolute_error(lstm_pred, test_y)) # mae\n", + "print(\"rmse:\", sqrt(mean_squared_error(lstm_pred,test_y)))\n", + "print(\"r2 score:\", r2_score(inv_test_y[480:850,5], inv_forecast_y[480:850,5]))" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [], + "source": [ + "df1 = pd.DataFrame(inv_test_y[:,5], columns=['column_name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df1.to_csv('高频_test.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.DataFrame(inv_forecast_y[:,5], columns=['column_name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df2.to_csv('高频_forecast.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/iceemdan_reconstructed_data_high.csv b/iceemdan_reconstructed_data_high.csv new file mode 100644 index 0000000..abde5b6 --- /dev/null +++ b/iceemdan_reconstructed_data_high.csv @@ -0,0 +1,104257 @@ +column_name +-1.4249377487989834 +-1.4440337656725641 +-1.4101912931029195 +-1.423551362782218 +-1.3776463803349803 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"C:\\Users\\asus\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\computation\\expressions.py:21: UserWarning: Pandas requires version '2.8.4' or newer of 'numexpr' (version '2.8.3' currently installed).\n", + " from pandas.core.computation.check import NUMEXPR_INSTALLED\n", + "C:\\Users\\asus\\AppData\\Roaming\\Python\\Python39\\site-packages\\pandas\\core\\arrays\\masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + } + ], + "source": [ + "from math import sqrt\n", + "from numpy import concatenate\n", + "from matplotlib import pyplot\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.metrics import mean_squared_error\n", + "from tensorflow.keras import Sequential\n", + "\n", + "from tensorflow.keras.layers import Dense\n", + "from tensorflow.keras.layers import LSTM\n", + "from tensorflow.keras.layers import Dropout\n", + "from sklearn.model_selection import train_test_split\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# 加载数据\n", + "path1 = r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\完整的模型代码流程\\低频_forecast.csv\"#数据所在路径\n", + "#我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "f_low= pd.DataFrame(pd.read_csv(path1))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# 加载数据\n", + "path2 = r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\完整的模型代码流程\\高频re_forecast.csv\"#数据所在路径\n", + "#我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "f_high= pd.DataFrame(pd.read_csv(path2))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "path3= r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\完整的模型代码流程\\低频_test.csv\"#数据所在路径\n", + "#我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "true_low= pd.DataFrame(pd.read_csv(path3))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "path4= r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\完整的模型代码流程\\高频re_test.csv\"#数据所在路径\n", + "#我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "true_high= pd.DataFrame(pd.read_csv(path4))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(16,8))\n", + "plt.plot(true, label='true')\n", + "plt.plot(pre_data, label='pre')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean_squared_error: 0.049185981148514475\n", + "mean_absolute_error: 0.07759843372042166\n", + "rmse: 0.22177912694506324\n", + "r2 score: 0.9988074259067585\n" + ] + } + ], + "source": [ + "from sklearn.metrics import mean_squared_error, mean_absolute_error # 评价指标\n", + "# 使用sklearn调用衡量线性回归的MSE 、 RMSE、 MAE、r2\n", + "from math import sqrt\n", + "from sklearn.metrics import mean_absolute_error\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.metrics import r2_score\n", + "print('mean_squared_error:', mean_squared_error(pre_data, true)) # mse)\n", + "print(\"mean_absolute_error:\", mean_absolute_error(pre_data, true)) # mae\n", + "print(\"rmse:\", sqrt(mean_squared_error(pre_data, true)))\n", + "print(\"r2 score:\", r2_score(pre_data[:], true[:]))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(20831, 1)\n" + ] + } + ], + "source": [ + "# 使用MinMaxScaler进行归一化\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "scaler = MinMaxScaler(feature_range=(0, 1))\n", + "pre = scaler.fit_transform(pre_data)\n", + "print(pre.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(20831, 1)\n" + ] + } + ], + "source": [ + "from sklearn.preprocessing import MinMaxScaler\n", + "scaler = MinMaxScaler(feature_range=(0, 1))\n", + "true_data = scaler.fit_transform(true)\n", + "print(true_data.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean_squared_error: 0.0026778377010073626\n", + "mean_absolute_error: 0.027468762691519367\n", + "rmse: 0.05174782798347543\n", + "r2 score: 0.9988074259067585\n" + ] + } + ], + "source": [ + "from sklearn.metrics import mean_squared_error, mean_absolute_error # 评价指标\n", + "# 使用sklearn调用衡量线性回归的MSE 、 RMSE、 MAE、r2\n", + "from math import sqrt\n", + "from sklearn.metrics import mean_absolute_error\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.metrics import r2_score\n", + "print('mean_squared_error:', mean_squared_error(pre, true_data)) # mse)\n", + "print(\"mean_absolute_error:\", mean_absolute_error(pre, true_data)) # mae\n", + "print(\"rmse:\", sqrt(mean_squared_error(pre, true_data)))\n", + "print(\"r2 score:\", r2_score(pre_data, true))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/iceemdan分解 逐步分解.ipynb b/iceemdan分解 逐步分解.ipynb new file mode 100644 index 0000000..223087f --- /dev/null +++ b/iceemdan分解 逐步分解.ipynb @@ -0,0 +1,418 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from math import sqrt\n", + "from numpy import concatenate\n", + "from matplotlib import pyplot\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.metrics import mean_squared_error\n", + "from tensorflow.keras import Sequential\n", + "\n", + "from tensorflow.keras.layers import Dense\n", + "from tensorflow.keras.layers import LSTM\n", + "from tensorflow.keras.layers import Dropout\n", + "from sklearn.model_selection import train_test_split\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 加载数据\n", + "path1 = r\"D:\\project\\小论文1-基于ICEEMDAN分解的时序高维变化的短期光伏功率预测模型\\CEEMAN-PosConv1dbiLSTM-LSTM\\模型代码流程\\data6.csv\"#数据所在路径\n", + "#我的数据是excel表，若是csv文件用pandas的read_csv()函数替换即可。\n", + "datas1 = pd.DataFrame(pd.read_csv(path1))\n", + "#我只取了data表里的第3、23、16、17、18、19、20、21、27列，如果取全部列的话这一行可以去掉\n", + "# data1 = datas1.iloc[:,np.r_[3,23,16:22,27]]\n", + "data1=datas1.interpolate()\n", + "values1 = data1.values\n", + "print(data1.head())\n", + "print(data1.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from PyEMD import EMD\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "def ICEEMDAN(data, num_siftings=18, Nstd=0.2, NR=100):\n", + " \"\"\"\n", + " 改进的完全集合经验模态分解与自适应噪声（ICEEMDAN）。\n", + " \"\"\"\n", + " emd = EMD()\n", + " T = len(data)\n", + " std_data = np.std(data)\n", + " \n", + " # 通过添加白噪声获取数据的 IMFs 集合\n", + " E_IMFs = np.zeros((NR, T, num_siftings))\n", + " for r in range(NR):\n", + " wn = np.random.normal(scale=std_data*Nstd, size=T)\n", + " noisy_data = data + wn\n", + " \n", + " # 分解带噪声的数据\n", + " imfs = emd.emd(noisy_data)\n", + " \n", + " # 仅保留前 `num_siftings` 个 IMFs\n", + " for i in range(min(num_siftings, imfs.shape[0])):\n", + " E_IMFs[r, :, i] = imfs[i]\n", + " \n", + " # 所有实验的 IMFs 平均值\n", + " mean_IMFs = np.mean(E_IMFs, axis=0)\n", + " \n", + " return mean_IMFs\n", + "\n", + "# 假设您有一个名为 'data1' 的 DataFrame，其中包含一个 'Power' 列\n", + "data_power = data1['Power'].values\n", + "\n", + "# 定义分解的数据窗口大小\n", + "window_size = 104256\n", + "\n", + "# 遍历以 'window_size' 为单位的数据块\n", + "for i in range(0, len(data_power), window_size):\n", + " # 提取当前数据块\n", + " current_data = data_power[i:i+window_size]\n", + " \n", + " # 对当前数据块应用 ICEEMDAN 分解\n", + " IMFs = ICEEMDAN(current_data)\n", + " \n", + " # 创建一个新的 DataFrame 来保存 ICEEMDAN 分解结果\n", + " data_ICEEMDAN = pd.DataFrame(IMFs, columns=[f'IMF{i}' for i in range(IMFs.shape[1])])\n", + " \n", + " # 计算 IMFs 的总和\n", + " IMFs_sum = data_ICEEMDAN[[f'IMF{i}' for i in range(IMFs.shape[1])]].sum(axis=1)\n", + " \n", + " # 计算 IMFs 总和与原始信号之间的差值\n", + " residue = current_data - IMFs_sum\n", + " \n", + " # 将残差添加到 DataFrame\n", + " data_ICEEMDAN['Residue'] = residue\n", + " \n", + " # 打印当前数据块的分解结果\n", + " print(f\"数据块 {i+1}-{i+len(current_data)} 的分解结果:\")\n", + " print(data_ICEEMDAN)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 将分解后的 IMFs 与残差相加以恢复原始数据\n", + "reconstructed_signal = IMFs_sum + residue\n", + "\n", + "# 绘制重构的数据与原始数据进行比较\n", + "plt.figure(figsize=(30, 18))\n", + "plt.plot(current_data[0:2900], label='Original Signal', color='blue')\n", + "plt.plot(reconstructed_signal[0:2900], label='Reconstructed Signal', color='red')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Comparison between Original and Reconstructed Signal')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# 设置全局字体大小\n", + "plt.rcParams.update({'font.size': 60}) # 设置字体大小为 16\n", + "\n", + "# 在这里放置您的绘图代码\n", + "num_imfs = IMFs.shape[1]\n", + "\n", + "plt.figure(figsize=(64,128))\n", + "\n", + "# 绘制每个 IMF\n", + "for i in range(num_imfs):\n", + " if i <= 19: # 只绘制前 14 个 IMF\n", + " plt.subplot(num_imfs, 1, i + 1)\n", + " plt.plot(data_ICEEMDAN[f'IMF{i}'], label=f'IMF {i}')\n", + " plt.legend()\n", + "plt.legend()\n", + "\n", + "# 绘制残差\n", + "plt.subplot(num_imfs + 1, 1, num_imfs + 1)\n", + "plt.plot(data_ICEEMDAN[f'IMF{17}'], label='Residue', color='red')\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.signal import welch\n", + "\n", + "def plot_frequency_spectrum(signal, sampling_rate, title):\n", + " \"\"\"\n", + " 绘制信号的频谱图。\n", + " \n", + " 参数：\n", + " - signal: 输入信号\n", + " - sampling_rate: 信号的采样率\n", + " - title: 图表标题\n", + " \"\"\"\n", + " f, Pxx = welch(signal, fs=sampling_rate, nperseg=len(signal))\n", + " plt.figure(figsize=(10, 5))\n", + " plt.semilogy(f, Pxx)\n", + " plt.title(title)\n", + " plt.xlabel('Frequency (Hz)')\n", + " plt.ylabel('Power spectral density')\n", + " plt.grid(True)\n", + " plt.show()\n", + "\n", + "def compute_zero_crossings(signal):\n", + " \"\"\"\n", + " 计算信号的过零率。\n", + " \"\"\"\n", + " zero_crossings = np.where(np.diff(np.sign(signal)))[0]\n", + " zero_crossing_rate = len(zero_crossings) / len(signal)\n", + " return zero_crossing_rate\n", + "\n", + "def classify_frequency_component(imfs, threshold):\n", + " \"\"\"\n", + " 将每个 IMF 分为高频和低频成分。\n", + " \"\"\"\n", + " high_frequency_imfs = []\n", + " low_frequency_imfs = []\n", + " for i in range(imfs.shape[1]):\n", + " imf = imfs[:, i]\n", + " zero_crossing_rate = compute_zero_crossings(imf)\n", + " if zero_crossing_rate > threshold:\n", + " high_frequency_imfs.append(imf)\n", + " else:\n", + " low_frequency_imfs.append(imf)\n", + " return high_frequency_imfs, low_frequency_imfs\n", + "\n", + "# 定义过零率的阈值\n", + "threshold = 0.2 # 可根据具体情况调整阈值\n", + "\n", + "# 根据过零率判断高频和低频成分\n", + "high_freq_imfs, low_freq_imfs = classify_frequency_component(IMFs, threshold)\n", + "sampling_rate = 1000 \n", + "# 可选：绘制高频和低频成分的频谱图\n", + "for i, imf in enumerate(high_freq_imfs):\n", + " plot_frequency_spectrum(imf, sampling_rate, f'High Frequency IMF {i+1}')\n", + "\n", + "for i, imf in enumerate(low_freq_imfs):\n", + " plot_frequency_spectrum(imf, sampling_rate, f'Low Frequency IMF {i+1}')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 打印高频和低频成分的 IMF 列表\n", + "print(\"High Frequency IMFs:\")\n", + "for i, imf in enumerate(high_freq_imfs):\n", + " print(f\"IMF {i+1}: {imf}\")\n", + "\n", + "print(\"\\nLow Frequency IMFs:\")\n", + "for i, imf in enumerate(low_freq_imfs):\n", + " print(f\"IMF {i+1}: {imf}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "# 将高频和低频信号相加\n", + "high_freq_sum = np.sum(high_freq_imfs, axis=0)\n", + "low_freq_sum = np.sum(low_freq_imfs, axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "high_freq_sum" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "low_freq_sum" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "residue" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "re_low=residue+low_freq_sum" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "re_high=residue+high_freq_sum\n", + "re_high" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df_low = pd.DataFrame(low_freq_sum, columns=['column_name'])\n", + "df_low.to_csv('iceemdan_reconstructed_data_low.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df_high = pd.DataFrame(high_freq_sum, columns=['column_name'])\n", + "df_high.to_csv('iceemdan_reconstructed_data_high.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df_high = pd.DataFrame(residue, columns=['column_name'])\n", + "df_high.to_csv('iceemdan_reconstructed_data_residue.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df_re_low = pd.DataFrame(re_low, columns=['column_name'])\n", + "df_re_low.to_csv('iceemdan_reconstructed_data_re_low.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df_re_high = pd.DataFrame(re_high, columns=['column_name'])\n", + "df_re_high.to_csv('iceemdan_reconstructed_data_re_high.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "IMFs_sum" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 指定文件路径和文件名，保存DataFrame到CSV文件中\n", + "df_high = pd.DataFrame(IMFs_sum, columns=['column_name'])\n", + "df_high.to_csv('iceemdan_reconstructed_data_IMFs_sum.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}