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<88714533+linsl1986@users.noreply.github.com> Date: Sat, 4 Sep 2021 06:57:17 +0800 Subject: [PATCH 03/10] Update Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main --- ...ion-based-on-neural-network-algorithm-main | 461 +++++++++++++++++- 1 file changed, 460 insertions(+), 1 deletion(-) diff --git a/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main b/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main index 2a93564b..1d5d13a6 100644 --- a/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main +++ b/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main @@ -1 +1,460 @@ -Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main +# 基于神经网络算法的用电量预测 + +作者信息:linsl1986 (https://github.com/linsl1986) + +我在AI Studio上获得白银等级,点亮1个徽章,来互关呀~ https://aistudio.baidu.com/aistudio/personalcenter/thirdview/134639 + +## 1. 简要介绍 + 开展电力系统用电量及负荷预测的目的是:为了电力系统供电范围内电力工业的发展能够适应国民经济和社会发展的需要。 + 用电量及负荷预测是电力工业生产建设计划及经营管理的基础,又是电力系统规划设计的基础。 + 本项目以A地区一年的用电量和相应的气象因素为依据,使用神经网络算法进行电量及负荷预测。 + +## 2. 环境设置 +导入包,设置所用的归一化方法、神经网络结构、训练轮数和预测时间段等信息 + +```python +import pandas as pd +import numpy as np +import paddle +import paddle.fluid as fluid +import numpy as np +import pickle +from tqdm import tqdm +import matplotlib.pyplot as plt +# 选择归一化方法 +normalization=1 # 0表示Max-min归一化, 1表示Zscore归一化 +# 选择神经网络 +flag = 0 # 0表示全连接神经网络, 1表示LSTM神经网络 +day_num = 1 # 选择前一天的特征作为输入数据。 +# 训练参数设置 +BATCH_SIZE = 5 +learning_rate = 0.001 +EPOCH_NUM = 200 + +# 可视化天数选择,建议大于7,这样才能展示一周的预测情况 +date_n = 7 +``` + + +## 3. 数据集 +本数据集包含了近一年A地区用电量以及气象要素的原始数据,每天有96个时刻的温度,湿度,风速,降雨和用电量。 +具体步骤包括: + +1、从excel中读取数据 + +![](https://ai-studio-static-online.cdn.bcebos.com/aca97352225f44b59160f47217934a31cb28e7c3b33341e9a8d549caae031145) + +2、划分训练集和测试集。由于本项目是基于N天的用电量和气象要素等信息预测N+1天的用电量,因此训练集和测试集的数据是需要连续若干天的,这里有别于多元线性回归时的训练集和测试集的划分过程。 + +![](https://ai-studio-static-online.cdn.bcebos.com/67cebd27a423473393cd7f8447e0a1c19d7ef6dd85c74d1db6267aba88a7b996) + + +3、数据集调整思路 +* 减少特征,也就是不考虑温度,湿度,风速,降雨和负荷数据中的一种或者多种,重新构建输入特征 +* 使用前几天的数据预测性后一天的负荷,修改上面的day_num数值 +* 由于温度,湿度,风速,降雨等数据是可以预测得到的,因此在输入特征中添加后一天的温度,湿度,风速,降雨。 + +讲述数据集的一些基础信息,描述数据集组成等。进行数据集的下载、抽样查看、数据集定义等。 + +```python +# 从excel中读取温度,湿度,风速,降雨和用电量数据 +train_set = [] +test_set = [] +for i in range(5): + sheet = pd.read_excel('work/Load_Forcast.xlsx', + sheet_name = i,usecols = range(1,97)) + train_set.append(sheet[0:365].values)#对应excel中的第2行到366行 + test_set.append(sheet[365:365+31].values)#对应excel中第367行到397行 +print(train_set[0].shape) +print(test_set[0].shape) +``` +```python +#生成训练集和测试集 +def data_pro(train_set, test_set, day_num): + # 定义训练标签数据 + train_y = train_set[4] + # 数据为一年的用电量数据,共365天,由于前一天day_num的数据作为输入,因此需要删去第一天的数据 + train_y = train_y[day_num:, :] + print(train_y.shape) + # print(train_y[0]) #检验是否已经删除了第一天的数据 + + # 选择特征,定义训练的输入数据 + # train_set[0]表示温度数据,train_set[1]:表示湿度数据,train_set[2]:表示风速数据, train_set[3]:表示降雨数据, train_set[4]:表示用电量数据, + + + temperature_data = train_set[0] + humidity_data = train_set[1] + wind_velocity_data = train_set[2] + rainfall_data = train_set[3] + load_data = train_set[4] + + # 将温度,湿度,风速,降雨,用电量合并,成为输入的特征向量,所以有96*5=480列数据 + train_x_temp = np.concatenate((temperature_data,humidity_data, wind_velocity_data, rainfall_data, load_data),axis = 1) + temp = [] + for x in range(day_num): + temp.append(train_x_temp[x:(365-day_num+x), :]) # 训练集的输入train_x中删除第一年的最后一天的数据 + + train_x = np.concatenate(temp, axis=1) + print(train_x.shape) + # print(train_x[363])#检验训练集的输入train_x最后一组数据 + + + # 根据选择特征的定义,修改测试集的数据 + # 修改测试集的标签数据 + test_y = test_set[0-day_num] + test_y = test_y[day_num:, :] + print(test_y.shape) + # 修改测试集的输入数据 + temperature_data = test_set[0] + humidity_data = test_set[1] + wind_velocity_data = test_set[2] + rainfall_data = test_set[3] + load_data = test_set[4] + test_x_temp = np.concatenate((temperature_data,humidity_data, wind_velocity_data, rainfall_data, load_data),axis = 1) + + temp = [] + for x in range(day_num): + temp.append(test_x_temp[x:(31-day_num+x), :]) + # print(test_x_temp[x:(31-day_num+x), :].shape) + + test_x = np.concatenate(temp, axis=1) + print(test_x.shape) + + + return train_x, train_y, test_x, test_y + + +train_x, train_y, test_x, test_y = data_pro(train_set=train_set, test_set=test_set, day_num=day_num) +``` + +```python +#本部分为数据归一化的代码,一般不需要修改 +if normalization==0: # 使用Max-min归一化处理函数 + def normalization_Maxmin(train_x): + Min = np.min(train_x, axis=0) + Max = np.max(train_x, axis=0) + train_x = (train_x-Min)/ (Max - Min) + # 处理异常情况 + train_x[np.isnan(train_x)] = 0 + train_x[np.isinf(train_x)] = 0 + return train_x, Min, Max + + # 对输入数据进行归一化处理 + train_x, Min_x, Max_x = normalization_Maxmin(train_x) + test_x = (test_x -Min_x)/ (Max_x - Min_x) + # 对输出数据进行归一化处理 + train_y, Min_y, Max_y = normalization_Maxmin(train_y) + test_y = (test_y-Min_y)/ (Max_y - Min_y) +else:#zscore归一化处理函数,适用于数据服从正态分布 + def normalization_zscore(train_x): + mu = np.mean(train_x, axis=0) + sigma = np.std(train_x, axis=0) + train_x = (train_x-mu)/sigma + # 处理异常情况 + train_x[np.isnan(train_x)] = 0 + train_x[np.isinf(train_x)] = 0 + return train_x, mu, sigma + + # 对输入数据进行归一化处理 + train_x, mu_x, sgma_x = normalization_zscore(train_x) + test_x = (test_x - mu_x)/sgma_x + # 对输出数据进行归一化处理 + train_y, mu_y, sgma_y = normalization_zscore(train_y) + test_y = (test_y-mu_y)/sgma_y + +``` + +## 4. 模型组网 +下面的示例中,使用全连接神经网络,可以修改成其他神经网络,例如LSTM。**注意,因为预测的负荷十五分钟一个时刻,一天共96个时刻,所以输出的维度必须为96。** + +```python +# 定义全连接神经网络 +def Full_connected(input): + hidden1 = fluid.layers.fc(input=input, size=50, act='relu') + hidden2 = fluid.layers.fc(input=hidden1, size=50, act='relu') + hidden3 = fluid.layers.fc(input=hidden2, size=50, act='relu') + hidden4 = fluid.layers.fc(input=hidden3, size=50, act='relu') + prediction = fluid.layers.fc(input=hidden2, size=96, act=None) + return prediction + +# 定义LSTM +def LSTM_pre(x): + # Lstm layer + fc0 = fluid.layers.fc(input=x, size=16) + lstm_h, c = fluid.layers.dynamic_lstm(input=fc0, size=16, is_reverse=False) + + # max pooling layer + lstm_max = fluid.layers.sequence_pool(input=lstm_h, pool_type='max') + lstm_max_tanh = fluid.layers.tanh(lstm_max) + + # full connect layer + # lstm_max_tanh = fluid.layers.fc(input=lstm_max_tanh, size=16, act='relu') + prediction = fluid.layers.fc(input=lstm_max_tanh, size=96, act=None)# 'tanh') + return prediction + +``` +## 5. 模型训练 +使用模型网络结构和数据集进行模型训练。具体包括如下步骤 + +1、定义数据生成器 + +2、定义训练时数据的读取方式、损失函数和优化器 + +3、定义训练程序 + +效果如下 + +![](https://ai-studio-static-online.cdn.bcebos.com/9422192be2204a229ac65dfa63b6b2ce035c843c5f8143f8b8aa944ebe53806a) + +```python +#定义数据生成器 +def readers(x, y): + def reader(): + for i in range(x.shape[0]): + yield x[i], y[i] + return reader + +# 定义数据读取方式 +trainer_reader = readers(train_x, train_y) +train_reader = paddle.batch( + paddle.reader.shuffle( + reader=trainer_reader,buf_size=300), + batch_size=BATCH_SIZE) + +paddle.enable_static()# PaddlePaddle 2.x需要使用这句话才能进行静态模型 + +# 搭建神经网络 +if flag==0: # 使用全连接神经网络 + # 定义神经网络输入和输出, 注意输入的维度必须和选择特征的维度一致, 输出的维度必须为96 + x = fluid.layers.data(name='x', shape=[480*day_num], dtype='float32') + y = fluid.layers.data(name='y', shape=[96], dtype='float32') + + # 选择神经网络 + pred = Full_connected(x) +else: + # 定义神经网络输入和输出, 注意输入的维度必须和选择特征的维度一致, 输出的维度必须为96 + x = fluid.layers.data(name='x', shape=[1], dtype='float32', lod_level=1) + y = fluid.layers.data(name='y', shape=[96], dtype='float32') + + # 选择神经网络 + pred = LSTM_pre(x) + +# 定义损失函数 +cost = fluid.layers.square_error_cost(input=pred, label=y) +avg_cost = fluid.layers.mean(cost) + +# 选择优化器https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fluid/optimizer/MomentumOptimizer_cn.html +optimizer = fluid.optimizer.MomentumOptimizer(learning_rate=learning_rate, momentum=0.9) +opts = optimizer.minimize(avg_cost) + + +# 定义训练程序 +test_program = fluid.default_main_program().clone(for_test=True) +use_cuda = False +place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() +exe = fluid.Executor(place) +exe.run(fluid.default_startup_program()) + +feeder = fluid.DataFeeder(place=place, feed_list=[x, y]) + +losses = [] +for pass_id in range(EPOCH_NUM): + loss = [] + for batch_id, data in enumerate(train_reader()): + train_cost = exe.run(program=fluid.default_main_program(), feed=feeder.feed(data), fetch_list=[avg_cost]) + loss.append(train_cost[0][0]) + losses.append(np.mean(loss)) + if pass_id % 10==0: + print('Epoch:', pass_id, 'loss:', np.mean(loss)) + +fluid.io.save_inference_model('./pd', ['x'], [pred], exe) + +plt.figure(dpi=50,figsize=(24,8)) +plt.plot(range(EPOCH_NUM), losses) +plt.xlabel('epoch') +plt.ylabel('Loss') +plt.show() + +``` + +## 6. 模型评估 +使用评估数据评估训练好的模型,检查预测值与真实值的差异。 + +![](https://ai-studio-static-online.cdn.bcebos.com/37305efb9e394f2ba863081c399916380c0ca6f030464157b35ea4f92e50abe7) + +```python +infer_exe = fluid.Executor(place) +inference_scope = fluid.core.Scope() +def convert2LODTensor(temp_arr, len_list): + temp_arr = np.array(temp_arr) + temp_arr = temp_arr.flatten().reshape((-1, 1))#把测试样本的array平坦化到一维数据[N,1]的格式 + print(temp_arr.shape) + return fluid.create_lod_tensor( + data=temp_arr,#对测试样本来说这里表示样本的平坦化数据列表,维度为[N,1] + recursive_seq_lens =[len_list],#对于测试样本来说这里labels列的数量 + place=fluid.CPUPlace() + )#返回:A fluid LoDTensor object with tensor data and recursive_seq_lens info + +def get_tensor_label(mini_batch): + tensor = None + labels = [] + + temp_arr = [] + len_list = [] + for _ in mini_batch: #mini_batch表示测试样本数据 + labels.append(_[1]) #收集 label----y----------1维 + temp_arr.append(_[0]) #收集序列本身--x---------96维 + len_list.append(len(_[0])) #收集每个序列x的长度,和上边x的维度对应,这里全为6 + tensor = convert2LODTensor(temp_arr, len_list) + return tensor, labels + + +if flag==0: # 全连接神经网络的数据处理 + tester_reader = readers(test_x, test_y) + test_reader = paddle.batch(tester_reader, batch_size=31) + test_data = next(test_reader()) + test_x = np.array([data[0] for data in test_data]).astype("float32") + test_y= np.array([data[1] for data in test_data]).astype("float32") +else: # LSTM 网络的数据处理 + test_x = test_x.astype("float32") + test_y= test_y.astype("float32") + tester_reader = readers(test_x, test_y) + test_reader = paddle.batch(tester_reader, batch_size=31-day_num)#一次性把样本取完 + for mini_batch in test_reader(): + test_x,labels = get_tensor_label(mini_batch)#其实就是变成tensor格式的x和y + break + + +print(test_x.shape) +with fluid.scope_guard(inference_scope): + [inference_program, feed_target_names, fetch_targets] =\ + fluid.io.load_inference_model('./pd', infer_exe) + results = infer_exe.run(inference_program, + feed={feed_target_names[0]: test_x}, + fetch_list=fetch_targets) + +``` + +```python + +# print(results) +if normalization==0: + results= (Max_y - Min_y)*results+Min_y + test_y= (Max_y - Min_y)*test_y+Min_y +else: + results = results*sgma_y+mu_y + test_y = test_y*sgma_y + mu_y +print(test_y.shape) + +y1 = np.reshape(results, (1,test_y.shape[0]*test_y.shape[1])) +y2 = np.reshape(test_y, (1,test_y.shape[0]*test_y.shape[1])) +print(y1[0, :].shape) +plt.figure(dpi=50,figsize=(24,8)) +plt.plot(range(date_n*96), y1[0, :date_n*96], color='r', label='Real') +plt.plot(range(date_n*96), y2[0, :date_n*96], color='g', label='Predict') #绿线为预测值 +plt.xlabel('Time', fontsize = 20) +plt.ylabel('Load', fontsize = 20) +plt.legend() +plt.show() + +print(results.shape) +# print(test_y) +s = "真值-预测分割线 " +# print("{:*^90}".format(s)) +# print(results) +mape = np.mean(np.abs((results - test_y) / test_y)) * 100 +error = abs(results - test_y) +# print(mape) +print(results.shape) +test_y.resize((31-day_num,96)) +results.resize((31-day_num,96)) +error.resize((31-day_num,96)) +# print(mape) +# print(error) + +``` + + +## 7. 模型预测 +利用模型对30天后的用电量进行预测,展示效果如下。 + +![](https://ai-studio-static-online.cdn.bcebos.com/368aa0d887544cc3900633dc45f3e83aa77db0e5ddcf4ac9b121ea1f9939ed53) +![](https://ai-studio-static-online.cdn.bcebos.com/f16cd1257ff646ea8f5bd46be539a9fa2eafc371b95a443a9d6f51ec8e54aba0) + + +```python +df_test_y = pd.DataFrame(test_y) +df_results = pd.DataFrame(results) +df_error = pd.DataFrame(error) +# print(df_results) + +from mpl_toolkits.mplot3d import Axes3D +import matplotlib.pyplot as plt +import pandas as pd +import seaborn as sns +%matplotlib inline +my_dpi=96 +plt.figure(figsize=(480/my_dpi, 480/my_dpi), dpi=my_dpi) +data = df_test_y +df=data.unstack().reset_index() +df.columns=["X","Y","Z"] + +df['X']=pd.Categorical(df['X']) +df['X']=df['X'].cat.codes + +fig = plt.figure(figsize=(15,5)) +ax = fig.gca(projection='3d') +#交换X,Y,可以旋转90度 +surf=ax.plot_trisurf(df['X'], df['Y'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2) +# surf=surf.rotate(90) +fig.colorbar( surf, shrink=0.5, aspect=5) +ax.set_xlabel('Time', fontsize = 15) +ax.set_ylabel('Day', fontsize = 15) +ax.set_zlabel('Load', fontsize = 15) +ax.set_title('Actual value of load', fontsize = 20) + +plt.show() +#******************** +data = df_results +df=data.unstack().reset_index() +df.columns=["X","Y","Z"] + +df['X']=pd.Categorical(df['X']) +df['X']=df['X'].cat.codes + +fig = plt.figure(figsize=(15,5)) +ax = fig.gca(projection='3d') +#交换X,Y,可以旋转90度 +surf=ax.plot_trisurf(df['X'], df['Y'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2) +# surf=surf.rotate(90) +ax.set_xlabel('Time', fontsize = 15) +ax.set_ylabel('Day', fontsize = 15) +ax.set_zlabel('Load', fontsize = 15) +ax.set_title('Predicted value of load', fontsize = 20) +fig.colorbar( surf, shrink=0.5, aspect=5) +plt.show() +#******************** +data = df_error +df=data.unstack().reset_index() +df.columns=["X","Y","Z"] + +df['X']=pd.Categorical(df['X']) +df['X']=df['X'].cat.codes + +fig = plt.figure(figsize=(15,5)) +ax = fig.gca(projection='3d') +# ax = fig.gca(projection='2d') +#交换X,Y,可以旋转90度 +surf=ax.plot_trisurf(df['Y'], df['X'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2) +# surf=surf.rotate(90) +# cax = ax.matshow(surf, cmap='GnBu') +ax.set_xlabel('Time', fontsize = 15) +ax.set_ylabel('Day', fontsize = 15) +ax.set_zlabel('Load', fontsize = 15) +ax.set_title('Predicted error of load', fontsize = 20) +fig.colorbar( surf, shrink=0.5, aspect=10) +plt.show() +#********************画误差图 + +``` + From 04519a38b85db8cf849db32b7fd7877e505c1be9 Mon Sep 17 00:00:00 2001 From: linsl1986 <88714533+linsl1986@users.noreply.github.com> Date: Sat, 4 Sep 2021 07:12:19 +0800 Subject: [PATCH 04/10] 01 Prediction-of-electricity-consumption-based-on-neural-network-algorithm Prediction-of-electricity-consumption-based-on-neural-network-algorithm --- 2327609.ipynb | 763 +++++++++++++++++++++++++++++++++++++++++++ LICENSE | 201 ++++++++++++ Load_Forcast(1).xlsx | Bin 0 -> 1106385 bytes README.md | 463 +++++++++++++++++++++++--- 4 files changed, 1389 insertions(+), 38 deletions(-) create mode 100644 2327609.ipynb create mode 100644 LICENSE create mode 100644 Load_Forcast(1).xlsx diff --git a/2327609.ipynb b/2327609.ipynb new file mode 100644 index 00000000..ecac1ef9 --- /dev/null +++ b/2327609.ipynb @@ -0,0 +1,763 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "# 基于神经网络算法的用电量预测\n", + "\n", + "作者信息:linsl1986 (https://github.com/linsl1986)\n", + "\n", + "我在AI Studio上获得白银等级,点亮1个徽章,来互关呀~ https://aistudio.baidu.com/aistudio/personalcenter/thirdview/134639\n", + "\n", + "## 1. 简要介绍\n", + " 开展电力系统用电量及负荷预测的目的是:为了电力系统供电范围内电力工业的发展能够适应国民经济和社会发展的需要。\n", + " 用电量及负荷预测是电力工业生产建设计划及经营管理的基础,又是电力系统规划设计的基础。\n", + " 本项目以A地区一年的用电量和相应的气象因素为依据,使用神经网络算法进行电量及负荷预测。\n", + "\n", + "## 2. 环境设置\n", + "导入包,设置所用的归一化方法、神经网络结构、训练轮数和预测时间段等信息\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/__init__.py:107: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", + " from collections import MutableMapping\n", + "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/rcsetup.py:20: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", + " from collections import Iterable, Mapping\n", + "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/colors.py:53: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", + " from collections import Sized\n" + ] + } + ], + "source": [ + "import pandas as pd\r\n", + "import numpy as np\r\n", + "import paddle\r\n", + "import paddle.fluid as fluid\r\n", + "import numpy as np\r\n", + "import pickle\r\n", + "from tqdm import tqdm\r\n", + "import matplotlib.pyplot as plt\r\n", + "# 选择归一化方法\r\n", + "normalization=1 # 0表示Max-min归一化, 1表示Zscore归一化\r\n", + "# 选择神经网络\r\n", + "flag = 0 # 0表示全连接神经网络, 1表示LSTM神经网络\r\n", + "day_num = 1 # 选择前一天的特征作为输入数据。\r\n", + "# 训练参数设置\r\n", + "BATCH_SIZE = 5\r\n", + "learning_rate = 0.001\r\n", + "EPOCH_NUM = 200\r\n", + "\r\n", + "# 可视化天数选择,建议大于7,这样才能展示一周的预测情况\r\n", + "date_n = 7" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "\n", + "## 3. 数据集\n", + "本数据集包含了近一年A地区用电量以及气象要素的原始数据,每天有96个时刻的温度,湿度,风速,降雨和用电量。\n", + "具体步骤包括:\n", + "\n", + "1、从excel中读取数据\n", + "\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/aca97352225f44b59160f47217934a31cb28e7c3b33341e9a8d549caae031145)\n", + "\n", + "2、划分训练集和测试集。由于本项目是基于N天的用电量和气象要素等信息预测N+1天的用电量,因此训练集和测试集的数据是需要连续若干天的,这里有别于多元线性回归时的训练集和测试集的划分过程。\n", + "\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/67cebd27a423473393cd7f8447e0a1c19d7ef6dd85c74d1db6267aba88a7b996)\n", + "\n", + "\n", + "3、数据集调整思路\n", + "* 减少特征,也就是不考虑温度,湿度,风速,降雨和负荷数据中的一种或者多种,重新构建输入特征\n", + "* 使用前几天的数据预测性后一天的负荷,修改上面的day_num数值\n", + "* 由于温度,湿度,风速,降雨等数据是可以预测得到的,因此在输入特征中添加后一天的温度,湿度,风速,降雨。\n", + "\n", + "讲述数据集的一些基础信息,描述数据集组成等。进行数据集的下载、抽样查看、数据集定义等。\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(365, 96)\n", + "(31, 96)\n" + ] + } + ], + "source": [ + "# 从excel中读取温度,湿度,风速,降雨和用电量数据\r\n", + "train_set = []\r\n", + "test_set = []\r\n", + "for i in range(5):\r\n", + " sheet = pd.read_excel('work/Load_Forcast.xlsx',\r\n", + " sheet_name = i,usecols = range(1,97))\r\n", + " train_set.append(sheet[0:365].values)#对应excel中的第2行到366行\r\n", + " test_set.append(sheet[365:365+31].values)#对应excel中第367行到397行\r\n", + "print(train_set[0].shape)\r\n", + "print(test_set[0].shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(364, 96)\n", + "(364, 480)\n", + "(30, 96)\n", + "(30, 480)\n" + ] + } + ], + "source": [ + "#生成训练集和测试集\r\n", + "def data_pro(train_set, test_set, day_num):\r\n", + " # 定义训练标签数据\r\n", + " train_y = train_set[4]\r\n", + " # 数据为一年的用电量数据,共365天,由于前一天day_num的数据作为输入,因此需要删去第一天的数据\r\n", + " train_y = train_y[day_num:, :]\r\n", + " print(train_y.shape)\r\n", + " # print(train_y[0]) #检验是否已经删除了第一天的数据\r\n", + "\r\n", + " # 选择特征,定义训练的输入数据\r\n", + " # train_set[0]表示温度数据,train_set[1]:表示湿度数据,train_set[2]:表示风速数据, train_set[3]:表示降雨数据, train_set[4]:表示用电量数据, \r\n", + "\r\n", + " \r\n", + " temperature_data = train_set[0]\r\n", + " humidity_data = train_set[1]\r\n", + " wind_velocity_data = train_set[2]\r\n", + " rainfall_data = train_set[3]\r\n", + " load_data = train_set[4]\r\n", + "\r\n", + " # 将温度,湿度,风速,降雨,用电量合并,成为输入的特征向量,所以有96*5=480列数据\r\n", + " train_x_temp = np.concatenate((temperature_data,humidity_data, wind_velocity_data, rainfall_data, load_data),axis = 1)\r\n", + " temp = []\r\n", + " for x in range(day_num):\r\n", + " temp.append(train_x_temp[x:(365-day_num+x), :]) # 训练集的输入train_x中删除第一年的最后一天的数据\r\n", + " \r\n", + " train_x = np.concatenate(temp, axis=1)\r\n", + " print(train_x.shape)\r\n", + " # print(train_x[363])#检验训练集的输入train_x最后一组数据\r\n", + "\r\n", + "\r\n", + " # 根据选择特征的定义,修改测试集的数据\r\n", + " # 修改测试集的标签数据\r\n", + " test_y = test_set[0-day_num]\r\n", + " test_y = test_y[day_num:, :]\r\n", + " print(test_y.shape)\r\n", + " # 修改测试集的输入数据\r\n", + " temperature_data = test_set[0]\r\n", + " humidity_data = test_set[1]\r\n", + " wind_velocity_data = test_set[2]\r\n", + " rainfall_data = test_set[3]\r\n", + " load_data = test_set[4]\r\n", + " test_x_temp = np.concatenate((temperature_data,humidity_data, wind_velocity_data, rainfall_data, load_data),axis = 1)\r\n", + "\r\n", + " temp = []\r\n", + " for x in range(day_num):\r\n", + " temp.append(test_x_temp[x:(31-day_num+x), :])\r\n", + " # print(test_x_temp[x:(31-day_num+x), :].shape)\r\n", + " \r\n", + " test_x = np.concatenate(temp, axis=1)\r\n", + " print(test_x.shape)\r\n", + "\r\n", + "\r\n", + " return train_x, train_y, test_x, test_y\r\n", + "\r\n", + "\r\n", + "train_x, train_y, test_x, test_y = data_pro(train_set=train_set, test_set=test_set, day_num=day_num)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#本部分为数据归一化的代码,一般不需要修改\r\n", + "if normalization==0: # 使用Max-min归一化处理函数\r\n", + " def normalization_Maxmin(train_x):\r\n", + " Min = np.min(train_x, axis=0)\r\n", + " Max = np.max(train_x, axis=0)\r\n", + " train_x = (train_x-Min)/ (Max - Min)\r\n", + " # 处理异常情况\r\n", + " train_x[np.isnan(train_x)] = 0\r\n", + " train_x[np.isinf(train_x)] = 0\r\n", + " return train_x, Min, Max\r\n", + "\r\n", + " # 对输入数据进行归一化处理\r\n", + " train_x, Min_x, Max_x = normalization_Maxmin(train_x)\r\n", + " test_x = (test_x -Min_x)/ (Max_x - Min_x)\r\n", + " # 对输出数据进行归一化处理\r\n", + " train_y, Min_y, Max_y = normalization_Maxmin(train_y)\r\n", + " test_y = (test_y-Min_y)/ (Max_y - Min_y)\r\n", + "else:#zscore归一化处理函数,适用于数据服从正态分布\r\n", + " def normalization_zscore(train_x):\r\n", + " mu = np.mean(train_x, axis=0)\r\n", + " sigma = np.std(train_x, axis=0)\r\n", + " train_x = (train_x-mu)/sigma\r\n", + " # 处理异常情况\r\n", + " train_x[np.isnan(train_x)] = 0\r\n", + " train_x[np.isinf(train_x)] = 0\r\n", + " return train_x, mu, sigma\r\n", + "\r\n", + " # 对输入数据进行归一化处理\r\n", + " train_x, mu_x, sgma_x = normalization_zscore(train_x)\r\n", + " test_x = (test_x - mu_x)/sgma_x\r\n", + " # 对输出数据进行归一化处理\r\n", + " train_y, mu_y, sgma_y = normalization_zscore(train_y)\r\n", + " test_y = (test_y-mu_y)/sgma_y" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "## 4. 模型组网\n", + "下面的示例中,使用全连接神经网络,可以修改成其他神经网络,例如LSTM。**注意,因为预测的负荷十五分钟一个时刻,一天共96个时刻,所以输出的维度必须为96。**\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 定义全连接神经网络 \r\n", + "def Full_connected(input): \r\n", + " hidden1 = fluid.layers.fc(input=input, size=50, act='relu') \r\n", + " hidden2 = fluid.layers.fc(input=hidden1, size=50, act='relu')\r\n", + " hidden3 = fluid.layers.fc(input=hidden2, size=50, act='relu')\r\n", + " hidden4 = fluid.layers.fc(input=hidden3, size=50, act='relu')\r\n", + " prediction = fluid.layers.fc(input=hidden2, size=96, act=None) \r\n", + " return prediction\r\n", + "\r\n", + "# 定义LSTM\r\n", + "def LSTM_pre(x):\r\n", + " # Lstm layer\r\n", + " fc0 = fluid.layers.fc(input=x, size=16)\r\n", + " lstm_h, c = fluid.layers.dynamic_lstm(input=fc0, size=16, is_reverse=False)\r\n", + "\r\n", + " # max pooling layer\r\n", + " lstm_max = fluid.layers.sequence_pool(input=lstm_h, pool_type='max')\r\n", + " lstm_max_tanh = fluid.layers.tanh(lstm_max)\r\n", + "\r\n", + " # full connect layer\r\n", + " # lstm_max_tanh = fluid.layers.fc(input=lstm_max_tanh, size=16, act='relu')\r\n", + " prediction = fluid.layers.fc(input=lstm_max_tanh, size=96, act=None)# 'tanh')\r\n", + " return prediction\r\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "## 5. 模型训练\n", + "使用模型网络结构和数据集进行模型训练。具体包括如下步骤\n", + "\n", + "1、定义数据生成器\n", + "\n", + "2、定义训练时数据的读取方式、损失函数和优化器\n", + "\n", + "3、定义训练程序\n", + "\n", + "效果如下\n", + "\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/9422192be2204a229ac65dfa63b6b2ce035c843c5f8143f8b8aa944ebe53806a)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#定义数据生成器\r\n", + "def readers(x, y):\r\n", + " def reader():\r\n", + " for i in range(x.shape[0]):\r\n", + " yield x[i], y[i]\r\n", + " return reader" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 定义数据读取方式\n", + "trainer_reader = readers(train_x, train_y)\n", + "train_reader = paddle.batch(\n", + " paddle.reader.shuffle(\n", + " reader=trainer_reader,buf_size=300),\n", + " batch_size=BATCH_SIZE)\n", + "\n", + "paddle.enable_static()# PaddlePaddle 2.x需要使用这句话才能进行静态模型\n", + "\n", + "# 搭建神经网络\n", + "if flag==0: # 使用全连接神经网络\n", + " # 定义神经网络输入和输出, 注意输入的维度必须和选择特征的维度一致, 输出的维度必须为96\n", + " x = fluid.layers.data(name='x', shape=[480*day_num], dtype='float32')\n", + " y = fluid.layers.data(name='y', shape=[96], dtype='float32')\n", + "\n", + " # 选择神经网络\n", + " pred = Full_connected(x)\n", + "else:\n", + " # 定义神经网络输入和输出, 注意输入的维度必须和选择特征的维度一致, 输出的维度必须为96\n", + " x = fluid.layers.data(name='x', shape=[1], dtype='float32', lod_level=1)\n", + " y = fluid.layers.data(name='y', shape=[96], dtype='float32')\n", + "\n", + " # 选择神经网络\n", + " pred = LSTM_pre(x)\n", + "\n", + "# 定义损失函数\n", + "cost = fluid.layers.square_error_cost(input=pred, label=y)\n", + "avg_cost = fluid.layers.mean(cost)\n", + "\n", + "# 选择优化器https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fluid/optimizer/MomentumOptimizer_cn.html\n", + "optimizer = fluid.optimizer.MomentumOptimizer(learning_rate=learning_rate, momentum=0.9)\n", + "opts = optimizer.minimize(avg_cost)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 0 loss: 1.1151296\n", + "Epoch: 10 loss: 0.15404606\n", + "Epoch: 20 loss: 0.13686994\n", + "Epoch: 30 loss: 0.12620154\n", + "Epoch: 40 loss: 0.11993254\n", + "Epoch: 50 loss: 0.11418716\n", + "Epoch: 60 loss: 0.10808734\n", + "Epoch: 70 loss: 0.10360893\n", + "Epoch: 80 loss: 0.09905642\n", + "Epoch: 90 loss: 0.094708666\n", + "Epoch: 100 loss: 0.090344004\n", + "Epoch: 110 loss: 0.08762974\n", + "Epoch: 120 loss: 0.08389911\n", + "Epoch: 130 loss: 0.08119105\n", + "Epoch: 140 loss: 0.07857406\n", + "Epoch: 150 loss: 0.07300305\n", + "Epoch: 160 loss: 0.07000438\n", + "Epoch: 170 loss: 0.06870857\n", + "Epoch: 180 loss: 0.06455473\n", + "Epoch: 190 loss: 0.062369313\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2349: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", + " if isinstance(obj, collections.Iterator):\n", + "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2366: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", + " return list(data) if isinstance(data, collections.MappingView) else data\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 定义训练程序\r\n", + "test_program = fluid.default_main_program().clone(for_test=True)\r\n", + "use_cuda = False\r\n", + "place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace()\r\n", + "exe = fluid.Executor(place)\r\n", + "exe.run(fluid.default_startup_program())\r\n", + "\r\n", + "feeder = fluid.DataFeeder(place=place, feed_list=[x, y])\r\n", + "\r\n", + "losses = []\r\n", + "for pass_id in range(EPOCH_NUM):\r\n", + " loss = []\r\n", + " for batch_id, data in enumerate(train_reader()):\r\n", + " train_cost = exe.run(program=fluid.default_main_program(), feed=feeder.feed(data), fetch_list=[avg_cost]) \r\n", + " loss.append(train_cost[0][0]) \r\n", + " losses.append(np.mean(loss))\r\n", + " if pass_id % 10==0:\r\n", + " print('Epoch:', pass_id, 'loss:', np.mean(loss))\r\n", + "\r\n", + "fluid.io.save_inference_model('./pd', ['x'], [pred], exe)\r\n", + "\r\n", + "plt.figure(dpi=50,figsize=(24,8))\r\n", + "plt.plot(range(EPOCH_NUM), losses)\r\n", + "plt.xlabel('epoch')\r\n", + "plt.ylabel('Loss')\r\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "## 6. 模型评估\n", + "使用评估数据评估训练好的模型,检查预测值与真实值的差异。\n", + "\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/37305efb9e394f2ba863081c399916380c0ca6f030464157b35ea4f92e50abe7)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(30, 480)\n" + ] + } + ], + "source": [ + "infer_exe = fluid.Executor(place)\r\n", + "inference_scope = fluid.core.Scope()\r\n", + "def convert2LODTensor(temp_arr, len_list):\r\n", + " temp_arr = np.array(temp_arr) \r\n", + " temp_arr = temp_arr.flatten().reshape((-1, 1))#把测试样本的array平坦化到一维数据[N,1]的格式\r\n", + " print(temp_arr.shape)\r\n", + " return fluid.create_lod_tensor(\r\n", + " data=temp_arr,#对测试样本来说这里表示样本的平坦化数据列表,维度为[N,1]\r\n", + " recursive_seq_lens =[len_list],#对于测试样本来说这里labels列的数量\r\n", + " place=fluid.CPUPlace()\r\n", + " )#返回:A fluid LoDTensor object with tensor data and recursive_seq_lens info\r\n", + " \r\n", + "def get_tensor_label(mini_batch): \r\n", + " tensor = None\r\n", + " labels = []\r\n", + " \r\n", + " temp_arr = []\r\n", + " len_list = []\r\n", + " for _ in mini_batch: #mini_batch表示测试样本数据\r\n", + " labels.append(_[1]) #收集 label----y----------1维\r\n", + " temp_arr.append(_[0]) #收集序列本身--x---------96维\r\n", + " len_list.append(len(_[0])) #收集每个序列x的长度,和上边x的维度对应,这里全为6\r\n", + " tensor = convert2LODTensor(temp_arr, len_list) \r\n", + " return tensor, labels\r\n", + "\r\n", + "\r\n", + "if flag==0: # 全连接神经网络的数据处理\r\n", + " tester_reader = readers(test_x, test_y)\r\n", + " test_reader = paddle.batch(tester_reader, batch_size=31)\r\n", + " test_data = next(test_reader())\r\n", + " test_x = np.array([data[0] for data in test_data]).astype(\"float32\")\r\n", + " test_y= np.array([data[1] for data in test_data]).astype(\"float32\")\r\n", + "else: # LSTM 网络的数据处理\r\n", + " test_x = test_x.astype(\"float32\")\r\n", + " test_y= test_y.astype(\"float32\")\r\n", + " tester_reader = readers(test_x, test_y)\r\n", + " test_reader = paddle.batch(tester_reader, batch_size=31-day_num)#一次性把样本取完\r\n", + " for mini_batch in test_reader():\r\n", + " test_x,labels = get_tensor_label(mini_batch)#其实就是变成tensor格式的x和y\r\n", + " break\r\n", + " \r\n", + " \r\n", + "print(test_x.shape)\r\n", + "with fluid.scope_guard(inference_scope):\r\n", + " [inference_program, feed_target_names, fetch_targets] =\\\r\n", + " fluid.io.load_inference_model('./pd', infer_exe)\r\n", + " results = infer_exe.run(inference_program,\r\n", + " feed={feed_target_names[0]: test_x},\r\n", + " fetch_list=fetch_targets)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(30, 96)\n", + "(2880,)\n", + "(1, 30, 96)\n", + "(1, 30, 96)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# print(results)\r\n", + "if normalization==0: \r\n", + " results= (Max_y - Min_y)*results+Min_y\r\n", + " test_y= (Max_y - Min_y)*test_y+Min_y\r\n", + "else:\r\n", + " results = results*sgma_y+mu_y\r\n", + " test_y = test_y*sgma_y + mu_y\r\n", + "print(test_y.shape)\r\n", + "\r\n", + "y1 = np.reshape(results, (1,test_y.shape[0]*test_y.shape[1]))\r\n", + "y2 = np.reshape(test_y, (1,test_y.shape[0]*test_y.shape[1]))\r\n", + "print(y1[0, :].shape)\r\n", + "plt.figure(dpi=50,figsize=(24,8))\r\n", + "plt.plot(range(date_n*96), y1[0, :date_n*96], color='r', label='Real')\r\n", + "plt.plot(range(date_n*96), y2[0, :date_n*96], color='g', label='Predict') #绿线为预测值\r\n", + "plt.xlabel('Time', fontsize = 20)\r\n", + "plt.ylabel('Load', fontsize = 20)\r\n", + "plt.legend()\r\n", + "plt.show()\r\n", + "\r\n", + "print(results.shape)\r\n", + "# print(test_y)\r\n", + "s = \"真值-预测分割线 \"\r\n", + "# print(\"{:*^90}\".format(s))\r\n", + "# print(results)\r\n", + "mape = np.mean(np.abs((results - test_y) / test_y)) * 100\r\n", + "error = abs(results - test_y)\r\n", + "# print(mape)\r\n", + "print(results.shape)\r\n", + "test_y.resize((31-day_num,96))\r\n", + "results.resize((31-day_num,96))\r\n", + "error.resize((31-day_num,96))\r\n", + "# print(mape)\r\n", + "# print(error)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "\n", + "## 7. 模型预测\n", + "利用模型对30天后的用电量进行预测,展示效果如下。\n", + "\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/368aa0d887544cc3900633dc45f3e83aa77db0e5ddcf4ac9b121ea1f9939ed53)\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/f16cd1257ff646ea8f5bd46be539a9fa2eafc371b95a443a9d6f51ec8e54aba0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_test_y = pd.DataFrame(test_y)\r\n", + "df_results = pd.DataFrame(results)\r\n", + "df_error = pd.DataFrame(error)\r\n", + "# print(df_results)\r\n", + "\r\n", + "from mpl_toolkits.mplot3d import Axes3D\r\n", + "import matplotlib.pyplot as plt\r\n", + "import pandas as pd\r\n", + "import seaborn as sns\r\n", + "%matplotlib inline\r\n", + "my_dpi=96\r\n", + "plt.figure(figsize=(480/my_dpi, 480/my_dpi), dpi=my_dpi)\r\n", + "data = df_test_y\r\n", + "df=data.unstack().reset_index() \r\n", + "df.columns=[\"X\",\"Y\",\"Z\"]\r\n", + " \r\n", + "df['X']=pd.Categorical(df['X'])\r\n", + "df['X']=df['X'].cat.codes\r\n", + " \r\n", + "fig = plt.figure(figsize=(15,5))\r\n", + "ax = fig.gca(projection='3d')\r\n", + "#交换X,Y,可以旋转90度\r\n", + "surf=ax.plot_trisurf(df['X'], df['Y'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2)\r\n", + "# surf=surf.rotate(90)\r\n", + "fig.colorbar( surf, shrink=0.5, aspect=5)\r\n", + "ax.set_xlabel('Time', fontsize = 15)\r\n", + "ax.set_ylabel('Day', fontsize = 15)\r\n", + "ax.set_zlabel('Load', fontsize = 15)\r\n", + "ax.set_title('Actual value of load', fontsize = 20)\r\n", + "\r\n", + "plt.show()\r\n", + "#********************\r\n", + "data = df_results\r\n", + "df=data.unstack().reset_index() \r\n", + "df.columns=[\"X\",\"Y\",\"Z\"]\r\n", + " \r\n", + "df['X']=pd.Categorical(df['X'])\r\n", + "df['X']=df['X'].cat.codes\r\n", + " \r\n", + "fig = plt.figure(figsize=(15,5))\r\n", + "ax = fig.gca(projection='3d')\r\n", + "#交换X,Y,可以旋转90度\r\n", + "surf=ax.plot_trisurf(df['X'], df['Y'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2)\r\n", + "# surf=surf.rotate(90)\r\n", + "ax.set_xlabel('Time', fontsize = 15)\r\n", + "ax.set_ylabel('Day', fontsize = 15)\r\n", + "ax.set_zlabel('Load', fontsize = 15)\r\n", + "ax.set_title('Predicted value of load', fontsize = 20)\r\n", + "fig.colorbar( surf, shrink=0.5, aspect=5)\r\n", + "plt.show()\r\n", + "#********************\r\n", + "data = df_error\r\n", + "df=data.unstack().reset_index() \r\n", + "df.columns=[\"X\",\"Y\",\"Z\"]\r\n", + " \r\n", + "df['X']=pd.Categorical(df['X'])\r\n", + "df['X']=df['X'].cat.codes\r\n", + " \r\n", + "fig = plt.figure(figsize=(15,5))\r\n", + "ax = fig.gca(projection='3d')\r\n", + "# ax = fig.gca(projection='2d')\r\n", + "#交换X,Y,可以旋转90度\r\n", + "surf=ax.plot_trisurf(df['Y'], df['X'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2)\r\n", + "# surf=surf.rotate(90)\r\n", + "# cax = ax.matshow(surf, cmap='GnBu')\r\n", + "ax.set_xlabel('Time', fontsize = 15)\r\n", + "ax.set_ylabel('Day', fontsize = 15)\r\n", + "ax.set_zlabel('Load', fontsize = 15)\r\n", + "ax.set_title('Predicted error of load', fontsize = 20)\r\n", + "fig.colorbar( surf, shrink=0.5, aspect=10)\r\n", + "plt.show()\r\n", + "#********************画误差图" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "请点击[此处](https://ai.baidu.com/docs#/AIStudio_Project_Notebook/a38e5576)查看本环境基本用法.
\n", + "Please click [here ](https://ai.baidu.com/docs#/AIStudio_Project_Notebook/a38e5576) for more detailed instruction``s. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "PaddlePaddle 2.1.2 (Python 3.5)", + "language": "python", + "name": "py35-paddle1.2.0" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/LICENSE b/LICENSE new file mode 100644 index 00000000..261eeb9e --- /dev/null +++ b/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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z8ttj(AD^cu-1p}beyZ$ZWp3{Jzwb7gZ;MGZEHp%cI|c;7KWhH@)K31V?jIulfQ9_^ z^b3!li{ZS6hKP^+tCY`3&`+<-f1JS|QaJworv4j`a_Cx7D})FQ5pj+FmvebAhWk4y zoPQ^UPHTjJdJhs}eh2L@QXFj%|4s_m-$^0JpR@_JfQ2ZP#rcaAuh+p^ S76dN%M+T5JS&L6k;r|0ml>Joz literal 0 HcmV?d00001 diff --git a/README.md b/README.md index b4a2f6ff..374f13c5 100644 --- a/README.md +++ b/README.md @@ -1,72 +1,459 @@ -# Deep Learning with PaddlePaddle +# 基于神经网络算法的用电量预测 -[![Build Status](https://travis-ci.org/PaddlePaddle/book.svg?branch=develop)](https://travis-ci.org/PaddlePaddle/book) -[![Documentation Status](https://img.shields.io/badge/docs-latest-brightgreen.svg?style=flat)](https://github.com/PaddlePaddle/book/blob/develop/README.md) -[![Documentation Status](https://img.shields.io/badge/中文文档-最新-brightgreen.svg)](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md) +作者信息:linsl1986 (https://github.com/linsl1986) -1. [Fit a Line](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/beginners_guide/basics/fit_a_line/README.html) -1. [Recognize Digits](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/beginners_guide/basics/recognize_digits/README.html) -1. [Image Classification](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/beginners_guide/basics/image_classification/index_en.html) -1. [Word to Vector](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/beginners_guide/basics/word2vec/index_en.html) -1. [Recommender System](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/beginners_guide/basics/recommender_system/index_en.html) -1. [Understand Sentiment](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/beginners_guide/basics/understand_sentiment/index_en.html) -1. [Label Semantic Roles](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/beginners_guide/basics/label_semantic_roles/index_en.html) -1. [Machine Translation](https://www.paddlepaddle.org.cn/documentation/docs/en/develop/beginners_guide/basics/machine_translation/index_en.html) +我在AI Studio上获得白银等级,点亮1个徽章,来互关呀~ https://aistudio.baidu.com/aistudio/personalcenter/thirdview/134639 -## Running the Book +## 1. 简要介绍 + 开展电力系统用电量及负荷预测的目的是:为了电力系统供电范围内电力工业的发展能够适应国民经济和社会发展的需要。 + 用电量及负荷预测是电力工业生产建设计划及经营管理的基础,又是电力系统规划设计的基础。 + 本项目以A地区一年的用电量和相应的气象因素为依据,使用神经网络算法进行电量及负荷预测。 -This book you are reading is interactive -- each chapter can run as a Jupyter Notebook. +## 2. 环境设置 +导入包,设置所用的归一化方法、神经网络结构、训练轮数和预测时间段等信息 -We packed this book, Jupyter, PaddlePaddle, and all dependencies into a Docker image. So you don't need to install anything except Docker. If you are using Windows, please follow [this installation guide](https://www.docker.com/docker-windows). If you are running Mac, please follow [this](https://www.docker.com/docker-mac). For various Linux distros, please refer to https://www.docker.com. If you are using Windows or Mac, you might want to give Docker [more memory and CPUs/cores](http://stackoverflow.com/a/39720010/724872). +```python +import pandas as pd +import numpy as np +import paddle +import paddle.fluid as fluid +import numpy as np +import pickle +from tqdm import tqdm +import matplotlib.pyplot as plt +# 选择归一化方法 +normalization=1 # 0表示Max-min归一化, 1表示Zscore归一化 +# 选择神经网络 +flag = 0 # 0表示全连接神经网络, 1表示LSTM神经网络 +day_num = 1 # 选择前一天的特征作为输入数据。 +# 训练参数设置 +BATCH_SIZE = 5 +learning_rate = 0.001 +EPOCH_NUM = 200 + +# 可视化天数选择,建议大于7,这样才能展示一周的预测情况 +date_n = 7 +``` -Just type -```bash -docker run -d -p 8888:8888 paddlepaddle/book +## 3. 数据集 +本数据集包含了近一年A地区用电量以及气象要素的原始数据,每天有96个时刻的温度,湿度,风速,降雨和用电量。 +具体步骤包括: -``` +1、从excel中读取数据 -This command will download the pre-built Docker image from DockerHub.com and run it in a container. Please direct your Web browser to http://localhost:8888 to read the book. +![](https://ai-studio-static-online.cdn.bcebos.com/aca97352225f44b59160f47217934a31cb28e7c3b33341e9a8d549caae031145) -If you are living in somewhere slow to access DockerHub.com, you might try our mirror server hub.baidubce.com: +2、划分训练集和测试集。由于本项目是基于N天的用电量和气象要素等信息预测N+1天的用电量,因此训练集和测试集的数据是需要连续若干天的,这里有别于多元线性回归时的训练集和测试集的划分过程。 -```bash -docker run -d -p 8888:8888 hub.baidubce.com/paddlepaddle/book +![](https://ai-studio-static-online.cdn.bcebos.com/67cebd27a423473393cd7f8447e0a1c19d7ef6dd85c74d1db6267aba88a7b996) + +3、数据集调整思路 +* 减少特征,也就是不考虑温度,湿度,风速,降雨和负荷数据中的一种或者多种,重新构建输入特征 +* 使用前几天的数据预测性后一天的负荷,修改上面的day_num数值 +* 由于温度,湿度,风速,降雨等数据是可以预测得到的,因此在输入特征中添加后一天的温度,湿度,风速,降雨。 + +讲述数据集的一些基础信息,描述数据集组成等。进行数据集的下载、抽样查看、数据集定义等。 + +```python +# 从excel中读取温度,湿度,风速,降雨和用电量数据 +train_set = [] +test_set = [] +for i in range(5): + sheet = pd.read_excel('work/Load_Forcast.xlsx', + sheet_name = i,usecols = range(1,97)) + train_set.append(sheet[0:365].values)#对应excel中的第2行到366行 + test_set.append(sheet[365:365+31].values)#对应excel中第367行到397行 +print(train_set[0].shape) +print(test_set[0].shape) ``` +```python +#生成训练集和测试集 +def data_pro(train_set, test_set, day_num): + # 定义训练标签数据 + train_y = train_set[4] + # 数据为一年的用电量数据,共365天,由于前一天day_num的数据作为输入,因此需要删去第一天的数据 + train_y = train_y[day_num:, :] + print(train_y.shape) + # print(train_y[0]) #检验是否已经删除了第一天的数据 + + # 选择特征,定义训练的输入数据 + # train_set[0]表示温度数据,train_set[1]:表示湿度数据,train_set[2]:表示风速数据, train_set[3]:表示降雨数据, train_set[4]:表示用电量数据, + + + temperature_data = train_set[0] + humidity_data = train_set[1] + wind_velocity_data = train_set[2] + rainfall_data = train_set[3] + load_data = train_set[4] + + # 将温度,湿度,风速,降雨,用电量合并,成为输入的特征向量,所以有96*5=480列数据 + train_x_temp = np.concatenate((temperature_data,humidity_data, wind_velocity_data, rainfall_data, load_data),axis = 1) + temp = [] + for x in range(day_num): + temp.append(train_x_temp[x:(365-day_num+x), :]) # 训练集的输入train_x中删除第一年的最后一天的数据 + + train_x = np.concatenate(temp, axis=1) + print(train_x.shape) + # print(train_x[363])#检验训练集的输入train_x最后一组数据 + + + # 根据选择特征的定义,修改测试集的数据 + # 修改测试集的标签数据 + test_y = test_set[0-day_num] + test_y = test_y[day_num:, :] + print(test_y.shape) + # 修改测试集的输入数据 + temperature_data = test_set[0] + humidity_data = test_set[1] + wind_velocity_data = test_set[2] + rainfall_data = test_set[3] + load_data = test_set[4] + test_x_temp = np.concatenate((temperature_data,humidity_data, wind_velocity_data, rainfall_data, load_data),axis = 1) + + temp = [] + for x in range(day_num): + temp.append(test_x_temp[x:(31-day_num+x), :]) + # print(test_x_temp[x:(31-day_num+x), :].shape) + + test_x = np.concatenate(temp, axis=1) + print(test_x.shape) -### Training with GPU -By default we are using CPU for training, if you want to train with GPU, the steps are a little different. + return train_x, train_y, test_x, test_y -To make sure GPU can be successfully used from inside container, please install [nvidia-docker](https://github.com/NVIDIA/nvidia-docker). Then run: -```bash -nvidia-docker run -d -p 8888:8888 paddlepaddle/book:latest-gpu +train_x, train_y, test_x, test_y = data_pro(train_set=train_set, test_set=test_set, day_num=day_num) +``` + +```python +#本部分为数据归一化的代码,一般不需要修改 +if normalization==0: # 使用Max-min归一化处理函数 + def normalization_Maxmin(train_x): + Min = np.min(train_x, axis=0) + Max = np.max(train_x, axis=0) + train_x = (train_x-Min)/ (Max - Min) + # 处理异常情况 + train_x[np.isnan(train_x)] = 0 + train_x[np.isinf(train_x)] = 0 + return train_x, Min, Max + + # 对输入数据进行归一化处理 + train_x, Min_x, Max_x = normalization_Maxmin(train_x) + test_x = (test_x -Min_x)/ (Max_x - Min_x) + # 对输出数据进行归一化处理 + train_y, Min_y, Max_y = normalization_Maxmin(train_y) + test_y = (test_y-Min_y)/ (Max_y - Min_y) +else:#zscore归一化处理函数,适用于数据服从正态分布 + def normalization_zscore(train_x): + mu = np.mean(train_x, axis=0) + sigma = np.std(train_x, axis=0) + train_x = (train_x-mu)/sigma + # 处理异常情况 + train_x[np.isnan(train_x)] = 0 + train_x[np.isinf(train_x)] = 0 + return train_x, mu, sigma + + # 对输入数据进行归一化处理 + train_x, mu_x, sgma_x = normalization_zscore(train_x) + test_x = (test_x - mu_x)/sgma_x + # 对输出数据进行归一化处理 + train_y, mu_y, sgma_y = normalization_zscore(train_y) + test_y = (test_y-mu_y)/sgma_y ``` -Or you can use the image registry mirror in China: +## 4. 模型组网 +下面的示例中,使用全连接神经网络,可以修改成其他神经网络,例如LSTM。**注意,因为预测的负荷十五分钟一个时刻,一天共96个时刻,所以输出的维度必须为96。** + +```python +# 定义全连接神经网络 +def Full_connected(input): + hidden1 = fluid.layers.fc(input=input, size=50, act='relu') + hidden2 = fluid.layers.fc(input=hidden1, size=50, act='relu') + hidden3 = fluid.layers.fc(input=hidden2, size=50, act='relu') + hidden4 = fluid.layers.fc(input=hidden3, size=50, act='relu') + prediction = fluid.layers.fc(input=hidden2, size=96, act=None) + return prediction + +# 定义LSTM +def LSTM_pre(x): + # Lstm layer + fc0 = fluid.layers.fc(input=x, size=16) + lstm_h, c = fluid.layers.dynamic_lstm(input=fc0, size=16, is_reverse=False) -```bash -nvidia-docker run -d -p 8888:8888 hub.baidubce.com/paddlepaddle/book:latest-gpu + # max pooling layer + lstm_max = fluid.layers.sequence_pool(input=lstm_h, pool_type='max') + lstm_max_tanh = fluid.layers.tanh(lstm_max) + + # full connect layer + # lstm_max_tanh = fluid.layers.fc(input=lstm_max_tanh, size=16, act='relu') + prediction = fluid.layers.fc(input=lstm_max_tanh, size=96, act=None)# 'tanh') + return prediction ``` +## 5. 模型训练 +使用模型网络结构和数据集进行模型训练。具体包括如下步骤 + +1、定义数据生成器 + +2、定义训练时数据的读取方式、损失函数和优化器 + +3、定义训练程序 + +效果如下 + +![](https://ai-studio-static-online.cdn.bcebos.com/9422192be2204a229ac65dfa63b6b2ce035c843c5f8143f8b8aa944ebe53806a) -Change the code in the chapter that you are reading from ```python +#定义数据生成器 +def readers(x, y): + def reader(): + for i in range(x.shape[0]): + yield x[i], y[i] + return reader + +# 定义数据读取方式 +trainer_reader = readers(train_x, train_y) +train_reader = paddle.batch( + paddle.reader.shuffle( + reader=trainer_reader,buf_size=300), + batch_size=BATCH_SIZE) + +paddle.enable_static()# PaddlePaddle 2.x需要使用这句话才能进行静态模型 + +# 搭建神经网络 +if flag==0: # 使用全连接神经网络 + # 定义神经网络输入和输出, 注意输入的维度必须和选择特征的维度一致, 输出的维度必须为96 + x = fluid.layers.data(name='x', shape=[480*day_num], dtype='float32') + y = fluid.layers.data(name='y', shape=[96], dtype='float32') + + # 选择神经网络 + pred = Full_connected(x) +else: + # 定义神经网络输入和输出, 注意输入的维度必须和选择特征的维度一致, 输出的维度必须为96 + x = fluid.layers.data(name='x', shape=[1], dtype='float32', lod_level=1) + y = fluid.layers.data(name='y', shape=[96], dtype='float32') + + # 选择神经网络 + pred = LSTM_pre(x) + +# 定义损失函数 +cost = fluid.layers.square_error_cost(input=pred, label=y) +avg_cost = fluid.layers.mean(cost) + +# 选择优化器https://www.paddlepaddle.org.cn/documentation/docs/zh/api/paddle/fluid/optimizer/MomentumOptimizer_cn.html +optimizer = fluid.optimizer.MomentumOptimizer(learning_rate=learning_rate, momentum=0.9) +opts = optimizer.minimize(avg_cost) + + +# 定义训练程序 +test_program = fluid.default_main_program().clone(for_test=True) use_cuda = False +place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() +exe = fluid.Executor(place) +exe.run(fluid.default_startup_program()) + +feeder = fluid.DataFeeder(place=place, feed_list=[x, y]) + +losses = [] +for pass_id in range(EPOCH_NUM): + loss = [] + for batch_id, data in enumerate(train_reader()): + train_cost = exe.run(program=fluid.default_main_program(), feed=feeder.feed(data), fetch_list=[avg_cost]) + loss.append(train_cost[0][0]) + losses.append(np.mean(loss)) + if pass_id % 10==0: + print('Epoch:', pass_id, 'loss:', np.mean(loss)) + +fluid.io.save_inference_model('./pd', ['x'], [pred], exe) + +plt.figure(dpi=50,figsize=(24,8)) +plt.plot(range(EPOCH_NUM), losses) +plt.xlabel('epoch') +plt.ylabel('Loss') +plt.show() + +``` + +## 6. 模型评估 +使用评估数据评估训练好的模型,检查预测值与真实值的差异。 + +![](https://ai-studio-static-online.cdn.bcebos.com/37305efb9e394f2ba863081c399916380c0ca6f030464157b35ea4f92e50abe7) + +```python +infer_exe = fluid.Executor(place) +inference_scope = fluid.core.Scope() +def convert2LODTensor(temp_arr, len_list): + temp_arr = np.array(temp_arr) + temp_arr = temp_arr.flatten().reshape((-1, 1))#把测试样本的array平坦化到一维数据[N,1]的格式 + print(temp_arr.shape) + return fluid.create_lod_tensor( + data=temp_arr,#对测试样本来说这里表示样本的平坦化数据列表,维度为[N,1] + recursive_seq_lens =[len_list],#对于测试样本来说这里labels列的数量 + place=fluid.CPUPlace() + )#返回:A fluid LoDTensor object with tensor data and recursive_seq_lens info + +def get_tensor_label(mini_batch): + tensor = None + labels = [] + + temp_arr = [] + len_list = [] + for _ in mini_batch: #mini_batch表示测试样本数据 + labels.append(_[1]) #收集 label----y----------1维 + temp_arr.append(_[0]) #收集序列本身--x---------96维 + len_list.append(len(_[0])) #收集每个序列x的长度,和上边x的维度对应,这里全为6 + tensor = convert2LODTensor(temp_arr, len_list) + return tensor, labels + + +if flag==0: # 全连接神经网络的数据处理 + tester_reader = readers(test_x, test_y) + test_reader = paddle.batch(tester_reader, batch_size=31) + test_data = next(test_reader()) + test_x = np.array([data[0] for data in test_data]).astype("float32") + test_y= np.array([data[1] for data in test_data]).astype("float32") +else: # LSTM 网络的数据处理 + test_x = test_x.astype("float32") + test_y= test_y.astype("float32") + tester_reader = readers(test_x, test_y) + test_reader = paddle.batch(tester_reader, batch_size=31-day_num)#一次性把样本取完 + for mini_batch in test_reader(): + test_x,labels = get_tensor_label(mini_batch)#其实就是变成tensor格式的x和y + break + + +print(test_x.shape) +with fluid.scope_guard(inference_scope): + [inference_program, feed_target_names, fetch_targets] =\ + fluid.io.load_inference_model('./pd', infer_exe) + results = infer_exe.run(inference_program, + feed={feed_target_names[0]: test_x}, + fetch_list=fetch_targets) + ``` -to: ```python -use_cuda = True + +# print(results) +if normalization==0: + results= (Max_y - Min_y)*results+Min_y + test_y= (Max_y - Min_y)*test_y+Min_y +else: + results = results*sgma_y+mu_y + test_y = test_y*sgma_y + mu_y +print(test_y.shape) + +y1 = np.reshape(results, (1,test_y.shape[0]*test_y.shape[1])) +y2 = np.reshape(test_y, (1,test_y.shape[0]*test_y.shape[1])) +print(y1[0, :].shape) +plt.figure(dpi=50,figsize=(24,8)) +plt.plot(range(date_n*96), y1[0, :date_n*96], color='r', label='Real') +plt.plot(range(date_n*96), y2[0, :date_n*96], color='g', label='Predict') #绿线为预测值 +plt.xlabel('Time', fontsize = 20) +plt.ylabel('Load', fontsize = 20) +plt.legend() +plt.show() + +print(results.shape) +# print(test_y) +s = "真值-预测分割线 " +# print("{:*^90}".format(s)) +# print(results) +mape = np.mean(np.abs((results - test_y) / test_y)) * 100 +error = abs(results - test_y) +# print(mape) +print(results.shape) +test_y.resize((31-day_num,96)) +results.resize((31-day_num,96)) +error.resize((31-day_num,96)) +# print(mape) +# print(error) + ``` -## Contribute +## 7. 模型预测 +利用模型对30天后的用电量进行预测,展示效果如下。 + +![](https://ai-studio-static-online.cdn.bcebos.com/368aa0d887544cc3900633dc45f3e83aa77db0e5ddcf4ac9b121ea1f9939ed53) +![](https://ai-studio-static-online.cdn.bcebos.com/f16cd1257ff646ea8f5bd46be539a9fa2eafc371b95a443a9d6f51ec8e54aba0) -Your contribution is welcome! Please feel free to file Pull Requests to add your chapter as a directory under `/pending`. Once it is going stable, the community would like to move it to `/`. -To write, run, and debug your chapters, you will need Python 2.x, Go >1.5. You can build the Docker image using [this script](https://github.com/PaddlePaddle/book/blob/develop/.tools/convert-markdown-into-ipynb-and-test.sh). -This tutorial is contributed by PaddlePaddle, and licensed under a Creative Commons Attribution-ShareAlike 4.0 International License. +```python +df_test_y = pd.DataFrame(test_y) +df_results = pd.DataFrame(results) +df_error = pd.DataFrame(error) +# print(df_results) + +from mpl_toolkits.mplot3d import Axes3D +import matplotlib.pyplot as plt +import pandas as pd +import seaborn as sns +%matplotlib inline +my_dpi=96 +plt.figure(figsize=(480/my_dpi, 480/my_dpi), dpi=my_dpi) +data = df_test_y +df=data.unstack().reset_index() +df.columns=["X","Y","Z"] + +df['X']=pd.Categorical(df['X']) +df['X']=df['X'].cat.codes + +fig = plt.figure(figsize=(15,5)) +ax = fig.gca(projection='3d') +#交换X,Y,可以旋转90度 +surf=ax.plot_trisurf(df['X'], df['Y'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2) +# surf=surf.rotate(90) +fig.colorbar( surf, shrink=0.5, aspect=5) +ax.set_xlabel('Time', fontsize = 15) +ax.set_ylabel('Day', fontsize = 15) +ax.set_zlabel('Load', fontsize = 15) +ax.set_title('Actual value of load', fontsize = 20) + +plt.show() +#******************** +data = df_results +df=data.unstack().reset_index() +df.columns=["X","Y","Z"] + +df['X']=pd.Categorical(df['X']) +df['X']=df['X'].cat.codes + +fig = plt.figure(figsize=(15,5)) +ax = fig.gca(projection='3d') +#交换X,Y,可以旋转90度 +surf=ax.plot_trisurf(df['X'], df['Y'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2) +# surf=surf.rotate(90) +ax.set_xlabel('Time', fontsize = 15) +ax.set_ylabel('Day', fontsize = 15) +ax.set_zlabel('Load', fontsize = 15) +ax.set_title('Predicted value of load', fontsize = 20) +fig.colorbar( surf, shrink=0.5, aspect=5) +plt.show() +#******************** +data = df_error +df=data.unstack().reset_index() +df.columns=["X","Y","Z"] + +df['X']=pd.Categorical(df['X']) +df['X']=df['X'].cat.codes + +fig = plt.figure(figsize=(15,5)) +ax = fig.gca(projection='3d') +# ax = fig.gca(projection='2d') +#交换X,Y,可以旋转90度 +surf=ax.plot_trisurf(df['Y'], df['X'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2) +# surf=surf.rotate(90) +# cax = ax.matshow(surf, cmap='GnBu') +ax.set_xlabel('Time', fontsize = 15) +ax.set_ylabel('Day', fontsize = 15) +ax.set_zlabel('Load', fontsize = 15) +ax.set_title('Predicted error of load', fontsize = 20) +fig.colorbar( surf, shrink=0.5, aspect=10) +plt.show() +#********************画误差图 + +``` From 5df81254e6a8b613502fc10f3b23b03fa3d45a22 Mon Sep 17 00:00:00 2001 From: linsl1986 <88714533+linsl1986@users.noreply.github.com> Date: Sat, 13 Nov 2021 05:48:33 +0800 Subject: [PATCH 05/10] Add files via upload --- 2327609.ipynb | 238 ++++++++++++++++---------------------------------- 1 file changed, 73 insertions(+), 165 deletions(-) diff --git a/2327609.ipynb b/2327609.ipynb index ecac1ef9..7b2e97ec 100644 --- a/2327609.ipynb +++ b/2327609.ipynb @@ -13,10 +13,23 @@ "我在AI Studio上获得白银等级,点亮1个徽章,来互关呀~ https://aistudio.baidu.com/aistudio/personalcenter/thirdview/134639\n", "\n", "## 1. 简要介绍\n", - " 开展电力系统用电量及负荷预测的目的是:为了电力系统供电范围内电力工业的发展能够适应国民经济和社会发展的需要。\n", - " 用电量及负荷预测是电力工业生产建设计划及经营管理的基础,又是电力系统规划设计的基础。\n", - " 本项目以A地区一年的用电量和相应的气象因素为依据,使用神经网络算法进行电量及负荷预测。\n", "\n", + "开展电力系统用电量及负荷预测的目的是:为了电力系统供电范围内电力工业的发展能够适应国民经济和社会发展的需要。\n", + "\n", + "用电量及负荷预测是电力工业生产建设计划及经营管理的基础,又是电力系统规划设计的基础。\n", + "\n", + "本项目以A地区一年的用电量和相应的气象因素为依据,使用神经网络算法进行电量及负荷预测。\n", + " \n", + "![](https://ai-studio-static-online.cdn.bcebos.com/e5c095b80f4c458ab07f6ef66875f913dfe2e89f147846d5b269ef43275390d1)\n", + "\n", + "本项目使用神经网络模型进行预测,其基本流程如图\n", + "\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/dfd2960f92bb4491800d192b9c4a933bf4cbb6af514142a1be05bf80749bb92b)\n", + "\n", + "神经网络模型预测的基本原理如下\n", + "\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/de13ac95dd754ab187cc22d76ed7b29b765c73a267064c42b6f19ea7b7329d66)\n", + " \n", "## 2. 环境设置\n", "导入包,设置所用的归一化方法、神经网络结构、训练轮数和预测时间段等信息\n" ] @@ -27,20 +40,7 @@ "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/__init__.py:107: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", - " from collections import MutableMapping\n", - "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/rcsetup.py:20: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", - " from collections import Iterable, Mapping\n", - "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/colors.py:53: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", - " from collections import Sized\n" - ] - } - ], + "outputs": [], "source": [ "import pandas as pd\r\n", "import numpy as np\r\n", @@ -53,7 +53,7 @@ "# 选择归一化方法\r\n", "normalization=1 # 0表示Max-min归一化, 1表示Zscore归一化\r\n", "# 选择神经网络\r\n", - "flag = 0 # 0表示全连接神经网络, 1表示LSTM神经网络\r\n", + "flag = 1 # 0表示全连接神经网络, 1表示LSTM神经网络\r\n", "day_num = 1 # 选择前一天的特征作为输入数据。\r\n", "# 训练参数设置\r\n", "BATCH_SIZE = 5\r\n", @@ -128,18 +128,7 @@ "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(364, 96)\n", - "(364, 480)\n", - "(30, 96)\n", - "(30, 480)\n" - ] - } - ], + "outputs": [], "source": [ "#生成训练集和测试集\r\n", "def data_pro(train_set, test_set, day_num):\r\n", @@ -301,9 +290,7 @@ "\n", "3、定义训练程序\n", "\n", - "效果如下\n", "\n", - "![](https://ai-studio-static-online.cdn.bcebos.com/9422192be2204a229ac65dfa63b6b2ce035c843c5f8143f8b8aa944ebe53806a)\n", "\n" ] }, @@ -325,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -367,58 +354,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0 loss: 1.1151296\n", - "Epoch: 10 loss: 0.15404606\n", - "Epoch: 20 loss: 0.13686994\n", - "Epoch: 30 loss: 0.12620154\n", - "Epoch: 40 loss: 0.11993254\n", - "Epoch: 50 loss: 0.11418716\n", - "Epoch: 60 loss: 0.10808734\n", - "Epoch: 70 loss: 0.10360893\n", - "Epoch: 80 loss: 0.09905642\n", - "Epoch: 90 loss: 0.094708666\n", - "Epoch: 100 loss: 0.090344004\n", - "Epoch: 110 loss: 0.08762974\n", - "Epoch: 120 loss: 0.08389911\n", - "Epoch: 130 loss: 0.08119105\n", - "Epoch: 140 loss: 0.07857406\n", - "Epoch: 150 loss: 0.07300305\n", - "Epoch: 160 loss: 0.07000438\n", - "Epoch: 170 loss: 0.06870857\n", - "Epoch: 180 loss: 0.06455473\n", - "Epoch: 190 loss: 0.062369313\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2349: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", - " if isinstance(obj, collections.Iterator):\n", - "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2366: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", - " return list(data) if isinstance(data, collections.MappingView) else data\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "

" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 定义训练程序\r\n", "test_program = fluid.default_main_program().clone(for_test=True)\r\n", @@ -454,27 +394,27 @@ "collapsed": false }, "source": [ - "## 6. 模型评估\n", - "使用评估数据评估训练好的模型,检查预测值与真实值的差异。\n", + "效果如下\n", "\n", - "![](https://ai-studio-static-online.cdn.bcebos.com/37305efb9e394f2ba863081c399916380c0ca6f030464157b35ea4f92e50abe7)\n" + "![](https://ai-studio-static-online.cdn.bcebos.com/9422192be2204a229ac65dfa63b6b2ce035c843c5f8143f8b8aa944ebe53806a)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "## 6. 模型评估\n" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(30, 480)\n" - ] - } - ], + "outputs": [], "source": [ "infer_exe = fluid.Executor(place)\r\n", "inference_scope = fluid.core.Scope()\r\n", @@ -529,32 +469,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(30, 96)\n", - "(2880,)\n", - "(1, 30, 96)\n", - "(1, 30, 96)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# print(results)\r\n", "if normalization==0: \r\n", @@ -598,61 +517,28 @@ "collapsed": false }, "source": [ + "使用评估数据评估训练好的模型,检查预测值与真实值的差异。\n", "\n", - "## 7. 模型预测\n", - "利用模型对30天后的用电量进行预测,展示效果如下。\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/37305efb9e394f2ba863081c399916380c0ca6f030464157b35ea4f92e50abe7)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ "\n", - "![](https://ai-studio-static-online.cdn.bcebos.com/368aa0d887544cc3900633dc45f3e83aa77db0e5ddcf4ac9b121ea1f9939ed53)\n", - "![](https://ai-studio-static-online.cdn.bcebos.com/f16cd1257ff646ea8f5bd46be539a9fa2eafc371b95a443a9d6f51ec8e54aba0)\n" + "## 7. 模型预测\n" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "collapsed": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df_test_y = pd.DataFrame(test_y)\r\n", "df_results = pd.DataFrame(results)\r\n", @@ -728,6 +614,28 @@ "#********************画误差图" ] }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "利用模型对30天后的用电量进行预测,展示效果如下。\n", + "\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/368aa0d887544cc3900633dc45f3e83aa77db0e5ddcf4ac9b121ea1f9939ed53)\n", + "![](https://ai-studio-static-online.cdn.bcebos.com/f16cd1257ff646ea8f5bd46be539a9fa2eafc371b95a443a9d6f51ec8e54aba0)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "## 8. 心得总结\n", + "本项目利用前几天的气象因素和用电量预测未来一段时间的用电量,从原理上比简单的时间序列预测模型更加可靠,因为仅凭历年同一天的用电量去预测其他年份当天的用电量未能从用电量的众多影响因素去建立模型,未来有望在空气质量预测以及水环境质量预测等领域应用。\n" + ] + }, { "cell_type": "markdown", "metadata": { @@ -741,7 +649,7 @@ ], "metadata": { "kernelspec": { - "display_name": "PaddlePaddle 2.1.2 (Python 3.5)", + "display_name": "Python 3", "language": "python", "name": "py35-paddle1.2.0" }, From 29a994c5d5fcd32d628afa1b88e24b017667531a Mon Sep 17 00:00:00 2001 From: linsl1986 <88714533+linsl1986@users.noreply.github.com> Date: Sat, 13 Nov 2021 05:49:04 +0800 Subject: [PATCH 06/10] Add files via upload --- README.md | 40 ++++++++++++++++++++++++++++------------ 1 file changed, 28 insertions(+), 12 deletions(-) diff --git a/README.md b/README.md index 374f13c5..3631d258 100644 --- a/README.md +++ b/README.md @@ -5,9 +5,23 @@ 我在AI Studio上获得白银等级,点亮1个徽章,来互关呀~ https://aistudio.baidu.com/aistudio/personalcenter/thirdview/134639 ## 1. 简要介绍 - 开展电力系统用电量及负荷预测的目的是:为了电力系统供电范围内电力工业的发展能够适应国民经济和社会发展的需要。 - 用电量及负荷预测是电力工业生产建设计划及经营管理的基础,又是电力系统规划设计的基础。 - 本项目以A地区一年的用电量和相应的气象因素为依据,使用神经网络算法进行电量及负荷预测。 + +开展电力系统用电量及负荷预测的目的是:为了电力系统供电范围内电力工业的发展能够适应国民经济和社会发展的需要。 + +用电量及负荷预测是电力工业生产建设计划及经营管理的基础,又是电力系统规划设计的基础。 + +本项目以A地区一年的用电量和相应的气象因素为依据,使用神经网络算法进行电量及负荷预测。 + +![](https://ai-studio-static-online.cdn.bcebos.com/e5c095b80f4c458ab07f6ef66875f913dfe2e89f147846d5b269ef43275390d1) + +本项目使用神经网络模型进行预测,其基本流程如图 + +![](https://ai-studio-static-online.cdn.bcebos.com/dfd2960f92bb4491800d192b9c4a933bf4cbb6af514142a1be05bf80749bb92b) + +神经网络模型预测的基本原理如下 + +![](https://ai-studio-static-online.cdn.bcebos.com/de13ac95dd754ab187cc22d76ed7b29b765c73a267064c42b6f19ea7b7329d66) + ## 2. 环境设置 导入包,设置所用的归一化方法、神经网络结构、训练轮数和预测时间段等信息 @@ -202,9 +216,7 @@ def LSTM_pre(x): 3、定义训练程序 -效果如下 -![](https://ai-studio-static-online.cdn.bcebos.com/9422192be2204a229ac65dfa63b6b2ce035c843c5f8143f8b8aa944ebe53806a) ```python #定义数据生成器 @@ -276,12 +288,13 @@ plt.ylabel('Loss') plt.show() ``` +效果如下 + +![](https://ai-studio-static-online.cdn.bcebos.com/9422192be2204a229ac65dfa63b6b2ce035c843c5f8143f8b8aa944ebe53806a) ## 6. 模型评估 使用评估数据评估训练好的模型,检查预测值与真实值的差异。 -![](https://ai-studio-static-online.cdn.bcebos.com/37305efb9e394f2ba863081c399916380c0ca6f030464157b35ea4f92e50abe7) - ```python infer_exe = fluid.Executor(place) inference_scope = fluid.core.Scope() @@ -375,12 +388,10 @@ error.resize((31-day_num,96)) ``` -## 7. 模型预测 -利用模型对30天后的用电量进行预测,展示效果如下。 - -![](https://ai-studio-static-online.cdn.bcebos.com/368aa0d887544cc3900633dc45f3e83aa77db0e5ddcf4ac9b121ea1f9939ed53) -![](https://ai-studio-static-online.cdn.bcebos.com/f16cd1257ff646ea8f5bd46be539a9fa2eafc371b95a443a9d6f51ec8e54aba0) +![](https://ai-studio-static-online.cdn.bcebos.com/37305efb9e394f2ba863081c399916380c0ca6f030464157b35ea4f92e50abe7) +## 7. 模型预测 +利用模型对30天后的用电量进行预测, ```python df_test_y = pd.DataFrame(test_y) @@ -457,3 +468,8 @@ plt.show() #********************画误差图 ``` +展示效果如下。 + +![](https://ai-studio-static-online.cdn.bcebos.com/368aa0d887544cc3900633dc45f3e83aa77db0e5ddcf4ac9b121ea1f9939ed53) +![](https://ai-studio-static-online.cdn.bcebos.com/f16cd1257ff646ea8f5bd46be539a9fa2eafc371b95a443a9d6f51ec8e54aba0) + From 485bf5a0c6ee471f628c103e40c124bef4fc8085 Mon Sep 17 00:00:00 2001 From: linsl1986 <88714533+linsl1986@users.noreply.github.com> Date: Sat, 13 Nov 2021 05:52:39 +0800 Subject: [PATCH 07/10] Add files via upload From 97960db98f9782d974230425718078aa400caba6 Mon Sep 17 00:00:00 2001 From: linsl1986 <88714533+linsl1986@users.noreply.github.com> Date: Sat, 13 Nov 2021 05:55:39 +0800 Subject: [PATCH 08/10] Update Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main --- ...ion-based-on-neural-network-algorithm-main | 41 +++++++++++++------ 1 file changed, 29 insertions(+), 12 deletions(-) diff --git a/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main b/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main index 1d5d13a6..ad41b933 100644 --- a/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main +++ b/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main @@ -5,9 +5,22 @@ 我在AI Studio上获得白银等级,点亮1个徽章,来互关呀~ https://aistudio.baidu.com/aistudio/personalcenter/thirdview/134639 ## 1. 简要介绍 - 开展电力系统用电量及负荷预测的目的是:为了电力系统供电范围内电力工业的发展能够适应国民经济和社会发展的需要。 - 用电量及负荷预测是电力工业生产建设计划及经营管理的基础,又是电力系统规划设计的基础。 - 本项目以A地区一年的用电量和相应的气象因素为依据,使用神经网络算法进行电量及负荷预测。 +开展电力系统用电量及负荷预测的目的是:为了电力系统供电范围内电力工业的发展能够适应国民经济和社会发展的需要。 + +用电量及负荷预测是电力工业生产建设计划及经营管理的基础,又是电力系统规划设计的基础。 + +本项目以A地区一年的用电量和相应的气象因素为依据,使用神经网络算法进行电量及负荷预测。 + +![](https://ai-studio-static-online.cdn.bcebos.com/e5c095b80f4c458ab07f6ef66875f913dfe2e89f147846d5b269ef43275390d1) + +本项目使用神经网络模型进行预测,其基本流程如图 + +![](https://ai-studio-static-online.cdn.bcebos.com/dfd2960f92bb4491800d192b9c4a933bf4cbb6af514142a1be05bf80749bb92b) + +神经网络模型预测的基本原理如下 + +![](https://ai-studio-static-online.cdn.bcebos.com/de13ac95dd754ab187cc22d76ed7b29b765c73a267064c42b6f19ea7b7329d66) + ## 2. 环境设置 导入包,设置所用的归一化方法、神经网络结构、训练轮数和预测时间段等信息 @@ -202,9 +215,6 @@ def LSTM_pre(x): 3、定义训练程序 -效果如下 - -![](https://ai-studio-static-online.cdn.bcebos.com/9422192be2204a229ac65dfa63b6b2ce035c843c5f8143f8b8aa944ebe53806a) ```python #定义数据生成器 @@ -277,10 +287,15 @@ plt.show() ``` +效果如下 + +![](https://ai-studio-static-online.cdn.bcebos.com/9422192be2204a229ac65dfa63b6b2ce035c843c5f8143f8b8aa944ebe53806a) + + ## 6. 模型评估 使用评估数据评估训练好的模型,检查预测值与真实值的差异。 -![](https://ai-studio-static-online.cdn.bcebos.com/37305efb9e394f2ba863081c399916380c0ca6f030464157b35ea4f92e50abe7) + ```python infer_exe = fluid.Executor(place) @@ -374,13 +389,10 @@ error.resize((31-day_num,96)) ``` +![](https://ai-studio-static-online.cdn.bcebos.com/37305efb9e394f2ba863081c399916380c0ca6f030464157b35ea4f92e50abe7) ## 7. 模型预测 -利用模型对30天后的用电量进行预测,展示效果如下。 - -![](https://ai-studio-static-online.cdn.bcebos.com/368aa0d887544cc3900633dc45f3e83aa77db0e5ddcf4ac9b121ea1f9939ed53) -![](https://ai-studio-static-online.cdn.bcebos.com/f16cd1257ff646ea8f5bd46be539a9fa2eafc371b95a443a9d6f51ec8e54aba0) - +利用模型对30天后的用电量进行预测, ```python df_test_y = pd.DataFrame(test_y) @@ -458,3 +470,8 @@ plt.show() ``` +展示效果如下。 + +![](https://ai-studio-static-online.cdn.bcebos.com/368aa0d887544cc3900633dc45f3e83aa77db0e5ddcf4ac9b121ea1f9939ed53) +![](https://ai-studio-static-online.cdn.bcebos.com/f16cd1257ff646ea8f5bd46be539a9fa2eafc371b95a443a9d6f51ec8e54aba0) + From c240f3266fdf5ae81a9e0b2dec786540b815e01b Mon Sep 17 00:00:00 2001 From: linsl1986 <88714533+linsl1986@users.noreply.github.com> Date: Sat, 13 Nov 2021 05:56:39 +0800 Subject: [PATCH 09/10] Add files via upload --- ...based-on-neural-network-algorithm-main.zip | Bin 1457319 -> 1052484 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main.zip b/Prediction-of-electricity-consumption-based-on-neural-network-algorithm-main.zip index ac03a270f3ed9ccbd589da13a91ed834f09aeb71..ad1e9ffe106dcc0debf8cd74ffc3b15c8979d223 100644 GIT binary patch literal 1052484 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Date: Sat, 13 Nov 2021 06:03:46 +0800 Subject: [PATCH 10/10] Add files via upload

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