文件名称:Energy-Consumption-Prediction
- 所属分类:
- 能源行业(电力石油煤炭)
- 资源属性:
- 上传时间:
- 2023-09-05
- 文件大小:
- 2.48mb
- 下载次数:
- 0次
- 提 供 者:
- praba82
- 相关连接:
- 无
- 下载说明:
- 别用迅雷下载,失败请重下,重下不扣分!
介绍说明--下载内容均来自于网络,请自行研究使用
This project focuses on the energy consumption of electrical appliances which are normally used in a low energy consumption house. An IOT based Wireless Sensor is used to track the temperature and humidity conditions of the rooms of the house which are used to predict the electrical consumption of the house appliances. It is also significantly impacted by the weather conditions. In this paper, we try to predict the energy consumption of the appliances using various regression analysis models like Linear Regression, Random Forest, Support Vector Regressor(SVR), K-Neighbors Regressor and so on.
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下载文件列表
压缩包 : Energy-Consumption-Prediction.rar 列表 Energy-Consumption-Prediction-main/Data Visualization/Correlation Heatmap/correlation.png Energy-Consumption-Prediction-main/Data Visualization/Descriptive Statistics/appliances stats.PNG Energy-Consumption-Prediction-main/Data Visualization/Descriptive Statistics/humidity stats.PNG Energy-Consumption-Prediction-main/Data Visualization/Descriptive Statistics/temp stats.PNG Energy-Consumption-Prediction-main/Data Visualization/Descriptive Statistics/weather stats.PNG Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/appliances.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/lights.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/pressure.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rh1.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rh2.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rh3.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rh4.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rh5.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rh6.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rh7.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rh8.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rh9.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rhout.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rv1.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/rv2.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/t1.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/t2.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/t3.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/t4.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/t5.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/t6.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/t7.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/t8.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/t9.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/tdewpoint.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/tout.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/visibility.png Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency/windspeed.png Energy-Consumption-Prediction-main/Data Visualization/Model Performance Results/mae plot.png Energy-Consumption-Prediction-main/Data Visualization/Model Performance Results/mse plot.png Energy-Consumption-Prediction-main/Data Visualization/Model Performance Results/r2 plot.png Energy-Consumption-Prediction-main/Data Visualization/Model Performance Results/rmse plot.png Energy-Consumption-Prediction-main/Data Visualization/Model Performance Results/testing model eval.jpg Energy-Consumption-Prediction-main/Data Visualization/Model Performance Results/training model eval.PNG Energy-Consumption-Prediction-main/dataset description.PNG Energy-Consumption-Prediction-main/energy.ipynb Energy-Consumption-Prediction-main/energydata_complete.csv Energy-Consumption-Prediction-main/README.md Energy-Consumption-Prediction-main/Data Visualization/Correlation Heatmap Energy-Consumption-Prediction-main/Data Visualization/Descriptive Statistics Energy-Consumption-Prediction-main/Data Visualization/Independent Variable Frequency Energy-Consumption-Prediction-main/Data Visualization/Model Performance Results Energy-Consumption-Prediction-main/Data Visualization Energy-Consumption-Prediction-main