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:
  • 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

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