Introduction - If you have any usage issues, please Google them yourself
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.
Packet : Energy-Consumption-Prediction.rar filelist
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