Skip to content

donaldte/My-Master-Project-Solar-Radiation-Prediction

BranchesTags

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

12 Commits

.ipynb_checkpoints

.ipynb_checkpoints

 
 

README.md

README.md

 
 

actual_vs_predicted_Bafoussam_ANN.png

actual_vs_predicted_Bafoussam_ANN.png

 
 

actual_vs_predicted_Bafoussam_CNN.png

actual_vs_predicted_Bafoussam_CNN.png

 
 

actual_vs_predicted_Bafoussam_Decision Tree.png

actual_vs_predicted_Bafoussam_Decision Tree.png

 
 

actual_vs_predicted_Bafoussam_FNN.png

actual_vs_predicted_Bafoussam_FNN.png

 
 

actual_vs_predicted_Bafoussam_GBM.png

actual_vs_predicted_Bafoussam_GBM.png

 
 

actual_vs_predicted_Bafoussam_KNN.png

actual_vs_predicted_Bafoussam_KNN.png

 
 

actual_vs_predicted_Bafoussam_LR.png

actual_vs_predicted_Bafoussam_LR.png

 
 

actual_vs_predicted_Bafoussam_LSTM.png

actual_vs_predicted_Bafoussam_LSTM.png

 
 

actual_vs_predicted_Bafoussam_Predicted.png

actual_vs_predicted_Bafoussam_Predicted.png

 
 

actual_vs_predicted_Bafoussam_RNN.png

actual_vs_predicted_Bafoussam_RNN.png

 
 

actual_vs_predicted_Bafoussam_Random Forest.png

actual_vs_predicted_Bafoussam_Random Forest.png

 
 

actual_vs_predicted_Yaounde_ANN.png

actual_vs_predicted_Yaounde_ANN.png

 
 

actual_vs_predicted_Yaounde_CNN.png

actual_vs_predicted_Yaounde_CNN.png

 
 

actual_vs_predicted_Yaounde_Decision Tree.png

actual_vs_predicted_Yaounde_Decision Tree.png

 
 

actual_vs_predicted_Yaounde_FNN.png

actual_vs_predicted_Yaounde_FNN.png

 
 

actual_vs_predicted_Yaounde_GBM.png

actual_vs_predicted_Yaounde_GBM.png

 
 

actual_vs_predicted_Yaounde_KNN.png

actual_vs_predicted_Yaounde_KNN.png

 
 

actual_vs_predicted_Yaounde_LR.png

actual_vs_predicted_Yaounde_LR.png

 
 

actual_vs_predicted_Yaounde_LSTM.png

actual_vs_predicted_Yaounde_LSTM.png

 
 

actual_vs_predicted_Yaounde_RNN.png

actual_vs_predicted_Yaounde_RNN.png

 
 

actual_vs_predicted_Yaounde_Random Forest.png

actual_vs_predicted_Yaounde_Random Forest.png

 
 

actual_vs_predicted_douala_ANN.png

actual_vs_predicted_douala_ANN.png

 
 

actual_vs_predicted_douala_CNN.png

actual_vs_predicted_douala_CNN.png

 
 

actual_vs_predicted_douala_Decision Tree.png

actual_vs_predicted_douala_Decision Tree.png

 
 

actual_vs_predicted_douala_FNN.png

actual_vs_predicted_douala_FNN.png

 
 

actual_vs_predicted_douala_GBM.png

actual_vs_predicted_douala_GBM.png

 
 

actual_vs_predicted_douala_KNN.png

actual_vs_predicted_douala_KNN.png

 
 

actual_vs_predicted_douala_LR.png

actual_vs_predicted_douala_LR.png

 
 

actual_vs_predicted_douala_LSTM.png

actual_vs_predicted_douala_LSTM.png

 
 

actual_vs_predicted_douala_RNN.png

actual_vs_predicted_douala_RNN.png

 
 

actual_vs_predicted_douala_Random Forest.png

actual_vs_predicted_douala_Random Forest.png

 
 

bafoussam.csv

bafoussam.csv

 
 

bertoua.csv

bertoua.csv

 
 

correlation_matrix_heatmap.png

correlation_matrix_heatmap.png

 
 

correlation_matrix_heatmap_Douala.png

correlation_matrix_heatmap_Douala.png

 
 

correlation_matrix_heatmap_Ebolowa.png

correlation_matrix_heatmap_Ebolowa.png

 
 

correlation_matrix_heatmap_Yaounde.png

correlation_matrix_heatmap_Yaounde.png

 
 

correlation_matrix_heatmap_bafoussam.png

correlation_matrix_heatmap_bafoussam.png

 
 

correlation_matrix_heatmap_bertoua.png

correlation_matrix_heatmap_bertoua.png

 
 

correlation_matrix_heatmap_buea.png

correlation_matrix_heatmap_buea.png

 
 

correlation_matrix_heatmap_maroua.png

correlation_matrix_heatmap_maroua.png

 
 

douala.csv

douala.csv

 
 

ebolowa.csv

ebolowa.csv

 
 

error_curve_Bafoussam.png

error_curve_Bafoussam.png

 
 

error_curve_Bafoussam_ANN.png

error_curve_Bafoussam_ANN.png

 
 

error_curve_Bafoussam_CNN.png

error_curve_Bafoussam_CNN.png

 
 

error_curve_Bafoussam_Decision Tree.png

error_curve_Bafoussam_Decision Tree.png

 
 

error_curve_Bafoussam_FNN.png

error_curve_Bafoussam_FNN.png

 
 

error_curve_Bafoussam_GBM.png

error_curve_Bafoussam_GBM.png

 
 

error_curve_Bafoussam_KNN.png

error_curve_Bafoussam_KNN.png

 
 

error_curve_Bafoussam_LR.png

error_curve_Bafoussam_LR.png

 
 

error_curve_Bafoussam_LSTM.png

error_curve_Bafoussam_LSTM.png

 
 

error_curve_Bafoussam_Predicted.png

error_curve_Bafoussam_Predicted.png

 
 

error_curve_Bafoussam_RNN.png

error_curve_Bafoussam_RNN.png

 
 

error_curve_Bafoussam_Random Forest.png

error_curve_Bafoussam_Random Forest.png

 
 

error_curve_Yaounde_ANN.png

error_curve_Yaounde_ANN.png

 
 

error_curve_Yaounde_CNN.png

error_curve_Yaounde_CNN.png

 
 

error_curve_Yaounde_Decision Tree.png

error_curve_Yaounde_Decision Tree.png

 
 

error_curve_Yaounde_FNN.png

error_curve_Yaounde_FNN.png

 
 

error_curve_Yaounde_GBM.png

error_curve_Yaounde_GBM.png

 
 

error_curve_Yaounde_KNN.png

error_curve_Yaounde_KNN.png

 
 

error_curve_Yaounde_LR.png

error_curve_Yaounde_LR.png

 
 

error_curve_Yaounde_LSTM.png

error_curve_Yaounde_LSTM.png

 
 

error_curve_Yaounde_RNN.png

error_curve_Yaounde_RNN.png

 
 

error_curve_Yaounde_Random Forest.png

error_curve_Yaounde_Random Forest.png

 
 

error_curve_douala_ANN.png

error_curve_douala_ANN.png

 
 

error_curve_douala_CNN.png

error_curve_douala_CNN.png

 
 

error_curve_douala_Decision Tree.png

error_curve_douala_Decision Tree.png

 
 

error_curve_douala_FNN.png

error_curve_douala_FNN.png

 
 

error_curve_douala_GBM.png

error_curve_douala_GBM.png

 
 

error_curve_douala_KNN.png

error_curve_douala_KNN.png

 
 

error_curve_douala_LR.png

error_curve_douala_LR.png

 
 

error_curve_douala_LSTM.png

error_curve_douala_LSTM.png

 
 

error_curve_douala_RNN.png

error_curve_douala_RNN.png

 
 

error_curve_douala_Random Forest.png

error_curve_douala_Random Forest.png

 
 

maroua.csv

maroua.csv

 
 

predicted_vs_measured_irradiation Bafoussam.png

predicted_vs_measured_irradiation Bafoussam.png

 
 

predicted_vs_measured_irradiation Bertoua.png

predicted_vs_measured_irradiation Bertoua.png

 
 

predicted_vs_measured_irradiation Yaounde.png

predicted_vs_measured_irradiation Yaounde.png

 
 

predicted_vs_measured_irradiation buea.png

predicted_vs_measured_irradiation buea.png

 
 

predicted_vs_measured_irradiation ebolowa.png

predicted_vs_measured_irradiation ebolowa.png

 
 

predicted_vs_measured_irradiation maroua.png

predicted_vs_measured_irradiation maroua.png

 
 

predicted_vs_measured_irradiation.png

predicted_vs_measured_irradiation.png

 
 

predicted_vs_measured_irradiation_Bafoussam.png

predicted_vs_measured_irradiation_Bafoussam.png

 
 

predicted_vs_measured_irradiation_Yaounde.png

predicted_vs_measured_irradiation_Yaounde.png

 
 

predicted_vs_measured_irradiation_douala.png

predicted_vs_measured_irradiation_douala.png

 
 

solar radiation prediction Douala.ipynb

solar radiation prediction Douala.ipynb

 
 

solar radiation prediction Yaounde.ipynb

solar radiation prediction Yaounde.ipynb

 
 

solar radiation prediction bafoussam.ipynb

solar radiation prediction bafoussam.ipynb

 
 

solar radiation prediction case bertoua.ipynb

solar radiation prediction case bertoua.ipynb

 
 

solar radiation prediction case buea.ipynb

solar radiation prediction case buea.ipynb

 
 

solar radiation prediction case douala.ipynb

solar radiation prediction case douala.ipynb

 
 

solar radiation prediction case ebolowa.ipynb

solar radiation prediction case ebolowa.ipynb

 
 

solar radiation prediction case maroua.ipynb

solar radiation prediction case maroua.ipynb

 
 

solar radiation prediction maroua.ipynb

solar radiation prediction maroua.ipynb

 
 

yaoude.csv

yaoude.csv

 
 

yaounde.csv

yaounde.csv

 
 

Repository files navigation

MASTER PROJECT BY Ing. Tedom Noutchogouin Donald

Prediction of Daily Global Solar Radiation using Different Machine Learning Algorithms: Evaluation and Comparison

Dataset for the 10 Region of Cameroon FROM 1980 TO 2020

  • Source: Modern-Era Retrospective Analysis for Research and Applications (MERRA), version 2
  • Provider: National Aeronautics and Space Administration (NASA) / Goddard Space Flight Center
  • More Information: MERRA-2
  • Site Latitude (Positive means North): 5.476
  • Site Longitude (Positive means East): 10.422
  • Site Altitude (m): 1151
  • Date Beginning: 1980-01-01
  • Date End: 2020-12-31
  • Time Reference (Hour): UT
  • Summarization (Period of Integration): Hour (h)
  • Date - Instant: The date or instant given for each value corresponds to the end of the summarization

Columns:

  1. Temperature (K): Temperature at 2 m above ground
  2. Relative Humidity (%): Relative humidity at 2 m above ground
  3. Pressure (hPa): Pressure at ground level
  4. Wind Speed (m/s): Wind speed at 10 m above ground
  5. Wind Direction (deg): Wind direction at 10 m above ground (0 means from North, 90 from East...)
  6. Rainfall (kg/m2): Rainfall (= rain depth in mm)
  7. Snowfall (kg/m2): Snowfall
  8. Snow Depth (m): Snow depth
  9. Short-wave Irradiation (Wh/m2): Surface incoming shortwave irradiation (broadband)
  • MERRA-2 Meteorological Data

Bafoussam Matrix correlation

alt text

Bafoussam Predicted vs mesured irradiation

alt text

Maroua Matrix correlation

alt text

Maroua Predicted vs mesured irradiation

alt text

Buea Matrix correlation

alt text

Buea Predicted vs mesured irradiation

alt text

About

Solar radiation Prediction Cameroon

Topics

deep-neural-networks machine-learning-algorithms solar region solar-system predictive-modeling ann solar-energy cameroon knn-algorithm cameroun solar-irradiation

Resources

Readme
Activity

Stars

1 star

Watchers

1 watching

Forks

0 forks
Report repository

Releases

No releases published

Packages

No packages published

Languages