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This repository provides Lastools and R based scripts for 3D LiDAR data processing and imputation modelling for yield prediction at plot and individual tree levels

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pankaj203kumar/Imputation-Modelling-for-Yield-Prediction

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(Lastool_Script)-LiDAR_Boundary.bat
(Lastool_Script)-LiDAR_Boundary.bat
 
 
(Lastool_Script)-LiDAR_Reprojection.bat
(Lastool_Script)-LiDAR_Reprojection.bat
 
 
01-R_Script-Plot_Traditional_KNN_Model.R
01-R_Script-Plot_Traditional_KNN_Model.R
 
 
02-R_Script-Plot_Traditional_RandomForest_Model.R
02-R_Script-Plot_Traditional_RandomForest_Model.R
 
 
03-R_Script-Plot_Spatial-Temporal_KNN_Model.R
03-R_Script-Plot_Spatial-Temporal_KNN_Model.R
 
 
04-R_Script-Plot_Spatial-Temporal_RandomForest_Model.R
04-R_Script-Plot_Spatial-Temporal_RandomForest_Model.R
 
 
05-R_Script-Individual_Tree_Traditional_KNN_Model.R
05-R_Script-Individual_Tree_Traditional_KNN_Model.R
 
 
06-R_Script-Individual_Tree_Traditional_RandomForest_Model.R
06-R_Script-Individual_Tree_Traditional_RandomForest_Model.R
 
 
README.md
README.md
 
 
Scripts_Description.pdf
Scripts_Description.pdf
 
 
Step_1(Lastool_Script)-LiDAR_Clipping.bat
Step_1(Lastool_Script)-LiDAR_Clipping.bat
 
 
Step_10(Lastool_Script)-Individual_Tree_Clipping.bat
Step_10(Lastool_Script)-Individual_Tree_Clipping.bat
 
 
Step_11(Lastool_Script)-Individual_Tree_Standard_Metrics.bat
Step_11(Lastool_Script)-Individual_Tree_Standard_Metrics.bat
 
 
Step_12(R_Script)-Plot_Voxel_Metrics.R
Step_12(R_Script)-Plot_Voxel_Metrics.R
 
 
Step_13(R_Script)-Individual_Tree_Voxel_Metrics.R
Step_13(R_Script)-Individual_Tree_Voxel_Metrics.R
 
 
Step_14(R_Script)-Plot_Integrated_Metrics.R
Step_14(R_Script)-Plot_Integrated_Metrics.R
 
 
Step_15(R_Script)-Individual_Tree_Integrated_Metrics.R
Step_15(R_Script)-Individual_Tree_Integrated_Metrics.R
 
 
Step_2(Lastool_Script)-LiDAR_Histogram.bat
Step_2(Lastool_Script)-LiDAR_Histogram.bat
 
 
Step_3(Lastool_Script)-Noise_Removal.bat
Step_3(Lastool_Script)-Noise_Removal.bat
 
 
Step_4(Lastool_Script)-Ground_Estimation.bat
Step_4(Lastool_Script)-Ground_Estimation.bat
 
 
Step_5(Lastool_Script)-Height_Normalization.bat
Step_5(Lastool_Script)-Height_Normalization.bat
 
 
Step_6(Lastool_Script)-Plot_Standard_Metrics.bat
Step_6(Lastool_Script)-Plot_Standard_Metrics.bat
 
 
Step_7(Lastool_Script)-CHM_Generation.bat
Step_7(Lastool_Script)-CHM_Generation.bat
 
 
Step_8(R_Script)-Individual_Tree_Boundaries.R
Step_8(R_Script)-Individual_Tree_Boundaries.R
 
 
Step_9(ESRI_ArcGIS)-Boundaries_Editing.svg
Step_9(ESRI_ArcGIS)-Boundaries_Editing.svg
 
 

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Imputation-Modelling-for-Yield-Prediction

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This repository provides Lastools and R based scripts for 3D LiDAR data processing and imputation modelling for yield prediction at plot and individual tree levels

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randomforest knn-regression imputation-model lidar-data yield-prediction

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