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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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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

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

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Name		Name	Last commit message	Last commit date
Latest commit History 2 Commits
(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

pankaj203kumar/Imputation-Modelling-for-Yield-Prediction

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