3D-Geological-Modeling

This repo is for 3D geological or geotechnical modelling based on machine learning

Important

arcpy is not included in requirements as it needs license!

Models

• K Nearest Neighbour (kNN)
• Support Vector Machine (SVM)
• Random Forest (RF)
• Gradient Boosting Classifiers (GBC)
• Fully Connected Neural Network (NN)
• Ensemble Method
• Indicator Kriging 3D

Directory Structure

3D-Geological-Modeling/
├── src/                    # Source code for the project
│   ├── borehole/           # Borehole data processing modules
│   ├── modeling/           # 3D modeling algorithms (kNN, RF, SVM, etc.)
│   ├── comparison/         # Model comparison scripts
│   ├── arcpy_utils/        # Arcpy utility functions
│   └── utils/              # Shared utility functions
├── examples/               # Examples
├── requirements.txt        # Python dependencies
├── .gitignore
└── README.md

Script Function

3D Modelling

Geological modelling

• Scripts for different modelling methods
• Create visualization model for Hong Kong and removal of land

Geotechnical modelling

• Script for geotechnical model using kNN
• Relationship between CPT and SPT
• Combine SPT with CPT

Model comparison

• Compare accuracy and F1 among medels
• Compare borehole and cross sections among models

Others

• Create and visualize 3D rising mains based on raw data
• Visualize and compare lithological profiles underground
• Visualize and compare SPT profiles underground

Script of toolbox

• Functional tools to create 3D borehole logs, models and cross sections based on GIS