A Critical Literature Review on Rock Petrophysical Properties Estimation from Images Based on Direct Simulation and Machine Learning Techniques

Engineering

• Direct Simulation 100%
• Machine Learning Technique 100%
• Learning System 100%
• Machine Learning Algorithm 50%
• Extracted Feature 33%
• Testing Dataset 16%
• Accurate Prediction 16%
• Applicability 16%
• Finite Volume Method 16%
• Simulation Method 16%
• Effective Diffusivity 16%
• Lattice-Boltzmann Method 16%
• Random Forest 16%
• Reservoir Prediction 16%
• Porosity 16%
• Deep Neural Network 16%
• Deep Learning Method 16%
• Convolutional Neural Network 16%

Material Science

• Lattice-Boltzmann Method 100%
• Diffusivity 100%
• Rocks 100%

Chemical Engineering

• Learning System 100%
• Diffusion 10%
• Neural Network 10%
• Deep Learning Method 10%
• Deep Neural Network 10%