Multi-scale design of MOF-based membrane separation for CO₂/CH₄ mixture via integration of molecular simulation, machine learning and process modeling and simulation

Engineering

• Membranes Separation 100%
• Multiscale 100%
• Methane 100%
• Adsorption 66%
• Diffusivity 66%
• Machine Learning Method 33%
• Adsorption Capacity 33%
• Experimental Result 33%
• Illustrates 33%
• Artificial Neural Network Model 33%
• Artificial Neural Network 33%
• Activation Energy 33%
• Carbon Dioxide Capture 33%
• High Surface Area 33%
• Finite Volume Method 33%
• Mean-Squared-Error 33%
• Hollow-Fiber Membrane 33%

Chemical Engineering

• Learning System 100%
• Membranes Separation 100%
• Methane 100%
• Metal-Organic Frameworks 100%
• Adsorption 50%
• Neural Network 50%
• Diffusion 50%
• Adsorption Isotherm 25%

Keyphrases

• Simulation Machine 100%
• Multiscale Design 100%
• Machine Process 100%
• Self-diffusivity 66%
• Metal-organic Framework Membrane 33%
• Isosteric Adsorption Heat 33%
• IRMOF-1 33%
• Tanks-in-series Model 33%
• Selective Activation 33%