Robust deep learning model combined with missing input data estimation: Application in a 1000 m³/day high-salinity SWRO plant

Engineering

• Input Data 100%
• Deep Learning Method 100%
• Reverse Osmosis 100%
• Permeate Flow Rate 100%
• Long Short-Term Memory 66%
• Root Mean Square Error 66%
• Long Short-Term Memory Network 66%
• Flow Rate 33%
• Flow Velocity 33%
• Convolutional Neural Network 33%
• Error Value 33%
• Enhanced Model 33%
• Pressure Energy 33%
• Accuracy Improvement 33%
• Desalination Plant 33%
• Operational Data 33%
• Temperature Conductivity 33%

Chemical Engineering

• Reverse Osmosis 100%
• Deep Learning Method 100%
• Long Short-Term Memory 66%
• Neural Network 66%
• Long Short-Term Memory Network 66%
• Oxidation Reduction Potential 33%
• Redox Potential 33%
• Desalinization 33%

Material Science

• Seawater 100%