Integrated models for prediction and global factors sensitivity analysis of ultrafiltration (UF) membrane fouling: statistics and machine learning approach

Keyphrases

• Sensitivity Analysis 100%
• Membrane Fouling 100%
• Nanofiltration Membrane 100%
• Existing Data 100%
• Process Analysis 100%
• Statistical Learning 100%
• Machine Learning Approach 100%
• Process Modeling 100%
• Prediction Factors 100%
• Global Factors 100%
• Ultrafiltration Membrane Fouling 100%
• Factor Sensitivity 100%
• Feature Analysis 50%
• Future Information 50%
• Prediction Method 50%
• Complex Dynamics 50%
• Observational Data 50%
• Modeling Process 50%
• Uncertain Environment 50%
• Machine Learning 50%
• Rapid Change 50%
• Change Process 50%
• Data-centric 50%
• Traditional Models 50%
• Prediction Model 50%
• Machine Learning Based 50%
• Predictive Modeling 50%
• Supervised Learning 50%
• Data-driven Approach 50%
• Fouling 50%
• Weighting Factor 50%
• Analysis Modeling 50%
• Interpretable Machine Learning 50%
• Environment Pollution 50%
• Time Weight 50%
• Prediction Process 50%
• Tree Model 50%
• Laboratory Measurements 50%
• Likelihood Estimation 50%
• Weight Analysis 50%
• Global Variables 50%
• Data Prediction 50%
• Membrane Fouling Behavior 50%
• Semi-automatic 50%
• Life Extension 50%
• Data Calculation 50%
• Automatic Prediction 50%
• Serial Data 50%
• Self-pollution 50%
• Unknown Data 50%
• Pollution Coefficient 50%
• Working Machines 50%
• Modeling Prediction 50%
• Precise Modeling 50%
• Prediction Analysis 50%

Engineering

• Membrane Fouling 100%
• Learning Approach 100%
• Ultrafiltration 100%
• Learning System 100%
• Model Tree 25%
• Illustrates 25%
• Direct Observation 25%
• Simplifies 25%
• Serial Data 25%
• Fouling Behavior 25%
• Weighting Factor 25%
• Fouling 25%
• Change Process 25%
• Likelihood Estimation 25%
• Rapid Change 25%
• Global Variable 25%

Chemical Engineering

• Learning System 100%
• Ultrafiltration Membrane Fouling 100%
• Membrane Fouling 66%
• Ultrafiltration 66%
• Fouling 33%
• Supervised Learning 33%
• Membrane Fouling Behavior 33%