Taking the human out of decomposition-based optimization via artificial intelligence, Part II: Learning to initialize

Keyphrases

• Artificial Intelligence 100%
• Active Learning 100%
• Surrogate Model 100%
• Computation Time 100%
• Initialize 100%
• Decomposition-based Optimization 100%
• Computational Performance 50%
• Solution Method 50%
• Decomposition Method 50%
• Machine Learning Approach 50%
• Data Required 50%
• Control Problem 50%
• Multiple Steps 50%
• Supervised Learning 50%
• Solution Time 50%
• Process Systems Engineering 50%
• Large-scale Optimization Problems 50%
• Generalized Benders Decomposition 50%
• Engineering Tasks 50%
• Master Problem 50%
• Mixed-integer Model Predictive Control 50%

Mathematics

• Minimizes 100%
• Integer 100%
• Control Problems 100%
• Predictive Model 100%
• Multiple Step 100%
• Benders Decomposition 100%

Chemical Engineering

• Learning System 100%
• Artificial Intelligence 100%
• Predictive Control Model 100%
• Supervised Learning 100%