Table 2 Comparison of different indicators of control strategies.
Parameter/Scenario | Baseline | RMPC | RMPC with Deep Learning |
|---|---|---|---|
Control Strategy | Simple feedback control | Robust Model Predictive Control | RMPC with Deep Learning adjustment |
CHP Power Output Stability | Moderate fluctuations | Reduced fluctuations | Minimally fluctuating, highly stable |
Hydrogen Production | Baseline production levels | Improved production levels | Optimized production levels with better adaptation |
Methane Production | Baseline production levels | Improved production levels | Optimized production levels with better adaptation |
Adaptability to System Changes | Low adaptability | Improved adaptability due to predictive control | High adaptability with real-time adjustments |
Control Accuracy | Baseline accuracy | Improved accuracy | Highest accuracy |
Energy Consumption | Baseline energy usage | Reduced energy usage | Significantly reduced energy usage |
Robustness to Disturbances | Low robustness | Improved robustness | Highest robustness to dynamic operating conditions |
Implementation Complexity | Low complexity | Moderate complexity | High complexity due to deep learning integration |
Simulation Complexity | Simple simulation | More complex simulation with predictive modeling | Most complex simulation with predictive and adaptive modeling |
Overall Performance Improvement | Baseline performance | Improved performance | Significant performance enhancement |
