Technical Focus
Hybrid Modeling
Combining First-Principles (Kinetics) with Deep Learning to predict reactor behavior under non-steady-state conditions.
Edge Analytics
Deployment of AI-Clusters directly at the plant site to enable sub-second decision making for pressure/temp control.
Predictive Ops
Utilizing Digital Twins to simulate "What-If" scenarios before adjusting physical setpoints in the DCS.
Digital Twin Logic
| Phase | Action | Outcome |
|---|---|---|
| Synchronize | Mapping IIoT sensor streams to HPC Data Lakes via NVMe. | Real-Time Fidelity |
| Simulate | Running CFD-simulations in parallel with live reactor data. | Predictive Deviation Alert |
| Optimize | Automated setpoint adjustment for Maximum Yield & Energy Efficiency. | 15% Energy Reduction |