FOM vs ROM calibration

1. Simulated systems differ from real ones due to non-linearities and uncertainties. Every simulation, including reduced-order models (ROMs), requires calibration against test bench data.

2. Calibrating the full-order model (FOM) before reduction is inefficient. Fitting a high-dimensional FOM can take weeks, while ROM calibration takes minutes.

3. Our technology utilizes testbench data (IR cameras, thermocouples, etc.) to automatically calibrate model parameters, materials, heat sources, and boundary conditions by solving an inverse problem.

4. The optimizer adjusts model parameters until the cost function converges, minimizing the error between simulated and experimental thermal responses.

- Manual calibration→Automated using our proprietary optimizer, to improve precision while reducing useless calibration tests.

- Calibration discrepancies→Addressed through automated discrepancy correction, ensuring more reliable results.

- Divergencies from real-world behavior→Our technology uses real-world testbench data to automatically calibrate the model parameters, properties, heat sources and boundary conditions, solving an inverse problem.

- High entry barrier for control development→Lowered thanks to intuitive, ready-to-use simulation environments and expert support.