By: Jasmine Chokshi

Re-posted from: https://info.juliahub.com/blog/calibration-of-industrial-hvac-and-battery-systems

Building large scale models for industrial systems requires incorporating the real-world behavior of the system inside the mathematical model. In order to achieve this, models need to be calibrated based on collected experimental data. Calibrating models to data, however, is difficult  due to the behavioral complexity of the models and the challenges that are brought in by the data, such as noise, partial observability or sparsity of the measurements.