Your simulation converges beautifully, then the plant runs and nothing lines up. This happens because of five compounding issues: wrong thermodynamics, bad boundary conditions, poor data quality, missing controls, and unwritten operating rules. Here's a systematic calibration workflow that takes models from 15% error down to under 5% - proven across dozens of projects in refineries, chemical and other plants...