In recent years the downstream industry, which includes refineries that process crude oil into gasoline, has increasingly relied on so-called digital twins -- computer-modeled replicas of actual facilities. They allow companies to run simulations to assess operational issues in real-life facilities, mitigate potential hazards and do predictive maintenance (PdM).