Abstract: This disclosure relates to a method and system for adaptive learning of physics-based models, data-driven models and hybrid models used in an industrial manufacturing plant. A model-based optimization and advisory device (MOAD) is configured for monitoring performance of data-driven and physics-based models of industrial process units in real-time, computing model quality index for models, triggering adaptive learning of these models and in case of drift in predictions, diagnosing the reasons for drift in predictions. Suggesting re-tuning, re-building, and recreating of the models to achieve highest prediction quality, and automatic deployment of latest models.

Abstract: A heat exchanger includes an inlet header and an outlet header in fluid communication with the inlet header. A conduit is disposed between the inlet header and the outlet header and has an inner surface and an outer surface. A turbulator is positioned in the conduit for disrupting flow of fluid within the conduit. A heat dispersing member is provide on the outer surface of the conduit.