Introduction The oil and gas industry operates in some of the most thermally demanding and process-intensive environments in the world. In such settings, heat exchangers in oil and gas operations play a vital role in controlling and optimizing heat transfer processes across upstream drilling rigs, midstream transportation, and downstream refining