Carbon equivalent (CE) is a key indicator for evaluating the weldability and hardenability of API 5L PSL2 line pipes used in oil and gas transportation. Unlike carbon content alone, CE reflects the combined influence of alloying elements such as manganese, chromium, molybdenum, vanadium, nickel, and