The diesel particulate filter (DPF) plays a critical role in reducing harmful emissions produced by diesel engines. It captures and stores soot particles from exhaust gases, preventing them from being released into the atmosphere. This is achieved through a porous ceramic honeycomb structure that traps particulate matter while allowing exhaust gases to flow through. The