Diesel Particulate Filters (DPFs) are devices designed to remove particulate matter (PM) or soot from the exhaust gas of a diesel engine. These particulates, primarily composed of carbonaceous soot and other harmful substances, are a significant source of air pollution and are linked to various health issues. DPFs work by trapping these particles and preventing them from being released into the atmosphere.