To elucidate the characteristics of fine particulate matter pollutant emitted from a diesel engine, a fossil-based diesel fuel (D100) and two blended fuels consisting of D100 and waste cooking oil (WCO) convered biodiesel (W) are tested with a diesel engine generator at loads of 1.5 kW and 3.0 kW. The blended fuels contain 20% and 40% W and are referred to as W20 and W40, respectively. The PM 2.5 emissions and their polycyclic aromatic hydrocarbon (PAH) and metallic components are investigated. Experimental results show that higher concentrations of PM 2.5 , PM 2.5 -bound ΣPAHs and Σmetals, and ΣBaP eq are generated at the 3.0 kW load, with its greater fuel consumption (FC), than the 1.5 kW load. Additionally, of the three fuels, using W20 emits the lowest concentrations of PM 2.5 , PM 2.5 -bound ΣPAHs, and ΣBaP eq . Specifically, the reduction in ΣBaP eq mainly results from the effective inhibition of HMW-BaP eq . Conversely, when using W40, the PM 2.5 -bound Σmetals significantly decreases, and its composition is strongly affected by the metallic content in the fuel. Although W20 and W40 exhibit higher FC (3.0% more) and brake-specific fuel consumption (BSFC; 3.1% more) than D100, they generate lower concentrations of PM 2.5 (18.1% less), PM 2.5 -bound ΣPAHs (22.8% less) and Σmetals (22.0% less), and ΣBaP eq (35.0% less) at both engine loads. The emission factors of these pollutants in the engine exhaust are also reduced, particularly at the higher load (3.0 kW). Accordingly, WCO-based biodiesel additives may decrease the PM 2.5 , PAHs, and metals exhausted by diesel engines, thus reducing the BaP eq of these emissions.