Airborne fine (PM 2.5) and coarse (PM 2.5–10) particulate matter was collected from January to December in 2007 in Zonguldak, Turkey using dichotomous Partisol 2025 sampler. Fourteen selected polycyclic aromatic hydrocarbons (PAHs) in particulate matter were determined simultaneously by high-performance liquid chromatography with fluorescence detection (HPLC-FL) and seasonal distributions were examined. The source identification of PAHs in airborne particulates was performed by principal component analysis (PCA) in combination with diagnostic ratios. The predominant PAHs determined in PM 2.5 were pyrene, fluoranthene, benzo[ a]anthracene, chrysene, benzo[ b]fluoranthene and benzo[ a]pyrene. The total concentrations of PAHs were up to 464.0 ng m − 3 in fine and 28.0 ng m − 3 in coarse fraction in winter, whereas in summer times were up to 22.9 and 3.0 ng m − 3 respectively. Approximately 93.3% of total PAHs concentration was determined in PM 2.5 in winter and 84.0% in summer. The concentration levels of PAHs fluctuate significantly within a year with higher means and peak concentrations in the winter compared to that of summer times. Higher benzo( a)pyrene-equivalent (BaPE) concentrations of PAHs were obtained for PM 2.5 especially in winter. The results obtained from PCA in combination with diagnostic ratios revealed that coal combustion and vehicle emissions were the major pollutant sources for both PM 2.5 and PM 2.5–10 associated PAHs in studied area. Two principal components for PM 2.5 and three for PM 2.5–10 were identified and these accounted for 89.4 and 85.2% of the total variance respectively. The emissions from coal combustion were estimated to be the main source of PAHs in the ambient air particulates with contributions of 80.8% of total variance for PM 2.5 and 53.8% for PM 2.5–10.