Organic Aerosols represent a major fraction of particulate matter in ambient air, that influence significantly the climate and air quality. Their concentration and composition show a large seasonal and regional variability. Primary emission sources have been widely studied, and are now well known and apportioned. VOCs (Volatile Organic Compounds) can undergo photo-oxidation reacting with light and oxidants like OH, NO3, O3, producing less volatile compounds that, through coagulation or nucleation, can form Secondary Organic Aerosols (SOA), which account to a significant part of total OA. To date, air quality models does not succeed to well simulate the SOA fraction in the PM concentration forecasts. The aim of this work is to evaluate the b...