To investigate population level health effects, however, epidemiological studies have to rely on residential exposure estimates from ambient exposure models because personal exposure or fixed-site measurements are not feasible (Beelen et al., 2009, Bilenko et al., 2015, De Roos et al., 2014 and Gan et al., 2012).