“…Therefore, vulnerability modeling is of paramount importance and its evaluation is a key step in the chain of flood risk assessment since it links flood hazard to exposure metrics providing an estimate of the expected damage and loss. So far, vulnerability was mainly explored with studies on the assessment of direct potential damage to structures (Armanini et al, 2011;Jakob et al, 2012;Mazzorana et al, 2014), people (e.g., Milanesi et al, 2015Milanesi et al, , 2016Xia et al, 2014), network infrastructures (e.g., Serre et al, 2011), and vehicles (e.g., Arrighi et al, 2015;(e.g., Martínez-Gomariz et al, 2016).…”