In this study, a damage detection approach using traffic-induced vibration data of the bridge is developed, employing only direct analyses by means of introducing soft computing methods. Different from identifying the structural damages using inverse analyses, the possible damage patterns of the bridge are assumed according to theoretical and empirical considerations at first. Then, the runn…