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In this paper, a structural identification algorithm based on multi-phase regression technique is presented for the damage identification of non-degrading hysteretic structures.A multi-rate Kalman filter method is used to reconstruct structural displacement and velocity time histories from sensors.Interstory restoring force is estimated from acceleration response and a priori known structural mass.