A new approach is presented for detection of distortion-induced fatigue cracking of steel bridge girders. The approach is based on the interpretation of the data provided by self-powered sensors. 3D finite element models are developed to obtain the structural response of the girder. The fatigue life of the girder is determined based on J-integral concept and Paris Law. The proposed method is capable of detecting different damage progression states.