Based on the data association of information fusion, the problem of applying data association method in fault detection and/or alarming is promoted. The algorithm of multi-sensor multi-model inter-action probability data association is improved. According a time varying system's sensor fault, simulation result is given. The application of the method in the fault detection and/or alarming is discussed.