A sensor fault detection and isolation scheme for battery pack is presented. The proposed diagnostic scheme is with low computational effort. Adaptive extended Kalman filter is applied to help generate the residual. The residuals are evaluated by a statistical inference method. The effectiveness of the proposed scheme is experimentally validated.