Taking MR damping system as research object, the AR-KPCA-Weighted LSSVM prediction model was founded, the damping performance of the system was predicted.The result shows that the lower complication-degree and higher prediction precision are all provided by the AR-KPCA-Weighted LSSVM prediction model. It can be used for the performance prediction and real time state monitoring of the system.