An algorithm STF-PDA has been presented based on the strong tracking filter with dynamically modifying structure of model.The performance of probability data association (PDA) can be improved by this algorithm.The theoretic analysis shows the algorithm is superior to the PDA with Kalman or extented Kalman filter.Compared with the latter one on simulations the simulations show that this new algorithm is more effective.