This study is devoted to the problem of state estimate of discrete‐time stochastic systems with Markov jump parameters. A robust algorithm – diagonal interacting multiple model algorithm based on H∞ filtering is presented for manoeuvering target tracking when noise of measurement is of unknown statistics. Extensive Monte Carlo simulations show the effectiveness and superiority of the proposed algorithm.