The statement of the problem of adaptive estimation of the processes having disorders is presented in the paper. The traditional approach and the neural network approach are used to solve the task. In the first of them, a multi-alternative method based on the Kalman filter bank is used to solve the estimation problems. The alternative approach uses a bank of neural network algorithms. The example of adaptive estimation of processes with disorders is considered in relation to trajectory tracking of a maneuvering object.