Abstract In many problems, it is of interest to analyze and recognize the phenomena occurring at different scales. The recently introduced multiscale framework offers the possibility of such an analysis. In this paper; the development of the multiscale system theory is introduced briefly, and its application in modeling and estimation is presented. The multiscale models, smoothing error models and two kinds of multiscale realizations are described in particular. Some possible research directions are pointed out.