The main mathematical problems arising in connection with the development of measuring and computing complexes that are used in various fields of science and technology are formulated and discussed. Issues of development and mathematical substantiation of stable estimation (filtration) algorithms and adequacy of mathematical models to real objects are considered. Most of the results are given in the monographic literature for the first time.