HIGH TECH IN EARTH SPACE RESEARCH

Model of formation of clusters of informative nodes of integrated and distributed data processing in a computer network

Bochkov A.P., Khomonenko A.D., Baranovsky A. M.

The spread of network and computational technologies is relevant when solving applied issues in various areas of human activity. One of these issues is the accumulation of data in network and computing structures.

The solution of the corresponding problem is made on the basis of integrated and distributed data processing in computer networks, which is characterized by the use of intelligent and cognitive data analysis, as well as distance metrics. The purpose of this study is to develop a mathematical model that takes into account the peculiarities of the computing activity of network node devices to calculate its informative load for the estimated time and the formation of clusters of informative nodes (their spaces) in computer networks. On the basis of data mining, it is proposed to consider deviations in the computing activity of network devices as information content of a network node, the ability to generate big data. In further modeling, the methods of the theories of pattern recognition and simulation were used, as well as the distance metrics toolkit, which allow to formalize heterogeneous data, taking into account the peculiarities of computer networks. An element of novelty of the proposed mathematical model is that it takes into account the peculiarities of the data of the computing activity of network node devices for the estimated time by using the Manhattan metric. A computational example of the formation of clusters of informative network nodes and their spaces is given. In the calculations, the author's sensor for modeling random variables is used, which significantly increases the quality of calculations and their clarity. The practical significance of the proposed mathematical model lies, first of all, in the fact that it becomes possible to track the dynamics of changes in information content in network structures with a large number of nodes. This makes it possible to control data processing, in addition, to increase the efficiency of computer networks by taking preventive measures to maintain their technical condition and information security.

Editorial board

Bobrowsky V.I.
(Ph.D., Associate Professor, Head of Department of "INTELTEH")

Borisov V.V.
(Ph.D., Professor, Actual Member of the Academy of Military Sciences, Professor, Department of Computer Science of MPEI)

Budko P.A.
(Ph.D., Professor, Department of Technical communication and automation in S.M. Budjonny Military Academy of the Signal Corps)

Budnikov S.A.
(Ph.D., associate professor, Actual Member of the Academy of Education Informatization, Head of the automated control systems Department in Russian Air Force Military Educational and Scientific Center “Air Force Academy named after Professor N.E. Zhukovsky and Y.A. Gagarin”)

Verhova G.V.
(Ph.D., Professor, Head of Department of Automation communication companies In the Bonch-Bruevich Saint Petersburg State University of Telecommunications)

Goncharevsky V.S.
(Ph.D., Professor, Honored Worker of Science and Technology of the Russian Federation, Professor of technologies and technical support and maintenance of the automated control systems in Military Space Academy of A.F. Mozhaysky)

Komashinskiy V.I.
(Ph.D., Professor, professor of processing and transmission discrete messages in the Bonch-Bruevich Saint Petersburg State University of Telecommunications)

Kirpanev A.V.
(Ph.D., Associate Professor, Head of JSC "Scientific Production Enterprise "Radar MMS")

Kurnosov V.I.
(Ph.D., Professor, Academician of Academy of Sciences of the Arctic, Academician of the International Academy of Informatization, International Academy of defense, security, law and order, corresponding member of the Academy of Natural Sciences, Senior Researcher" Open Joint Stock Company "Scientific Research Institute "Rubin")

Manuilov Y.S.
(Ph.D., Professor, Department of automated control systems space complexes in Military Space Academy of A.F. Mozhaysky)

Morozov A.V.
(Ph.D., Professor, Actual Member of the Academy of Military Sciences, Head of the Department of automated command and control systems in Military Аcademy of troops of antiaircraft defense)

Moshak N.N.
(Ph.D., Associate Professor, head of the department of "INTELTEH")

Prorok V.Y.
(Ph.D., Professor, professor of automatic control systems in Military Space Academy of A.F. Mozhaysky)

Semenov S.S.
(Ph.D., associate professor, professor of technical communication and automation in S.M. Budjonny Military Academy of the Signal Corps)

Sinicyn E.A.
(Ph.D., Professor, Head of the Research Department of JSC "The All-Russian research institute of radio equipment")

Shatrakov Y.G.
(Ph.D., Professor, Honored Worker of Science, Scientific Secretary of JSC "The All-Russian research institute of radio equipment")