Журнал «Радиотехника» | Издательство РАДИОТЕХНИКА

N.I. Chervyakov - Dr. Sc. (Eng.), Professor, North-Caucasian Federal University
M.S. Afonin - Post-Graduate Student, North-Caucasian Federal University

The solution of problem of identification of nonlinear discrete stationary dynamic object identification by use a multilayer neural network (MLNN)

R. A. Fayzrakhmanov - Dr.Sc. (Econ.), Professor, Head of Department, Perm National Research Polytechnic University
I. N. Lipatov - Ph.D. (Eng.), Associate Professor, Perm National Research Polytechnic University
Е. V. Dolgova - Dr.Sc. (Econ.), Professor, Head of Department, Perm National Research Polytechnic University

Advantages of learning models

Yu.N. Lapigin - Ph.D. (Econom.), Presidential Academy of National Economy and Public Administration (Vladimir branch). E-mail: L1953@mail.ru

Targeting active forms

Yu.N. Lapygin - Dr. Sc. (Econom.), Professor, Presidential Academy of National Economy and Public Administration (Vladimir branch). E-mail: L1953@mail.ru
D.Yu. Lapygin - Ph. D. (Econom.), Associate Professor, Presidential Academy of National Economy and Public Administration (Vladimir branch). E-mail: lapygin_denis@mail.ru

Reduction of biological age with the combined effects immunomodulator of transfer factor and hypoxic training

A.Ya. Chizhov - Dr.Sc.(Med.), Professor, Peoples' friendship university of Russia. E-mail: ma21@mail.ru
E.S. Zenchuk - Post-graduate Student, Peoples' friendship university of Russia. E-mail: evgeniyaz80@mail.ru
I.V. Radysh - Dr.Sc.(Med.), Professor, Peoples' friendship university of Russia. E-mail: iradysh@mail.ru

Basics of the course «Methods of fractal analysis»

А.А. Potapov - Dr.Sc. (Phys.-Math.), Professor, Institute of Radioengineering and Electronics, Russian Academy of Sciences (IRE RAN), Moscow. E-mail: potapov@cplire.ru
O.B. Bavykin - Associate Professor, Department - Standardization, Metrology and Certification?, Moscow State University of Mechanical Engineering (MAMI). E-mail: smis@mami.ru

Peculiarities of creation and training of the neural network direction finder

K. Yu. Gavrilov - Dr.Sc. (Eng.), Associate Professor, Dean of the faculty of - Radio Electronics for flying vehicles - MAI. E-mail: gavr401.konst.y@mail.ru
V. I. Goncharenko - Dr.Sc. (Eng.), Associate Professor, Director of the Military institute of MAI. E-mail: vladimirgonch@mail.ru
N. A. Dubrovin - Ph.D. (Eng.), Junior Research, CC «Radij TN». E-mail: dubrovin@radiytn.ru

Neuronetwork algorithms of mathematical modeling processes and the phenomena in difficult systems on computer systems of the ultrahigh productivities

A.N. Vasiliev - Dr.Sc. (Eng.), Professor, St.-Petersburg State Polytechnical University. E-mail: a.n.vasilyev@gmail.com
D.A. Tarkhov - Dr.Sc. (Eng.), St.-Petersburg State Polytechnical University. E-mail: dtarkhov@gmail.com

Scientific bases of the hierarchical systems creation for monitoring and evaluating the influence of the transport infrastructure objects on the environment

A.N. Vasilyev - Dr.Sc. (Eng.), Professor, St.-Petersburg State Polytechnical University. E-mail: a.n.vasilyev@gmail.com
V.N. Denisov - Dr.Sc. (Eng.), Professor, St.-Petersburg Mining University. E-mail: 3565451@mail.ru
D.A. Thakhov - Dr.Sc. (Eng.), Professor, St.-Petersburg State Polytechnical University. E-mail: dtarkhov@gmail.com
V.N. Fedotov - Associate Professor, St.-Petersburg Mining University. E-mail: nik2k@mail.ru

The effect of training of eye muscles using light signal on the change of the oculomotor ability with squint

D.A. Usanov - Dr.Sc. (Phys.-Math.), Professor, Head of the Department of Solid State Physics, Saratov State University n.a. N.G. Chernyshevsky. E-mail: UsanovDA@info.sgu.ru
A.V. Skripal - Dr.Sc. (Phys.-Math.), Professor, Head of the Department of Medical Physics, Saratov State University n.a. N.G. Chernyshevsky. E-mail: skripalav@info.sgu.ru
T.B. Usanova - Ph.D. (Med.), Doctor, Children's Department of Ophthalmology Clinic Saratov State Medical University n.a. V.I. Razumovsky

Mathematical models of systems with interval representation of parameters on the basis of geterogeneous neural networks. Temperature field continuation - nonclassical problem statement

A. N. Vasilyev - Dr.Sc. (Eng.), Professor, Department Higher Mathematics, Applied Mathematics and Mechanics Institute, St. Petersburg State Polytechnical University. E-mail: a.n.vasilyev@gmail.com
D. A. Tarkhov - Dr.Sc. (Eng.), Professor, Department Higher Mathematics, Applied Mathematics and Mechanics Institute, St. Petersburg State Polytechnical University. E-mail: dtarkhov@gmail.com

Mathematical models of systems with interval representation of parameters on the basis of heterogeneous neural networks. Porous catalyst

Some properties of the simulation of adaptive neuro-fuzzy systems based on a simplified fuzzy inference

M. V. Bobyr - Dr.Sc. (Eng.), Associate Professor, South-West State University (Kursk). E-mail: fregat_mn@rambler.ru
S. G. Emelyanov - Dr.Sc. (Eng.), Professor, South-West State University (Kursk). E-mail: rector@swsu.ru
N. A. Milostnaya - Ph.D. (Eng.), South-West State University (Kursk). E-mail: nat_mil@mail.ru

Semiotic model of language

А. М. Potapenko - Ph.D. (Eng.), Professor, Department of Information Protection and Communication Systems, South-West State University, Kursk, Russia. E-mail: pam1952@mail.ru
А. G. Yurchenko - Senior Engineer-Programmer, Сlosed Joint Stock Company «Scientific-Technical Center «Search IT», Moscow, Russia. E-mail: a.yurchenko@poisk-it.ru
R. V. Popadinets - Ph.D. (Philol.), Associate Professor, Department of Foreign Languages, South-West State University, Kursk, Russia. E-mail: ovva@rambler.ru

Key distribution using artificial neuronet

V. P. Dobritsa - Dr.Sc. (Phys.-Math.), Professor, Chair of the information Security and Communications Network, South-West State University, Kursk, Russia. E-mail: dobritsa@mail.ru
P. A. Sapelnikov - Post-graduate Student, Chair of the Information Security and Communications Network, South-West State University, Kursk, Russia. E-mail: eveyinihiko@gmail.com
V. N. Zhiltsov - Student, Chair of the Information Security and Communications Network, South-West State University, Kursk, Russia. E-mail: eveyinihiko@gmail.com

Hybrid technologies in intelligent systems for medicines identification

R. А. Tomakova - Dr.Sc. (Eng.), Professor, Department of Software of Computing Machinery, South-West State University, Kursk, Russia. E-mail: tomakova@rambler.ru
S. А. Filist - Dr.Sc. (Eng.), Professor, Department of Software of Computing Machinery, South-West State University, Kursk, Russia. E-mail: SFilist@gmail.com
М. V. Tomakov - Ph.D. (Hist.), Professor, Department of Labour Protection and Environment, South-West State University, Kursk, Russia. E-mail: tomakov_m_v@rambler.ru

Forecasting of technical object state based on piecewise linear regressions

V.N. Klyachkin - Dr. Sci. (Eng.), professor of chair «Applied mathematics and computer science» Ulyanovsk State Technical University. E-mail: v_kl@mail.ru
D.S. Bubyr - post-graduate student of chair «Applied mathematics and computer science», Ulyanovsk State Technical University. E-mail: lbubir91@mail.ru

The principles of the active forms

Yu. N. Lapygin - Dr. Sc. (Econom.), Professor, Presidential Academy of National Economy and Public Administration (Vladimir branch). E-mail: L1953@mail.ru
D. Yu. Lapygin - Ph. D. (Econom.), Associate Professor, Presidential Academy of National Economy and Public Administration (Vladimir branch). E-mail: lapygin_denis@mail.ru

The principles of the active forms

Yu. N. Lapygin - Dr. Sc. (Econom.), Professor, Presidential Academy of National Economy and Public Administration (Vladimir branch). E-mail: L1953@mail.ru

Virtual instruments and hardware interface to them as a new generation of means for provision of the educational process and scientific research work

V.N. Krut-ko - Ph.D. (Eng.), Head of laboratory, Institute for system analysis of Russian Academy of Sciences (Moscow)
V.I. Dontsov - Dr.Sc.(Med.), Leading Researcher Scientist, Institute for system analysis of Russian Academy of Sciences (Moscow)

Neuronetwork models of decision-making for diagnostics of diseases of lungs on the basis of the analysis fluorogramm of the thorax

R.A. Tomakova - Dr.Sc. (Eng.), Professor, Southwest State University
M.V. Dyudin - Post-graduate Student, Southwest State University
M.V. Tomakov - Ph.D. (Eng.), Associate Professor, Southwest State University

Tutoring intelligent systems on the basis of integrated expert systems: modelingstudents skills to solve complex problems

G.V. Rybina - Dr. Sc. (Eng.), Professor, RF President Prize Winner for Education, Department of Cybernetics, National Research Nuclear University MEPhI (Moscow). E-mail: galina@ailab.mephi.ru
E.S. Sergienko - Engineer, Department «Cybernetics», National Research Nuclear University MEPhI (Moscow). E-mail: galina@ailab.mephi.ru
O.L. Morosin - Post-graduate Student of «Applied Mathematics», National Research University «Moscow Institute of Energetics» (MEI) (Moscow). E-mail: galina@ailab.mephi.ru

Development of educational programs in the development of the pharmaceutical industry «Medical instrumentation»

I.A. Appolonjva - Ph.D.(Eng.), Assistant Professor, Department of Biomedical Techniques, Bauman Moscow State Technical University
R.I. Burlakov - Dr.Sc.(Eng.), Professor, Department «Medical and technical information technology» (BMT-2), Bauman Moscow State Technical University
S.E. Kvashnin (1951 - 2013) - Dr.Sc.(Eng.), Professor
A.V. Kobelev - Assistant, Department «Medical and technical information technology» (BMT-2), Bauman Moscow State Technical University
V.V. Kotin - Ph.D.(Phys.-Math.), Assistant Professor, Department «Medical and technical information technology» (BMT-2), Bauman Moscow State Technical University
V.I. Petrov - Deputy Director, Scientific Research Institute of Bioiatrotechnics, Bauman Moscow State Technical University
S.I. Shchukin - Dr.Sc.(Eng.), Professor, Head of Department «Medical and technical information technology» (BMT-2), Bauman Moscow State Technical University

Adaptive fuzzy control related GTE

Т. S. Legotkina- Ph.D. (Eng.), Associate Professor, Perm National Research Polytechnic University E-mail: luda@at.pstu.ac.ru Yu. N. Khizhnyakov- Dr.Sc. (Eng.), Professor, Perm National Research Polytechnic University

Dynamical change of the perceiving properties of convolutional neural networks as training with noise and its impact on generalization

R.M. Nemkov - Post-graduate Student, Department of Information Systems and Technologies, North-Caucasus Fed-eral University (Stavropol). E-mail: nemkov.roman@yandex.ru O.S. Mezentseva - Ph.D. (Phys.-Math.), Associate Professor, Professor, Department of Information Systems and Technologies, North-Caucasus Federal University (Stavropol). E-mail: mos@ncstu.ru

The development of personnel training complex, what is intended for the crews of fighting vehicles of the self-propelled medium-range anti-aircraft surface-to-air missile system

A.V. Scheulin - Head of Sector, JSK NIIP. E-mail: scheulin.alex@gmail.com

Using methods of functional analysis to describe the process of learning

M.N. Ryzhkova - Ph. D. (Eng.), Associate Professor, Department of Physics and Applied Mathematics, Vladimir State University named after A.&N. Stoletovs (Murom Branch). E-mail: masmash@mail.ru

Research identity of built-in type laser system shooting and hit simulation to system of tank armament

V.V. Lapochkina - Post-graduate Student, Television and Multimedia System Department, Kazan National Research Technical University named after A.N. Tupolev. E-mail: Ve_La@mail.ru G.I. Ilyin - Dr.Sc. (Eng.), Professor, Head of Radio-electronic and Quantum Department, Kazan National Research Technical University named after A.N. Tupolev. E-mail: reku@reku.kstu-kai.ru

Corporate interactive training system development

I.D. Uvarov - First Deputy Director of Systems Engineering and Information Technology, JSC NIAEP V.R. Milov - Dr.Sc. (Eng.), Professor, Head of Department Nizhny Novgorod State Technical University n.a. R.E. Alek-seev Yu. S. Yegorov - Assistent, Nizhny Novgorod State Technical University n.a. R.E. Alekseev A.V. Tumarinson - Student, Nizhny Novgorod State Technical University n.a. R.E. Alekseev. E-mail: ansev@mail.ru A.A. Sevryukov - Assistent, Nizhny Novgorod State Technical University n.a. R.E. Alekseev. E-mail: ansev@mail.ru V.V. Alekseev - Engineer, Nizhny Novgorod State Technical University n.a. R.E. Alekseev. E-mail: v.alekseev.dev@gmail.com A.A. Alekseevа - Engineer, Nizhny Novgorod State Technical University n.a. R.E. Alekseev. E-mail: rufe-ta.alekseeva@gmail.com D.A. Moryakov - Student, Nizhny Novgorod State Technical University n.a. R.E. Alekseev. E-mail: seasd91@gmail.com

Intelligent tutoring on the basis of integrated expert systems: modeling students skills to solve complex problems

G. V. Rybina - Dr. Sc. (Eng.), Professor, RF President Prize Winner for Education, Department of Cybernetics, National Research Nuclear University MEPhI. E-mail: galina@ailab.mephi.ru E. S. Sergienko - Engineer, Department «Cybernetics» National Research Nuclear University «MEPhI». E-mail: galina@ailab.mephi.ru

Simulation model of tactical operations in educational training systems for air-defense groups

A.I. Savel - Head of Department, JSC «SIE «Rubin» (Penza). Е-mail: mail@npp-rubin.ru

Training and retraining of electronic model of the simplest nervous system performed within R&D program

V.N. Voronin - Ph.D. (Phis.-Math.), Deputy Head, Department of Intellectual Property, National Research Tomsk State University. E-mail: vnv@mail.tsu.ru V.N. Shumilov - Research Assistant, International Laboratory, National Research Tomsk State University. E-mail: vnshumilov@rambler.ru Y.A. Shumilov - Electronics Engineer, Laboratory of Siberian Physico-Technical Institute named academician V.D. Kuznetsov (Tomsk). E-mail: playcenter@ngs.ru A.R. Tsoi - Electronics Engineer, Laboratory of Siberian Physico-Technical Institute named academician V.D. Kuznetsov (Tomsk). E-mail: playcenter@ngs.ru A.V. Kiselev - Electronics Engineer, Laboratory of Siberian Physico-Technical Institute named academician V.D. Kuznetsov (Tomsk).E-mail: playcenter@ngs.ru C.M. Sharshov - Electronics Engineer, Laboratory of Siberian Physico-Technical Institute named academician V.D. Kuznetsov (Tomsk). E-mail: playcenter@ngs.ru

Training of the simplest nervous system, the mechanism of usefulness and evolution of the nervous system from simple to higher organisms

V.N. Shumilov - Researcher, International Laboratory, National Research Tomsk State University (Tomsk). E-mail: vnshumilov@rambler.ru I.V. Shumilov - Student, National Taras Shevchenko University of Kyiv (Kiev). E-mail: illya.shumilov@gmail.com V.I. Syryamkin - Dr.Sc. (Eng.), Head of the Department of «Quality Management», Director of Research and Education Center «Recognition: navigation, diagnostics, mechatronics» of National Research Tomsk State University (Tomsk). E-mail: egs@sibmail.com

Interactions of the main nervous processes on the example of proof tests and a computer game

G.I. Shulgina - Dr.Sc. (Biol.), Professor, Faculty of Psychology, State Academy of Slavic Culture (Moscow). E-mail: shulgina28@mail.ru D.A. Berezhnaya - Acting Head of Department of Psychological Researches, SBU, «MITs» (Moscow). Е-mail: dashur@list.ru D.S. Berezhnoy - Ph.D. (Biol.), Leading Engineer, Chair of Higher Nervous Activity, Moscow State University (Moscow). Е-mail: dashur@list.ru O.N. Volkova - Student, Faculty of Psychology, State Academy of Slavic Culture (Moscow). Е-mail: shulgina28@mail.ru E.A Zyablitseva - Ph.D. (Biol.), Associate Professor, Department of Psychology, Military University (Moscow). Е-mail: evgeniazia@mail.ru E.A. Karavayeva - Ph.D. (Psychol.), Head of Psychological Service, GBON SOSh 799 (Moscow). E-mail: shulgina28@mail.ru

A set-theoretic model of the educational process management qualifying for labour market requirements to university graduates

A.V. Tkachenko - Ph.D. (Eng.), Associate Professor, Chair of Information Systems and Technologies, South-Western State University (Kursk). E-mail: tkachenko46@list.ru A.V. Sorokoletova - Ph.D. (Phyl.), Associate Professor, Chair of Foreign Languages, South-Western State University (Kursk). E-mail: mindami@gmail.com K.A. Tkachenko - Post-graduate Student, South-Western State University (Kursk). E-mail: kirill06@mail.ru

Reaction cardiovascular system to the hypoxic-hypercapnic trainings

I.V. Radysh - Dr.Sc. (Med.), Professor, Academician REA, Head Department of Management of Nursing Activities, Peoples Frendship University of Russia (Moscow). E-mail: iradysh@mail.ru O.V. Vartanova - Post-graduate Student, Department of Management of Nursing Activities Peoples Frendship University of Russia (Moscow) E-mail: vartanova.o@gmail.com V.I. Torshin - Dr. Sc. (Biol.), Professor, Academician REA, Head of Department of Normal Physiology Peoples Frendship University of Russia (Moscow). E-mail: vtorshin@mail.ru D.Yu. Shcherbakova - Post-graduate Student, Department of Physiology, Samara State University. E-mail: ala-la57@rambler.ru A.E. Severin - Dr.Sc. (Med.), Academician REA, Professor, Department of Normal Physiology Peoples Frendship University of Russia (Moscow). E-mail: aesever@mail.ru R.A. Yusupov - Dr. Sc. (Biol.), Head Department of Physical Education and Sports, Kazan National Research Technical University in A.N. Tupolev. E-mail: rinatbox@rambler.ru

Identification parametrs of nonlinear model by use neural network

N.V. Andrievskaya - Ph.D. (Eng.), Associate Professor, Department of Automation icroprocessors, Perm National Research Polytechnic University. E-mail: nataly-anv@mail.ru

Education and self-study in problems of computer vision and pattern recognition

A.N. Ryubakov - Leading Engineer, VNIIA named after N.L. Dukhova E.V. Egorova - Ph.D. (Eng.), Associate Professor, Department of Telecommunication Systems, MIREA (Moscow). Е-mail: calipso575@gmail.com V.V. Vetrova - Ph.D. (Eng.), Associate Professor, Department of Telecommunication Systems, MIREA (Moscow)

Method of determining 3D permittivity profile of a sample using artificial neural network mathematical model

A.V. Brovko - Ph. D. (Phys.-Math.), Associate Professor, Department «Applied Information Technologies», Yuri Gagarin State Technical University of Saratov. E-mail: brovkoav@gmail.com

Assessment of technical means efficiency of experts training in the field of radio monitoring

A.V. Nagalin - Ph. D. (Eng.), Associate Professor, Deputy Head, MESC «Zhukovsky-Gagarin Air Force Academy» (Voronezh). E-mail: EvgenijKravtsov@mail.ru A.V. Lenshin - Dr. Sc. (Eng.), Associate Professor, Professor, MESC «Zhukovsky-Gagarin Air Force Academy» (Voronezh). E-mail: andrey-lenshin@yandex.ru E.V. Kravtsov - Ph. D. (Eng.), Deputy Head of Department, MESC «Zhukovsky-Gagarin Air Force Academy» (Voronezh) G.A. Senyukov - Deputy Head, military unit 77111. E-mail: senga1977@mail.ru

Сhanges of time characteristics of central auditory information processing as a result of neuro-acoustic training on tomatis and intime methods in children

O.I. Efimov - Neurologist, Head of Pediatric Neurological Clinic «Prognoz» (St.-Petersburg). E-mail: prefish@ya.ru V.L. Efimova - Ph.D. (Ped.), Speech-language pathologist, Manager of Pediatric Therapy Center "Logoprognoz" (St.-Petersburg). E-mail: prefish@ya.ru V.P. Rozhkov - Ph.D. (Biol.), Leading Research Scientist, I.M.Sechenov Institute of Evolutionary Physiology and Biochemistry of the Russian Academy of Sciences (St.-Petersburg). E-mail: vlrozhkov@mail.ru

Effects of intermittent normobaric hypoxic training on the vegetative status world-class athletes

A.V. Kim - Post-graduate Student, Department of Management of Nursing Activities, Peoples - Friendship University of Russia (Moscow). E-mail: alexeyv.kim@mail.ru S.A. Telenkov - Specialist in the Preparation of National Teams, Sports Training Centre of the Ministry of Sports and Tourism of the Russian Federation (Moscow). E-mail: alexeyv.kim@mail.ru

Quantum neurocomputer as a model of brain and consciousness

M.J. Openkov - Dr.Sc. (Philos.), Professor, Northern (Arctic) Federal University named after M.V. Lomonosov (Arkhangelsk). E-mail: kotozelot@gmail.com A.S. Malyshev - Student, Northern (Arctic) Federal University named after M.V. Lomonosov (Arkhangelsk).. E-mail: kotozelot@gmail.com

Intelligent speech synthesizer

I.A. Bugakov - Dr.Sc. (Eng.), Professor, Honored Inventor of Russia, Inter-Regional Non-Governmental Institution «Institute for Engineering Physics»; SEI HPE «Institute of Information Technology and Management», Serpukhov, Russia. E-mail: bia11@mail.ru I.D. Grachev - Dr.Sc. (Econ.), Ph.D. (Phys.-Math.), Member of the State Duma Energy Committee, Moscow, Russia. E-mail: grachev@duma.gov.ru V.N. Degtyarev - Chairman of the Interregional Public Fund «Assistance», Serpukhov, Russia. E-mail: sv-project@mail.ru O.P. Skoptsov - General Director, «Digital 101», Moscow, Russia. E-mail: oleg.skoptsev@gmail.com A.N. Tsar\'kov - Dr.Sc (Eng.), Professor, President of the Inter-regional Public Institution «Institute of Engineering Physics», Honored Science Worker of Russia, Serpukhov, Russia. E-mail: info@iifmail.ru

Solution task of classification symbols by use neural network

N.V. Andrievskaya - Ph. D. (Eng.), Associate Professor, Department of of Automation Means, Perm National Research Polytechnic University. E-mail: nataly-anv@mail.ru

The solution of problematic issues in personnel training of highly qualified personnel at the postgraduate research institute

A.A. Merkulov - Ph. D. (Econ.), Head of Post-graduate Training Program, JSC Moscow Scientific Research Radiotechnical Institute. E-mail: aspirant@mnirti.ru

Analysis of adaptive clutter rejection algorithms

D.I. Popov - Dr. Sc. (Eng.), Professor, Ryazan State Radio Engineering University. E-mail: adop@mail.ru

Method for determination of parameters of a discontinuity of variable geometrical form in a dielectric sample

A.V. Brovko - Ph. D. (Phys.-Math.), Associate Professor, Department «Applied Information Technologies», Yuri Gagarin State Technical University of Saratov E-mail: brovkoav@gmail.com R.S. Pakharev - Post-graduate Student, Department «Applied Information Technologies», Yuri Gagarin State Technical University of Saratov E-mail: ruslanpaharev@rambler.ru

Anomaly detection with self-organization Kohonen neuron net

V.S. Vedeneev - Lecturer, Department of Radio Physics and Electronics, Chelyabinsk State University E-mail: ingafen@gmail.com I.V. Bychkov - Dr.Sc. (Phys.-Math.), Professor, Head of the Department of Radio Physics and Electronics, Chelyabinsk State University E-mail: bychkov@csu.ru)

Neural network model and numerical method for determining a volume fraction of firm particles in powder material

Analysis of adaptive detection systems signals against clutter

D.I. Popov - Dr. Sc. (Eng.), Professor, Ryazan State Radio Engineering University E-mail: adop@mail.ru

Neural network technologies in identification properties of alloys

V.P. Dobritsa - Dr.Sc. (Phys.-Math.), Professor, Department of Information Systems and Technologies, Southwest State University (Kursk) E-mail: dobritsa@mail.ru E.A. Kuleshova - Lecturer, Department of Information Systems and Technologies, Southwest State University (Kursk) E-mail: lena.kuleshova.94@mail.ru

Information security of electronic trading platforms. Part 1. The role of human factors

G.P. Akimova - Ph. D. (Eng.), Leading Research Scientist, Institute for Systems Analysis of FRC CSC RAS (Moscow) E-mail: akimova@isa.ru A.Yu. Danilenko - Ph. D. (Phys.-Math.), Head of Laboratory, Institute for Systems Analysis of FRC CSC RAS (Moscow) E-mail: danilenko@isa.ru M.A. Pashkin - Research Scientist, Institute for Systems Analysis of FRC CSC RAS (Moscow) E-mail: pashkin@isa.ru E.V. Pashkina - Research Scientist, Institute for Systems Analysis of FRC CSC RAS (Moscow) E-mail: pashkina@isa.ru A.A. Podrabinovich - Research Scientist, Institute for Systems Analysis of FRC CSC RAS (Moscow) E-mail: podrabinovich@isa.ru

Teaching the methods of development of analytical information systems based on cloud computing (Microsoft Azure as an example)

V.I. Munerman - Ph. D. (Eng.), Associate Professor, Department of Informatics, Smolensk State University E-mail: vimoon@gmail.com T.A. Samoylova - Ph. D. (Eng.), Associate Professor, Department of Informatics, Smolensk State University E-mail: tatsam@hotbox.ru

Biofeedback Training in the Rehabilitation of Victims of «Agent Orange»

N.B. Suvorov - Dr.Sc.(Biol.), Professor, Head of the Laboratory, Institute for Experimental Medicine, State Electrotechnical University, Saint-Petersburg E-mail: nbsuvorov@yandex.ru Ngô Thanh Nam - Dr.Sc. (Med.), Deputy Director, Institute of Tropical Medicine, Vietnamese Russian Tropical Centre, Hanoi, Vietnam E-mail: namysinh@gmail.com Vu Thi Loan - Ph.D.(Biol.), Research Scientist, Institute of Tropical Medicine, Vietnamese Russian Tropical Centre, Hanoi, Vietnam E-mail: vtloan37@yahoo.com T.V. Sergeev - Research Scientist, Institute for Experimental Medicine, Saint-Petersburg E-mail: stim9@yandex.ru

Detecting of heterogeneity in a dielectric sample

A.V. Brovko - Dr.Sc. (Phys.-Math.), Associate Professor, Department of Applied Information Technologies, Yuri Gagarin State Technical University of Saratov (SSTU) E-mail: brovkoav@gmail.com R.S. Pakharev - Post-graduate Student, Department of Applied Information Technologies, Yuri Gagarin State Technical University of Saratov (SSTU) E-mail: ruslanpaharev@rambler.ru

Estimation of noise jamming power with correlated samples of a statistical training set

S.V. Geraschenko - Dr. Sc. (Eng.), Associate Professor, Head of Department, Nizhny Novgorod Research Institute of Radio Engineering E-mail: servager@yandex.ru

The research of treats a distress by gamma-aminobutyric acid, weakening disinhibitory action of stress factors

G.I. Shul'gina - Dr. Sc. (Biol.), Leading Research Scientist, Institute of Higher Nervous Activity and Neurophysiology of RAS, Moscow E-mail: shulgina28@mail.ru N.S. Kositsyn - Dr. Sc. (Biol.), Leading Research Scientist, Institute of Higher Nervous Activity and Neurophysiology of RAS, Moscow

Research and development of methods for adjustment the number of neurons in the hidden layer of fully connected neural network

V.I. Terekhov - Ph.D. (Eng.), Associate Professor, Department - Information Processing and Control Systems?, Bauman Moscow State Technical University E-mail: terekchow@bmstu.ru I.M. Chernenkiy - Post-graduate Student, Department - Information Processing and Control Systems?, Bauman Moscow State Technical University E-mail: cheivan@mail.ru S.V. Minakova - magister, Department - Information Processing and Control Systems?, Bauman Moscow State Technical University E-mail: morgana_93@mail.ru

Method for synthesis of information-learning systems (simulator) troubleshooting in radio-electronic objects

L.E. Mistrov¹

1 VUNC VVS "VVA", Central branch of RGUP (Voronezh, Russia)

Comparative analysis of algorithms of automatic classification of coordinate information in multiposition radio systems on the basis of the self-organized neural network and method of average shift

E.A. Kirsanov¹, V.A. Tatarintsev²

1-2 MESC AF «N.E. Zhukovsky and Y.A. Gagarin Air Force Academy»

Synthesis technique software components aviation multifunctional simulators

L.E. Mistrov – Dr.Sc.(Eng.), Associate Professor, Professor,

MESC «Zhukovsky–Gagarin Air Force Academy» (Voronezh)

E-mail: mistrov_le@mail.ru

E.M. Shepovalov – Head of Flight Simulator,

MESC «Zhukovsky–Gagarin Air Force Academy» (Voronezh)

E-mail: shepovaloff2011@yandex.ru

Models of the enviriment maintanance correction on the stream intensity of hard refusals and failures of controlling computer systems

A.F. Ulasen¹, O.N. Andreeva², A.V. Klyuev³, D.A. Musin4

1,3 Army Air Defense Military Academy (Smolensk, Russia)

2 Concern Morinformsystem − Agat JSC (Moscow, Russia)

4 Army Air Defense Military Academy (Smolensk, Russia)

Implementation of practice-oriented training as a condition of effective professional training of radio engineers

A.V. Alekseenko – Scientific and Pedagogical Worker,

Cherepovets Higher Military Engineering School of Radio Electronics

E-mail: cvviur6@mil.ru

V.V. Plashenkov – Dr.Sc.(Mil.), Professor,

Cherepovets Higher Military Engineering School of Radio Electronics

E-mail: cvviur6@mil.ru

A.E. Alekseenko – Scientific and Pedagogical Worker,

Cherepovets Higher Military Engineeringv School of Radio Electronics

E-mail: cvviur6@mil.ru

I.V. Chebotar – Dr.Sc.(Eng.), Scientific and Pedagogical Worker,

Cherepovets Higher Military Engineering School of Radio Electronics

E-mail: cvviur6@mil.ru

I.O. Sharapov – Ph.D.(Eng.), Scientific and Pedagogical Worker, Yaroslavl Higher Military School of Air Defense

Inductive training models of search agents in social networks

B.N. Onykij – Dr.Sc. (Eng.), Professor, Head of Department,
Department of Competitive Systems Analysis No. 65,
National Research Nuclear University MEPhI (Moscow Engineering Physics Institute)
E-mail: bnonykij@mephi.ru
A.A. Artamonov – Ph.D. (Eng.), Head of Department of Competitive Systems Analysis No. 65,
National Research Nuclear University MEPhI (Moscow Engineering Physics Institute)
E-mail: aartamonov@kaf65.ru
E.S. Tretyakov – Assistant,
Department of Competitive Systems Analysis No. 65,
National Research Nuclear University MEPhI (Moscow Engineering Physics Institute)
E-mail: etretyakov@kaf65.ru
A.I. Cherkasskiy – Assistant,
Department of Competitive Systems Analysis No. 65,
National Research Nuclear University MEPhI (Moscow Engineering Physics Institute)
E-mail: acherkassliy@kaf65.ru
K.V. Ionkina – Post-graduate Student, Department of Competitive Systems Analysis No. 65,
National Research Nuclear University MEPhI (Moscow Engineering Physics Institute)
E-mail: kionkina@kaf65.ru

Theoretical-experimental comparison of adaptive and traditional MTI-devices in impulse radars

B.М. Vovshin – Dr.Sc. (Eng.), Head of Department, Design Bureau of JSC «RPC «Lianozovo Electromechanical Plant»; Professor, Moscow Technical University (MIREA) E-mail: boris@eleron.net

I.S. Vylegzhanin – Ph.D. (Phys.-Math.), Chief Engineer, Design Bureau of JSC «RPC «Lianozovo Electromechanical Plant» E-mail: isv1980@yandex.ru

А.N. Korneev – Head of Sector, Design Bureau of JSC «RPC «Lianozovo Electromechanical Plant» E-mail: akorneev@lemz.ru

V.V. Lavrukevich – Ph.D. (Eng.), Leading Engineer, Design Bureau of JSC «RPC «Lianozovo Electromechanical Plant» E-mail: lvv.0xff@gmail.com

А.А. Pushkov – Ph.D. (Eng.), Senior Research Scientist, Design Bureau of JSC «RPC «Lianozovo Electromechanical Plant» E-mail: minipooh@yandex.ru

Adaptive trainer for preparing students for math exams

D.A. Pominov

Computer Science Faculty, Moscow State University of Psychology and Education (Moscow, Russia)

Development of the instrumental support of the domestic computing platform "Elbrus 801-PC" in the problems of neural network modeling of nonlinear dynamic systems

O.V. Druzhinina¹, E.R. Korepanov², V.V. Belousov³, O.N. Masina4, A.A. Petrov5

1−3 FRС «Computer Science and Control» of RAS (Moscow, Russia)

4,5 Bunin Yelets State University (Yelets, Russia)

Physiological penalty and succes of the goal-directed behavior during endosurgical training in subjects with various levels of anxiety

A.V. Klimenko – assistant, Department of common surgery, Moscow State University of Medicine and Dentistry n.a. I.A. Evdokimov E-mail: solidcid@mail.ru S.S. Pertsov –

Corresponding Member of RAS, D.Sc. (Med.), Professor, Head of the Department of Normal Physiology and Medical Physics, Moscow State University of Medicine and Dentistry n.a. I.A. Evdokimov;

Deputy Director for Science, Head of the Laboratory of System Mechanisms for Emotional Stress, P.K. Anokhin Research Institute of Normal Physiology (Moscow) E-mail: s.pertsov@mail.ru

I.Yu. Yakovenko –

D.Sc. (Med.), Professor, Head of the Department of Common Surgery, Moscow State University of Medicine and Dentistry n.a. I.A. Evdokimov E-mail: yakovenko8465@yandex.ru

Structural-parametric synthesis of the model of multi-criteria optimization of the solution of training problems with an aviation multifunctional simulator

L.Е. Mistrov1, E.М. Shepovalov2

1 VUNC VVS «VVA», Central branch of RGUP (Voronezh, Russia)
2 VUNC VVS «VVA» (Voronezh, Russia)

Method of substantiating the methods of application of information and training systems

L.E. Mistrov – Dr.Sc. (Eng.), Associate Professor, Professor of Department VUNTS VVS «VVA», Central Branch of RSTU (Voronezh) E-mail: mistrov_le@mail.ru

O.A. Belotserkovsky – Ph.D. (Eng.), Associate Professor, VUNTS VVS «VVA» (Voronezh)

E-mail: bel77777@yandex.ru

L.N. Savrasova – Senior Lecturer, Central Branch of RSTU (Voronezh) E-mail: savr_ln@inbox.ru

Bases of decision-making on development (modernization) of multifunctional aviation simulators

L.Е. Mistrov – Dr.Sc. (Eng.), Associate Professor, Professor,

MTSC Air Forces «MAA named professor N.E. Zhukovsky and Y.A. Gagarin» (Voronezh);

Central Branch of the Russian State University of Justice (Voronezh)

E-mail: mistrov_le@mail.ru

Е.М. Shepovalov – Flight Simulator Head,

MTSC Air Forces «MAA named professor N.E. Zhukovsky and Y.A. Gagarin» (Voronezh) E-mail: shepovaloff2011@yandex.ru

Method of structural-parametric synthesis of software for multifunction flight simulators

L.Е. Mistrov – Dr.Sc. (Eng.), Associate Professor, Professor,

Air Force Research Center «VVA», Central Branch of the Russian State Unitary Enterprise (Voronezh) E-mail: mistrov_le@mail.ru

А.V. Mishin – Ph.D. (Eng.), Associate Professor, Head of Department,

Central Branch of the Russian State Unitary Enterprise (Voronezh)

Е.М. Shepovalov – Flight Simulator Head,

Air Force Research Center «VVA» (Voronezh)

E-mail: shepovaloff2011@yandex.ru

Fundamentals of building the intellectual architecture training systems for specialists on the application of radio electronic objects

L.E. Mistrov¹, O.V. Polyakov², V.M. Shatskikh³

¹²³Military Educational-Research Centre of Air Force «Air Force Academy named after professor N.E. Zhukovsky and Y.A. Gagarin» (Voronezh, Russia)

Method for forming options of elementary technological operations for the implementation of educational problems by the aviation multi-functional simulator

L.Е. Mistrov – Dr.Sc. (Eng.), Associate Professor, Professor,

Air Force Research Center «VVA», Central Branch of the Russian State Unitary Enterprise (Voronezh) E-mail: mistrov_le@mail.ru

Е.М. Shepovalov – Flight Simulator Head,

Air Force Research Center «VVA» (Voronezh)

E-mail: shepovaloff2011@yandex.ru

Principles of construction and prospects for implementation of aviation virtual electronic polygons

Alexander D. Filin, Alexander R. Bestugin, Irina A. Kirshina

Saint Petersburg State University of Aerospace Instrumentation (SUAI) (St. Petersburg, Russia)

fadadf@rambler.ru, fresguap@mail.ru, zlata@aanet.ru

Scenario approach skills in training information security specialists

V.D. Zhiryakov1, O.Yu. Perfilov2, P.N. Fedorov3

1 MIREA – Russian Technological University (Moscow, Russia)
2 16th Central research testing institute of communications Ministry of Defense of the Russian Federation
(Mytishchi, Moscow Region, Russia)
3 Research Center of Military Academy of Communications, (St.-Petersburg, Russia)

Virtual polygon of anti-aircraft complexes

A.N. Afanasyev – Dr.Sc.(Eng.), Professor, Pro-rector по ДиДО, Ulyanovsk State Technical University E-mail: a.afanasev@ulstu.ru

V.A. Gulshin – Ph.D.(Eng.), Associate Professor, Department «Radio Engineering», Ulyanovsk State Technical University; Head of Center for training and retraining of staff and specialists of foreign customers, JSC «Ulyanovsk Mechanical Plant» E-mail: vgulshin@yandex.ru

D.S. Kanev – Post-graduate Student, Ulyanovsk State Technical University

E-mail: dima.kanev@gmail.com

N.N. Voit – Ph.D.(Eng.), Associate Professor, Department «Computer Engineering», Ulyanovsk State Technical University E-mail: n.voit@ulstu.ru

Development of computer means of training operation of systems of radiotechnical flight support

D.A. Evsevichev – Ph.D.(Eng.), Associate Professor,

Department of Aviation Engineering,

Ulyanovsk Civil Aviation Institute

E-mail: denistk_87@mail.ru

M.K. Samokhvalov – Dr.Sc.(Eng.), Professor,

Department «Design and technology of electronic tools»,

Ulyanovsk State Technical University

E-mail: sam@ulstu.ru

Model of the process of teaching experts with the use of educational training facilities

V.Ya. Prorok – Dr.Sc.(Eng.), Professor,

Mozhaysky Military Space Academy (Saint Petersburg)

E-mail: val_prorok@mail.ru

A.V. Timofeev – Post-graduate Student,

Mozhaysky Military Space Academy (Saint Petersburg)

E-mail: alexonwork@gmail.com

S.G. Vorona – Ph.D.(Eng.), Associate Professor, Lecturer,

Department of Missle Attack Warning Means, Mozhaysky Military Space Academy (Saint Petersburg)

E-mail: vorona_1953@mail.ru

Chaos and order in work of the nervous system

G.I. Shul’gina – Ph.D. (Biol.), Professor, Institute of Higher Nervous Activity and Neurophysiology of RAS (Moscow) E-mail: shulgina28@mail.ru

How to construct training systems with modern multimedia and speech technologies

S.V. Vas'kovskii − Ph.D. (Eng.), Senior Scientist, V.A. Trapeznikov Institute of Control Sciences of RAS (Moscow)

E-mail: v63v@yandex.ru

L.A. Nadeinskii − Senior Software Engineer, V.A. Trapeznikov Institute of Control Sciences of RAS (Moscow)

E-mail:superpub@yandex.ru

Methodological aspects of automatic speech recognition on the basis of multivariate statistical theory

I.V. Shostak − Dr.Sc. (Eng.), Professor, Software Engineering Department, Zhukovsky National Aerospace University «Khakov Aviation Institute» (Kharkov, Ukraine)

E-mail: iv_shostak@rambler.ru

I.I. Butenko − Ph.D. (Eng.), Assistant Professor, Bauman Moscow State Technical University

E-mail: iuliiabutenko2015@yandex.ru

Method of determination of volume of heterogeneity in a dielectric sample

A.V. Brovko – Dr.Sc. (Phis.-Math.), Associate Professor, Department of Applied Information Technologies, Saratov State Technical University n.a. Yu.A. Gagarin

E-mail: brovkoav@gmail.com

R.S. Pakharev – Post-graduate Student, Department of Applied Information Technologies, Saratov State Technical University n.a. Yu.A. Gagarin

E-mail: ruslanpaharev@rambler.ru

Criteria for minimal RBF artificial neural network’s center vectors set definition

M.A. Abrosimov − Post-graduate Student, Department of Applied Information Technologies, Yuri Gagarin State Technical University of Saratov (SSTU)

E-mail: destinywatcher@gmail.com

A.V. Brovko − Dr.Sc. (Phys.-Math.), Professor, Department of Applied Information Technologies, Yuri Gagarin State Technical University of Saratov (SSTU)

E-mail: brovkoav@gmail.com

Growing convolutional neural-like structures for the tasks of recognition of static images

I.V. Stepanian – Dr. Sc. (Biol.), Ph.D. (Eng.), Leading Research Scientist, Labor Medicine Institute of the Russian Academy of Sciences, A.A. Blagonravov Institute for Machine Science of the RAS, P.I. Chaikovsky Moscow State Сonservatory

E-mail: neurocomp.pro@gmail.com

N.N. Ziep – Post-graduate Student, Department of Electronic Computer, S.A. Lebedev JSC Institute of Precision Mechanics and Computer Science of RAS (Moscow), Moscow Institute of Physics and Technology (State University)

E-mail: diepnn83@mail.com

Aspects of intelligence and intuition in the system model of the brain activity

E.A. Umriukhin – Corresponding member of RAS, Dr. Sc. (Biol.), Ph.D. (Eng.), Professor, Leading Research Scientist, Head of Laboratory of intellectual activity physiological mechanisms, Р.K. Anokhin's Institute of normal physiology (Moscow)

Е-mail: eaumin@mail.ru

System for distributed training of Kernel forests

D.A. Devyatkin1

1 Federal Research Center «Computer Science and Control» of the Russian Academy of Sciences (Moscow, Russia)

Development of IT-oriented bachelor's degree programs

I.V. Chukhraev1, E.N. Malyshev2

1,2 Kaluga branch of Bauman Moscow State Technical University (Kaluga, Russia)

Determination of training limiting levels for specialists of radio engineering complexes during simulation training using the Z-transformation linear Markov process method

S.A. Bagretsov1, M.Ya. Mikhlin2, V.D. Liferenko3

1,3 A.F. Mozhaisky Military Space Academy (St. Petersburg, Russia)

2 Military University of Radio Electronics (Cherepovets, Russia)

Investigation of the possibility of using the YOLOv5 convolutional neural network in radio monitoring complexes for detecting OFDM signals

I.Yu. Eremeev1, K.A. Neretina2, V.V. Pechurin3

1−3 Military Space Academy named after A.F. Mozhaisky (Saint-Petersburg, Russia)

Analysis of the emotional content of text messages with a mixed code

K.V. Sazonov1, A.A. Makunin2

1,2 Military University of Radio Electronics (Cherepovets, Russia)

Intelligent tutoring on the basis of integrated expert systems: modeling students skills to solve complex problems

G.V. Rybina1, E.S. Sergienko2

1,2 Federal State Budgetary Educational Institution of Higher Vocational Education National Research Nuclear
University MEPhI (Moscow, Russia)

Converters of frequency-time parameters of biosignals into code based on neural network with one layer of trained weight coefficients

Yu.A. Chelebaeva1, S.V. Chelebaev2

1,2 Ryazan State Radio Engineering University named after V.F. Utkina (Ryazan, Russia)

The concept of building a multi-agent distributed training and training system

D.V.Teryaev1, V.O. Volosenkov2, V.V. Sukhov3, D.A. Kryukov4, L.A. Sorokin5

1 Military Academy of Military Air Defense of the Armed Forces of the Russian Federation (Smolensk, Russia)
2 JSC “Concern “Marines-Agat” (Moscow, Russia)
3–5 MIREA – Russian University of Technology (Moscow, Russia)

Application of an artificial neural network for recognition of radio signals by aircraft receivers

M. E. Ivanov1

1 Saint-Petersburg State University of Aerospace Instrumentation (St. Petersburg, Russia)

1 sindbad1995@list.ru

Dynamics of changes in indicators of tolerance to uncertainty demonstrated by volunteers with different levels of claims in conditions of head-down bed rest

A.A. Polyanichenko1, A.V. Ivanov2, K.M. Varlamova3

1,2 Federal State Budgetary Institution of Science State Scientific Center of the Russian Federation –
Institute of Biomedical Problems of the Russian Academy of Sciences (Moscow, Russian)

3 St. Petersburg State Pediatric Medical University of the Ministry of Health of Russia (Saint-Petersburg, Russia)

1 alekseipolyanichenko@mail.ru, 2 avivanov@imbp.ru, 3 kseniavarlamova@mail.ru

The method of distributed functioning of a multi-agent training and training system

D.V. Teryaev1, V.O. Volosenkov2, V.V. Sukhov3, M.V. Shiryaev4, Yu.S. Asadova5, L.V. Kazantseva6, A.N. Ponomarev7

1 Military Academy of Military Air Defense of the Armed Forces of the Russian Federation (Smolensk, Russia)
2 JSC “Concern “Marines-Agat” (Moscow, Russia)
3–7 MIREA – Russian University of Technology (Moscow, Russia)
1 terjaev@mail.ru, 2 vvolosenkov @yandex.ru

Control system for a robotic training complex based on an uncrewed boat

G.Yu. Illarionov1, M.I. Berezovsky2, G.D. Eliseenko3

1,3 Institute of Marine Technology Problems named after. Academician M.D. Ageeva (Vladivostok, Russia)
2 Pacific Naval School named after S.O. Makarova (Vladivostok, Russia)
2 berezamax@yandex.ru

Development of a semantic analyzer using neural networks

N.A. Borsuk1, T.A. Onufrieva2, L.V. Tsarev3, P.A. Deryugin4, A.Yu. Titov5

1–5 Kaluga Branch of Bauman Moscow State Technical University (Kaluga, Russia)

1 borsuk.65@yandex.ru, 2 onufrievata@mail.ru, 3 x174101@gmail.com,

4 shadowmadness792@mail.ru, 5 alexcandr40@mail.ru

The method of increasing human’s body adaptive capabilities through the combined effects of physical activity and interval hypoxic training approbation

O.I. Orlov1, A.V. Suvorov2, V.I. Grishin3, D.A. Anikeev4, G.V. Ignatenko5, E.E. Sigaleva6, E.I. Matsnev7, O.B. Pasekova8, N.V. Degterenkova9, V.V. Piatenko10, L.Yu. Marchenko11

1–4, 6–11 State Scientific Center of the Russion Federation Institute for Biomedical Problems of the RAS (Moscow, Russia)

5 LLC “CRPT”

1–11 golubajavoda@mail.ru, 6 sigaleva@mail.ru

Overcoming linguistic barriers in code assistants: creating a Qlora adapter to improve support for russian-language code writing instructions

C.B. Pronin1, A.V. Volosova2, A.V. Ostroukh3, Yu.N. Strogov4

1, 3, 4 Moscow Automobile and Road Engineering State Technical University (MADI) (Moscow, Russia)
2 Bauman Moscow State Technical University (National Research University) (Moscow, Russia)
1 caesarpr12@gmail.com, 2 volosova@bmstu.ru, 3 ostroukh@mail.ru, 4 zelkame@gmail.com

About high-speed performance of adaptive space processing against the background of the correlated hindrances

B.M. Vovshin1, A.A. Pushkov2, M.S. Vinogradov3

1,2 JSC NPO “Almaz” (Moscow, Russia)

3 Moscow Aviation Institute (National Research University) (Moscow, Russia)

1 boris@eleron.net; 2 minipooh@yandex.ru; 3 VinogradovMS@mai.ru

Fundamentals for formalizing the problem of information analysis architectures of intelligent training systems

L.E. Mistrov1

1 Military Training Scientific Center of the Air Force, Air Force Academy n. a. prof. N.E. Zhukovsky and Yu.A. Gagarin, " Central Branch of RGUP (Voronezh, Russia)
1 mistrov_le@mail.ru

Elements of the development of the theory of construction of educational and training facilities for complex organizational and technical products

D.V. Teryaev1, V.O. Volosenkov2, S.S. Lyalkov3, I.A. Orlov4, O.V. Platonova5, L.M. Zheleznyak6, E.V. Boazhnikova7

1 Military Academy of Military Air Defense of the Armed Forces of the Russian Federation (Smolensk, Russia)

2 Morinsis-Agat Concern JSC (Moscow, Russia)

3−7 MIREA (Moscow, Russia)

1terjaev@mail.ru, 2vvolosenkov@yandex.ru

Comparative analysis of neural network models for classification of earth surface zones from optical images

E.A. Antokhin1, A.A. Zalishchuk2, V.A. Nenashev3, S.А. Nenashev4

1-4 St. Petersburg State University of Aerospace Instrument Engineering (St. Petersburg, Russia)

1 fresguap@mail.ru; 2 sacha1501@yandex.ru; 3 nenashev.va@yandex.ru; 4 nenashev_sergey178@mail.ru