Журнал «Радиотехника» | Издательство РАДИОТЕХНИКА

P. S. Volkov - h.D. (Eng.), Senior Research Scientist, Center of information technologies in design of the Russian Academy of Sciences
S. S. Volko - Ph.D. degree seekers, Closed Joint Stock Company «RadioTel»

The properties of the model of turbo-like codes discrete sequences

A. Yu. Barinov, E. I. Balunin, A. P. Ratushin

Noise immunity estimation of tropospheric communication systems with OFDM signals

E. N. Rychkov - Post-graduate Student, Siberian Federal University Radio Engineering department (Krasnoyarsk)
V. G. Patyukov - Dr.Sc. (Eng.), Professor, Siberian Federal University Radio Engineering department (Krasnoyarsk)

Recognition of images with convolution and fuzzy neural networks

N.M. Novikova - Dr. Sc. (Eng.), Professor, Voronezh State University. E-mail: novnelly839@gmail.com V.M. Dudenkov - Post-graduate Student, Voronezh State University. E-mail: vldud@mail.ru

Fixed-point data scaling in the matched filtering algorithm

O.V. Ershova - Programmer, «Scientific research centre of supercomputers and neurocomputers» Co Ltd. E-mail: ershova150681@mail.ru E.V. Kirichenko - Research Engineer, «Scientific research centre of supercomputers and neurocomputers» Co Ltd. E-mail: e.v.kirichenko@yandex.ru E.A. Semernikov - Head of Department, Department of Information Technologies and Control Processes, Southern Scientific Centre of RAS. E-mail: semernikov@mvs.tsure.ru A.V. Chkan - Research Engineer, «Scientific research centre of supercomputers and neurocomputers» Co Ltd. E-mail: chkan_andrey@mail.ru

Convolutional neural networks application for dust particles detection and recognition on microscopy images

A.N. Kokoulin - Ph.D. (Eng.), Associate Professor, Perm National Research Polytechnic University. E-mail:liga_asu@mail.ru

Adaptive algorithm of formation threshold edge detection elements of the bit sequence when receiving group telemetric of signal with the fluctuating amplitude

А.I. Loskutov - Dr.Sc. (Eng.), Head of Department «Telemetry Systems and Integrated Information Processing», Military Space Academy named after A.F. Mozhaysky (St. Petersburg). E-mail: rujenz@mail.ru А.B. Artjushkin - Ph.D. (Eng.), Associate Professor, Military Space Academy named after A.F. Mozhaysky (St. Petersburg). E-mail: kaman95@mail.ru А.А. Bjankin - Ph.D. (Eng.), Professor, Military Space Academy named after A.F. Mozhaysky (St. Petersburg). E-mail: aab51@mail.ru А.S. Dunikov - Head of Laboratory, Military Space Academy named after A.F. Mozhaysky (St. Petersburg). E-mail: artem.sever1@yandex.ru N.А. Pivovarov - Ph.D. (Eng.), Deputy Head of the Test center and the Use of Space Assets, First State Test Cosmodrome (c. Mirnyj). E-mail: pb.1978@mail.ru

Measurement of the time and frequency shifting signals with discrete Fourier transforms

V.A. Ufaev - Dr.Sc. (Eng.), Senior Research Scientist, Military Educational-Scientific Center of air Forces of the «Military-Air Academy named after Professor N.E. Zhukovsky and Yu. A. Gagarin» (Voronezh) E-mail: Andreyuff@mail.ru M.F. Volobuev - Ph.D. (Eng.). Associate Professor, Military Educational-Scientific Center of air Forces of the «Military-Air Academy named after Professor N.E. Zhukovsky and Yu. A. Gagarin» (Voronezh) E-mail: volmf81@mail.ru

Methods of turbo-like codes analysis in view of their component interleavers identification

A.Y. Barinov - Cherepovets Higher Military Engineering School of Radio Electronics E-mail: chvviur2@mil.ru

Convolutional neural network architecture using computations in residue number system with specific module set

N.I. Chervyakov - Dr.Sc. (Eng.), Professor, Head of Department of the Applied Mathematics and Mathematical Modeling, Institute of Mathematics and Natural Sciences, North Caucasus Federal University (Stavropol) E-mail: k-fmf-primath@stavsu.ru P.A. Lyakhov - Ph. D. (Phis.-Math.), Assistant Professor, Department of the Applied Mathematics and Mathematical Modeling, Institute of Mathematics and Natural Sciences, North Caucasus Federal University (Stavropol) E-mail: ljahov@mail.ru D.I. Kalita - Post-graduate Student, Institute of Mathematics and Natural Sciences, North Caucasus Federal University (Stavropol) E-mail: diana.kalita@mail.ru M.V. Valueva - Master Student in «Applied Mathematics and Informatics», Institute of Mathematics and Natural Sciences, North Caucasus Federal University (Stavropol) E-mail: mriya.valueva@mail.ru

Deep learning for BCI application

F.V. Stankevich - Post-graduate Student, Tomsk Polytechnical University E-mail: stankevichfv@tpu.ru V.G. Spitsyn - Dr.Sc. (Eng.), Professor, Tomsk Polytechnical University E-mail: spvg@tpu.ru

Complex estimation scientific and technical level of weapons, military and special equipment programs

B.N. Korobets - Ph. D. (Jurid), Associate Professor, Director of Intellectual Property Protection Centre, Bauman Moscow State Technical University E-mail: korobetz@mail.ru V.A. Minaev - Dr. Sc. (Eng.), Professor, Bauman Moscow State Technical University E-mail: m1va@yandex.ru A.V. Schepkin - Dr. Sc. (Eng.), Professor, Main Research Scientist, Laboratory of Active Systems, V.A. Trapeznikov Institute of Control Sciences of RAS (Moscow) E-mail: av_shch@mail.ru

Application of artificial neural networks in vehicle systems, special robotic systems

D.S. Chirov - Dr.Sc. (Eng.), Associate Professor, Deputy Chief of the General Research and Testing Center of Robotics of the Ministry of Defense (Moscow) E-mail: den-chirov@yandex.ru A.N. Stetsuk - Chief of Research Department, General Research and Testing Center of Robotics of the Ministry of Defense (Moscow) E-mail: gniizrt@mail.ru

A convolutional fuzzy neural network for classification tasks

K.P. Korshunova - Post-graduate Student, Department of Computer Facilities, The Branch of National Research University "Moscow Power Engineering Institute" in Smolensk E-mail: ksenya-kor@mail.ru

Hierarchical pyramidal subsampling in deep convolutional networks for visual pattern recognition

A. E. Averyanikhin, A. I. Vlasov, E. V. Evdokimova Department IU4 of Designing and Technology of Electronic Equipment, Bauman Moscow State Technical University (Moscow, Russia)

Methods and algorithms for classifying air targets by importance based on data from an airborne radar system Part 1. Two-stage ranking of air targets according to the degree of danger during the operation of radar in the multipurpose tracking mode

A.S. Bogachev¹, I.R. Zagrebelnyi², V.I. Merkulov³

1-3 JSC «Corporation «Vega» (Moscow, Russia)

Application of machine learning algorithms and neural networks for SCG signal classification

N.S. Konnova – Ph.D. (Eng.), Associate Professor, Bauman Moscow State Technical University

E-mail: nkonnova@bmstu.ru

V.Yu. Khaperskaya – Post-graduate Student, Bauman Moscow State Technical University

E-mail: lynx.lg@gmail.com

Detection of anthropometric face points based on deep learning methods to recognize emotions

O.V. Melnik – Dr. Sc. (Eng.), Professor, Department “Information-Measuring and Biomedical Engineering”, Ryazan State Radio Engineering University n.a. acad. V.F. Utkin

E-mail: omela111@yandex.ru

V.A. Sablina – Ph.D. (Eng.), Associate Professor, Department “Electronic Computing Machines”, Ryazan State Radio Engineering University n.a. acad. V.F. Utkin

E-mail: flyingvictory@mail.ru

A.V. Savin – Post-graduate Student, Department “Electronic Computing Machines”,

Ryazan State Radio Engineering University n.a. acad. V.F. Utkin

E-mail: savin.alex@mail.ru

A.B. Borschev – Undergraduate, Department “Electronic Computing Machines”,

Ryazan State Radio Engineering University n.a. acad. V.F. Utkin

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

Training of the U-Net architecture based convolutional neural network, using minimum resources

I.S. Demin – Master Student,

Department «Computer software, Information Technologies», Kaluga branch of the Bauman MSTU Е-mail: dantlou@mail.com

Yu.S. Belov – Ph.D.(Phys.-Math.), Associate Professor,

Department «Computer software, Information Technologies», Kaluga branch of the Bauman MSTU Е-mail: ybs82@mail.com

I.V. Chukhraev – Ph.D.(Eng.), Associate Professor, Head of Department «Information Systems and Networks», Kaluga branch of the Bauman MSTU E-mail: chukhraev@bmstu-kaluga.ru

Non-test methods of adaptive signals correction in multipath radiochannel

V.V. Egorov – Ph. D. (Eng.), Senior Research Scientist, Head of Department,

Saint-Petersburg State University of Aerospace Instrumentation

K.V. Zaichenko – Dr. Sc. (Eng.), Professor, Head of Department of Medical Radio Electronics, Saint-Petersburg State University of Aerospace Instrumentation

E-mail: kvz_k41@aanet.ru

M.L. Maslakov – Post-graduate Student, Research Scientist,

JSC «Russian Institute for Power Radiobuilding» (Saint-Petersburg)

E-mail: maslakovml@gmail.com

V.F. Mikhailov – Dr. Sc. (Eng.), Professor, Saint-Petersburg State University of Aerospace Instrumentation

Methods of automated hyperparameters tuning of a convolutional neural network

O.N. Cheremisinova, V.S. Rostovtsev

Vyatka State University (Kirov, Russia)

Methods and technologies of machine learning in neural network for computer vision purposes

A.A. Adamova, V.A. Zaykin, D.V. Gordeev

Bauman Moscow State Technical University (Moscow, Russia)

Rich feature hierarchies for accurate object detection and semantic segmentation

A.Y. Virasova1, D.I. Klimov2, O.E. Khromov3, I.R. Gubaidullin4, V.V. Oreshko5

1−5 JSC "Russian Space Systems" FKA "Roscosmos" (Moscow, Russia)

Knowledge distillation of convolutional neural network models on inaccurately labeled data for automatic text CAPTCHA recognition on mobile devices

V.I. Terekhov1, D.O. Ishkov2

1–3 Bauman Moscow State Technical University (Moscow, Russia)

Combinatorial detection and identification low density parity check convolution code against the structural regularities of a coded sequence

A.E. Zhulyov – Cherepovets Higher Military Engineering School of Radio Electronics

A.P. Ratushin – Ph.D. (Eng.), Associate Professor, Cherepovets Higher Military Engineering School of Radio Electronics

S.V. Dianov – Cherepovets Higher Military Engineering School of Radio Electronics

Algorithm for detecting and determining signals reflected from small size airborne objects (echo signals) on the water surface by a radio engineering complex

I.V. Chebotar – Ph.D. (Eng.), Cherepovets Higher Military Engineering School of Radio Electronics E-mail: cvviur2@mil.ru

M.T. Baldytchev – Adjunct, Cherepovets Higher Military Engineering School of Radio Electronics

Yu.M. Vikulova – Project Manager, JSC «Radio Engineering Institute» (Moscow)

Development of neural network algorithm for emotion recognition on facial image

O.A. Stepanova – Post-graduate Student, Infocommunication and Radiophysics Department,

P.G. Demidov Yaroslavl State University E-mail: olga1stepanova@yandex.ru

L.I. Ivanovsky – Post-graduate Student, Computer Network Department,

P.G. Demidov Yaroslavl State University E-mail: leonel-unknown@yandex.ru

V.V. Khryashchev – Ph.D. (Eng.), Infocommunication and Radiophysics Department, P.G. Demidov Yaroslavl State University

E-mail: vhr@yandex.ru

A.L. Priorov – Dr.Sc. (Eng.), Infocommunication and Radiophysics Department,

P.G. Demidov Yaroslavl State University

E-mail: andcat@yandex.ru

Investigation of the effect of bit interleaving on bit-error-rate performance of HF OFDM system with convolutional coding

К.V. Gorokhov – Leading Engineer, JSC «RPC «Polyot» (N. Novgorod)

E-mail: histat@rf.unn.ru

А.V. Kolobkov – Ph.D. (Eng)., Deputy Head of the Scientific and Technical Center, JSC «RPC «Polyot» (N. Novgorod) E-mail: antvk@mail.ru

D.V. Khiteva – Post-graduate Student, Software Engineer, JSC « RPC «Polyot» (N. Novgorod) E-mail: geheimberater@yandex.ru

Use of ALEXNET and VGGNET convolutional networks in the problem of image classification of welded joints

T.Yu. Tsibizova1, Abderrazek Abdessellem2

1–3 Bauman Moscow State Technical University (Moscow, Russia)

Application of convolutional neural networks for detection and recognition of artificial space and ground objects

V.A. Pavlov – Leading Engineer,

Higher School of Applied Physics and Space Technologies of Peter The Great St. Petersburg Polytechnic University E-mail: pavlov_va@spbstu.ru

Face image biometric verification algorithm based on deep convolution neural network

V.V. Khryashchev – Ph. D. (Eng.), Associate Professor of Department of Infocommunication and Radiophysics, P.G. Demidov Yaroslavl State University

E-mail: vhr@yandex.ru

A.A. Lebedev – Master of Department of Infocommunication and Radiophysics,

P.G. Demidov Yaroslavl State University

E-mail: lebedevdes@gmail.com

A.M. Shemyakov – Post-graduate Student of Department of Infocommunication and Radiophysics,

P.G. Demidov Yaroslavl State University

E-mail: andrey.shemiakov@gmail.com

V.A. Pavlov – Post-graduate Student of Department of Infocommunication and Radiophysics, P.G. Demidov Yaroslavl State University

E-mail: i@yajon.ru

The use of artificial neural networks on examples of large IT projects

N.S. Konnova – PhD (Eng.), Associate Professor, Bauman Moscow State Technical University

E-mail: nkonnova@bmstu.ru

Tuning method of multiscale model for detecting visual objects in a convolutional neural network

O.I. Garanin – Post-graduate Student, National Research University “MPE” (Moscow)

E-mail: hedgehog91@mail.ru

Evaluation of technical means of rehabilitation and selection of the architecture of the construction neural network for the establishment of the support system for people in the urban environment for people with disabled vision opportunities

V.I. Terekhov – Ph.D (Eng.), Associate Professor, Department of Computer Systems and Networks, Bauman Moscow State Technical University

E-mail: terekchow@bmstu.ru

V.S. Ilin – Student, Department of Computer Systems and Networks, Bauman Moscow State Technical University

E-mail: ivs@bmstu.ru

I.A. Mogilnikov – Student, Department of Computer Systems and Networks, Bauman Moscow State Technical University

E-mail: mogilnikoff2@gmail.com

M.S. Popova – Student, Department of Computer Systems and Networks, Bauman Moscow State Technical University

E-mail: popovams@bmstu.ru

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

Automatic speaker age and gender recognition based on deep neural networks

M.V. Markitantov – Junior Research Scientist,
St. Petersburg Institute for Informatics and Automation of RAS

A.A. Karpov – Dr.Sc.(Eng.), Associate Professor, Main Research Scientist,
St. Petersburg Institute for Informatics and Automation of RAS

Model of observed additive component signals with combination of carrier frequencies under conditions of dynamic change of the mutual spatial position of elements of a satellite communication system

A.N. Abakumov1, R.R. Saniev2, S.S. Semenyuk3, E.Yu. Shilovskiy4

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

2,4 Military University of Radio Electronics (Cherepovets, Russia)

Development of a neural network model for detecting objects in a video stream

E.S. Budaev1, S.S. Mikhailova2, I.S. Evdokimova3, E.A. Khalmakshinov4

1,2 Financial University under the Government of the Russian Federation (Moscow, Russia)

3,4 East Siberian State University of Technology and Management (Ulan-Ude, Russia)

Monitoring the state of iron products based on computer vision systems

N.A. Andriyanov1, A.A. Volnenko2, V.E. Dementiev3

1,2 Financial University under the Government of the Russian Federation (Moscow, Russia)

3 Ulyanovsk State Technical University (Ulyanovsk, Russia)

Development of an intelligent traffic sign recognition system based on computer vision and distillation methods

N.A. Andriyanov1, A. N. Alyunov2, M.A. Morozov3

1,2,3 Financial University under the Government of Russian Federation (Moscow, Russia)
1 naandriyanov@fa.ru, 2 analyunov @fa.ru, 3 mikal12@yandex.ru

Improvement of intelligent data processing methods for monitoring elements of transport infrastructure

M.A. Ludagovskaya1, N.A. Antonov2, M.A. Kabanov3, S.V. Chernomordov4

1 Russian University of Transport (MIIT) (Moscow, Russia)

2-4 Bunin Yelets State University (Yelets, Russia)

1 m.ludagovskaya@gmail.com; 2 nikolayantonov888@yandex.ru; 3 nicsor2010@yandex.ru; 4 chernomor96@list.ru

Improvement of intelligent data processing methods for monitoring elements of transport infrastructure

M.A. Ludagovskaya1, N.A. Antonov2, M.A. Kabanov3, S.V. Chernomordov4

1 Russian University of Transport (MIIT) (Moscow, Russia)

2-4 Bunin Yelets State University (Yelets, Russia)

1 m.ludagovskaya@gmail.com; 2 nikolayantonov888@yandex.ru; 3 nicsor2010@yandex.ru; 4 chernomor96@list.ru

Code division of channels using convolutional coding

A.V. Rabin1, A.A. Ovchinnikov2, S.V. Rabin3

1–3 FSAEI HE «St. Petersburg State University of Aerospace instrumentation» (SUAI) (St. Petersburg, Russia)
1 alexey.rabin@guap.ru, 2 mldoc@guap.ru, 3 rabinserge@gmail.com

Methods for predicting failures of functional elements of rocket and space technology products using visual decomposition and machine learning

A.Yu. Viryasova1, A.I. Vlasov2, D.I. Klimov3, T.T. Mamedov4, A.P. Myagkov5

1,3–5 JSC "Russian Space Systems" (Moscow, Russia)

2 Bauman Moscow State Technical University (Moscow, Russia)

1 virnastya@yandex.ru, 2 vlasovai@bmstu.ru, 3 klimov.di@spacecorp.ru,

4 mamedov.tt@spacecorp.ru, 5 contact@spacecorp.ru

Modern methods of computer vision and their practical application in the problem of defectoscopy of integrated circuits

A.Yu. Shafigullina1, D.I. Klimov2, T.T. Mamedov3, I.R. Gubaidullin4

1–4 Joint Stock Company "Russian Space Systems" (Moscow, Russia)

2 National Research University "Moscow Power Engineering Institute" (Moscow, Russia)

1 postgraduate contact@spacecorp.ru, 2 klimov.di@spacecorp.ru,
3 mamedov.tt@spacecorp.ru, 4 gubaidullin.ir@spacecorp.ru

Fast fourier convolution based remote sensing image object detection for Earth observation

L. Gu1, G. Wu2, E.A. Popov3, S.B. Makarov4, G. Dong5

1,3,4 Peter the Great St. Petersburg Polytechnic University (St. Petersburg, Russia)

2 Moscow Bauman State Technical University (Moscow, Russia)

5 Tsinghua University (Beijing, China)

1 gu2.l@edu.spbstu.ru; 2 ug@student.bmstu.ru; 3 popov@spbstu.ru; 4 makarov@cee.spbstu.ru; 5 dongge@tsinghua.edu.cn

A New Method for Integrating a Deep Learning Module into Special Object Classification Software

P.O. Arkhipov1, S.L. Philippskih2, M.V. Tsukanov3

1–3 Branch Director, Orel Branch of the Federal Research Center “Computer Science and Control” of the RAS
(Orel, Russia)
1 arpaul@mail.ru, 2 philippsl@mail.ru, 3 tsukanov.m.v@yandex.ru

Methodological approach to the integrated assessment of the effectiveness of the use of aviation complexes with UAVs. Part 3. Methodology for determining the weighting coefficients of the significance of solving particular target tasks, taking into account the stage of the strategic situation

D.G. Pantenkov1

1 JSC «Scientific research institute of modern telecommunication technologies» (Smolensk, Russia)

1 pantenkov88@mail.ru

The use of neural network technologies in the design of printed circuit boards

A.V. Arkhipov1, K.A. Muravyov2, A.A. Solodnjakov3, I.S. Potanin4

1–4 Bauman Moscow State Technical University (Moscow, Russia)

2 muravyov@bmstu.ru

Extrapolation of trajectories in radar images using recurrent neural networks

V.V. Dudihin1, E.A. Kuzina2, I.Y. Mezhuev3, S.A. Rylov4, I.Y. Yakupov5

1 Moscow State University (Moscow, Russia)
2,4,5 JSC Distant Radiocommunication Scientific Research Institute (Moscow, Russia)
3 Plekhanov Russian University of Economics (Moscow, Russia)
1 dudikhin@spa.msu.ru, 2 ekkuzina@npodr.ru, 3 Mezhuev.IY@rea.ru, 4 srylov@npodr.ru, 5 iyakupov@npodr.ru

Investigation of block interleavers in OFDM radio communication systems with convolutional encoding in multipath channels with fast fading

K.V. Gorokhov1, A.V. Kolobkov2, D.V. Khiteva3

1-3 JSC “RPC “Polyot” (N. Novgorod, Russia)

1 cgorokhovkv@mail.ru; 2 antvk@mail.ru; 3 geheimberater@yandex.ru