| Vol-2965 urn:nbn:de:0074-2965-7 Copyright © 2021 for the individual papers by the papers' authors. Copyright © 2021 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# IMSC-2021
Integrated Models and Soft Computing in Artificial Intelligence

### Russian Advances in Fuzzy Systems and Soft Computing: Selected Contributions to the 10th International Conference on “Integrated Models and Soft Computing in Artificial Intelligence (IMSC-2021)”

### Kolomna, Russia, May 17-20, 2021.

Edited by

### Valery B. Tarassov *
Vadim V. Borisov **
Boris A. Kobrinskii ***

* Bauman Moscow State Technical University, 2nd Baumanskay str. 5(1), Moscow, 105005, Russia
** Branch of the National Research University “Moscow Power Engineering Institute” in Smolensk, Energetichesky proezd 1, Smolensk, 214013, Russia
*** Federal Research Center “Computer Science and Control” of the Russian Academy of Sciences, Vavilov str. 44(2), Moscow, 119333, Russia

## Table of Contents

- Cover
- Preface
  Summary: There were 75 papers submitted for peer-review to this workshop. Out of these, 46 papers were accepted for this volume, 29 as regular papers.
- Committees
- Contents

### Section 1. Fuzzy Graphs, Metagraphs and Networks

- The Development of the Metagraph Data and Knowledge Model 1-7
  Yuriy Gapanyuk
- Metagraphs with Time-Logical Restrictions 8-19
  Gerald Pleznevich, Valery Tarassov
- Inference Method and Tuning of a Neuro-Fuzzy System with Fuzzy Inputs on a Graphic Processor 20-28
  Vasiliy Sinuk, Maxim Panchenko

### Section 2. Possibilistic and Probabilistic Models

- The Problem of Possibility-Probability Optimization with Constraints on the Possibility/Necessity-Probability and Probability-Possibility/Necessity 29-36
  Alexander Yazenin, Ilia Soldatenko
- Learning an Ontology of Text Data 37-44
  Vladimir Gorodetsky, Olga Tushkanova
- Development of a System for Finding Extremist Texts 45-52
  Vadim Moshkin, Dmitry Fadeev, Nadezhda Yarushkina
- An Approach to Building a Probabilistic Model of Spreading a Social Engineering Attack between Two Users 53-58
  Anastasiia Khlobystova, Maxim Abramov, Alexander Tulupyev

### Section 3. Non-Classic, Hybrid and Synergy Intelligent Systems

- Models of Explanation in Intelligent Data Analysis 59-63
  Michael Zabezhailo
- Ontological Infrastructures for Intelligent Problem Solving 64-70
  Valeriya V. Gribova, Elena A. Shalfeeva
- Spatial Modeling of Resources, Events and Situationsin Complex Dynamic Systems by Methods and Tools of Cognitive Semiotics and Geoinformatics 71-83
  Alexander Kolesnikov, Sophiya Rumovskaya, Sergei Soldatov, Eric Jasinski

### Section 4. Soft Measurement and Computing

- Explanatory Artificial Intelligence, Results and Prospects 84-95
  Alexey Averkin
- Convolutional Development of Artificial Intelligence Methodologies and Measurement Science on the Basis of Regularizing Bayesian Approach 96-110
  Svetlana Prokopchina
- Monitoring and Decision Support System for Traffic Safety on Bridges 111-119
  Sergei Koltunov, Maria Koroleva
- Optimization of the Rules Base of Genetic Fuzzy Systems 120-125
  Azizbek Yusupbekov, Shukhrat Gulyamov, Khurshit Turaev
- The Use of MATLAB for Working with Big Data on the Example of Processing Information from the World Network of Magnetic Observatories INTERMAGNET 126-131
  Anatoly Korobeynikov
- Use of Artificial Intelligence Methods in Processing Geophysical Data Related to Detection of the Shore Effect in Natural Variations of the Electric Field 132-137
  Valery Ismagilov, Anatoly Korobeynikov
- A Method of Soft Evaluation of the Dynamics of the Trainee Thinking Activity 138-144
  Natalya Filatova, Natalya Bodrina, Konstantin Sidorov, Mark Voronkov, Pavel Klyuev

### Section 5. Intelligent Agents and Robots

- An Approach to Modeling the Behavior of Artificial Entities 145-151
  Gennady Vinogradov
- Models of Robots Teams Behavior 152-160
  Alexander Kulinich
- Intelligent Control for Dual-Purpose Robot-Manipulators Based on Combining Neural Network and Fuzzy Methods 161-166
  Vadim Borisov, Andrei Sokolov, Victor Luferov
- Structure of a Multicomponent Hybrid Model for Intelligent Control of Sequential Robot-Manipulators 167-172
  Andrei Sokolov
- Reinforcement Learning in the Intelligent Robot Control Task 173-179
  Dmitry Dobrynin
- Adaptive Movement Control of a Collective of Mobile Robots Deployed in a Line 180-185
  Gennady Veselov, Boris Lebedev, Oleg Lebedev
- Infrastructure Development for Designing a Bio-Inspired Underwater Robot 186-193
  Artem Khanbekian, Valery Karpov, Vitaly Vorobiev
- Application of Moral Norms in Behavior Modelling of Artificial Agents 194-200
  Valery Karpov, Petr Sorokoumov

### Section 6. Neural Network

- Neural Network Cryptographic Obfuscation for Trusted Cloud Computing 201-207
  Vladimir Eliseev, Ekaterina Miliukova, Sergey Kolpinskiy
- Situation Monitoring Based on a Bimodal Model of the World 208-213
  Aleksander Kharlamov, Roman Zharkoy
- Multilingual Neural Machine Translation System for 7 Turkic-Russian Language Pairs 214-219
  Aidar Khusainov, Dzhavdet Suleymanov
- Self-Supervised Training for the Tatar Speech Recognition System 220-225
  Aidar Khusainov, Dzhavdet Suleymanov, Ilnur Mukhametzyanov
- Application of Artificial Neural Network Technologies for Detection Denial of Service Attacks 226-229
  Denis Soloviev, Yuri Gatchin, Vladimir Polyakov
- Development and Testing of a Pedestrian Traffic Monitoring System on a Convolutional Neural Network Platform 230-237
  Aleksandr Mezhenin, Vladimir Polyakov, Vera Izvozchikova

### Section 7. Evolutionary Computation and Bioinspired Algorithms

- Model of Evolution and Learning of Kauffman’s NK networks. Features of the Interaction between Learning and Evolution 238-243
  Vladimir Red’ko
- Hybrid Method for Solving the Placement Problem 244-253
  Muhanad Yaser, Leonid Gladkov, Nadezhda Gladkova
- Comparative Evaluation of Algorithms for Automatic Construction of Nonlinear Models Based on Metaheuristic Programming with Gene Expression 254-259
  Oleg Monakhov, Emilia Monakhova

### Section 8. Industrial, Special and Dual-Use Artificial Intelligence Technologies

- Intelligent Welding Control System 260-267
  Sergei Bolotov, Konstantin Zakharchenkov, Evgeniy Makarov, Vladislav Furmanov
- Theoretical and Applied Basis of Constructing the Intelligent Control System for Protection of Spacecrafts from Anthropogenic (Technogenic) Particles Impact 268-275
  Valery Kemaykin, Boris Palyukh, Artur Belov
- Management of Industrial and Technological Processes of Complex Systems Based on Modified Neuro-Fuzzy Petri Nets 276-283
  Alexander Bobryakov, Anton Misnik, Siarhei Prakapenka
- Hardware and Software Complex for the Formation of Speech-Like Noise 284-288
  Maria Moiseeva
- Intelligent Assessment of the Impact of Hypervelocity Anthropogenic Particles on a Spacecraft 289-295
  Vladimir Meshkov, Natalya Filatova
- Stable Algorithms for Adaptive Control and Adaptation of Uncertain Dynamic Objects Based on Reference Models 296-302
  Nodirbek Yusupbekov, Husan Igamberdiev, Uktam Mamirov

### Section 9. Medical Intelligent Systems

- Cloud-Based Platform for Drug Therapy Planing 303-310
  Valeriya Gribova, Roman Kovalev, Dmitry Okun
- Machine Learning Models for Atrial Fibrillation Prediction after Coronary Artery Bypass Graft Surgery 311-323
  Boris Geltser, Vladislav Rublev, Karina Shakhgeldyan, Bogdan Shcheglov, Svetlana Shcheglova
- Features of Implementation of Prototype Integrated Expert System for Comprehensive Diagnosis of Breast Diseases: Integration with Image Processing 324-330
  Galina Rybina, Andrey Grigoryev
- Implementation of Fuzziness of the Hereditary Diseases Clinical Picture in an Expert Diagnostic System 331-335
  Nikolay Blagosklonov
- Platform for in Vitro Angiogenesis Research 336-342
  Glotov V.A., Demidov A.L., Zhilkin V.V., Fedorov G.N., Prudnikov I.M.
- Gradient Boosting Predictive Model of Ovarian Response for Hormonal Therapy in Infertility Treatment 343-348
  Kseniia Tikhaeva, Natalia Nesterova, Evgeny Tomilov, Stanislav Sotkin, Anna Muhina, Pavel Zavyalov, Elena Rosyuk

2021-09-19: submitted by Vadim Borisov, metadata incl. bibliographic data published under Creative Commons CC0
2021-10-04: published on CEUR-WS.org |valid HTML5|