HMMOCS-II 2023, HMMOCS-III 2024: Гибридные методы моделирования и оптимизации в сложных системах
Сборник научных трудов
Гибридные методы моделирования и оптимизации сложных систем: Достижения в междисциплинарных подходах к решению сложных задач
Lecture Notes in Networks and Systems
Сборник статей «Hybrid Methods for Modeling and Optimizing Complex Systems: Advances in Interdisciplinary Approaches for Complex Problem Solving» успешно сформирован и передан в издательство для дальнейшей публикации.
В сборник вошли оригинальные научные работы и современные исследования международных экспертов, посвящённые развитию теории и практики моделирования и оптимизации сложных систем. Особое внимание уделено интеграции аналитических, вычислительных и данных-ориентированных подходов, а также их применению в различных научных и инженерных областях, включая машинное обучение, интеллектуальный анализ данных, финансовое моделирование, образование и промышленность. Статьи сборника отражают последние достижения в области гибридных методов и демонстрируют их значимость для инновационных решений и эффективного управления сложными системами.
Благодарим всех авторов, рецензентов и организаторов за вклад в подготовку этого издания. Ожидается, что сборник станет ценным ресурсом для исследователей, практиков, преподавателей и студентов, а представленные в нём результаты будут способствовать дальнейшему развитию научного дискурса и стимулировать новые исследования в данной области.
Сборник в виде статей на английском языке опубликован в Lecture Notes in Networks and Systems (Volume 148)
Section: Hybrid Methods for Modeling and Optimization
Section: Machine Learning and Intelligent Data Analysis for Complex Systems
Section: Interdisciplinary Applications of Hybrid Methods, Financial Modeling and Forecasting
Section: Innovative Educational Approaches in Complex Systems
Section: Modeling, Optimization, and Digital Technologies in Industry
Section: Artificial and Computational Intelligence in Decision Support Systems, Robotics and Control Systems
Section: Security and Reliability in Digital Systems
Международная школа-семинар
HMMOCS-III 2024: Гибридные методы моделирования и оптимизации в сложных системах
Материалы семинара
2 декабря 2024 года в Красноярском Доме науки и техники состоялась III Международная Школа-семинар по гибридным методам моделирования. Мероприятие, организованное Сибирским федеральным университетом при поддержке гранта Министерства науки и высшего образования Российской Федерации (Грант № 075-15-2022-1121), прошло в гибридном формате, объединив около 100 участников как очно, так и онлайн.
Заседание школы открыла руководитель гранта Алена Александровна Ступина, подчеркнув важность междисциплинарного подхода в современных исследованиях и выразив надежду на плодотворное международное сотрудничество.
Программа пленарной сессии включала выступления ведущих ученых из России, Сербии, Греции и Индии, охватывая широкий спектр актуальных тем в области искусственного интеллекта, машинного обучения и оптимизации:
Среди докладчиков из Сибирского федерального университета выступили Владимир Казаковцев, Иван Рожнов, Амелия Грейс, Константин Полянский, Юлия Овчинникова, Вадим Спирин и Мария Покушко, охватив темы от искусственного интеллекта в промышленности до оценки эффективности функционирования сложных систем.
Ключевые направления исследований включали:
Международный характер школы-семинара обеспечил разнообразие подходов и перспектив, способствуя укреплению научных связей между странами. Мероприятие наглядно продемонстрировало, как глобальное сотрудничество в области гибридных методов моделирования может привести к инновационным решениям актуальных проблем в различных сферах науки и жизни.
Школа-семинар завершилась подведением итогов и заключительным словом организаторов, открыв новые перспективы для дальнейших исследований и сотрудничества.
Advances in Hybrid Modeling and Optimization Techniques
01001 Dynamic programming in package Mathematica
Predrag S. Stanimirović, and Artem Stupin
01002 A modification of Random Forest investment assets selection algorithm
Anna Zinenko, and Alena Stupina
01003 Development of the hybrid information and analytical system for management reporting in the organization
Anastasiia Dudchenko, and Tatiana Karaseva
01004 Evolvement of artificial intelligence and hybrid methods for modeling and optimization in complex systems
Bekhan Malsagov, Fardiana Ketova, and Danila Makienko
01005 Hybrid approaches to optimizing online transformation of master's programs: a complex systems case study in software engineering and cybernetics
Igor Kovalev, Anna Voroshilova, Alexander Kuznetsov, and Yusuf Beshimov
01006 Search method for optimal interpolation of thermomechanical coefficients for non-ferrous metals and high-alloy steels
Evgeniy Yashmetov, and Lev Kazakovtsev
01007 Optimization of traffic light phases at adjacent intersections
Artem Stupin, Oleg Stupin, and Ivan Makarchuk
01008 Simulation model of call service processes in a multiservice satellite network
Dmitrii Ponomarev, Alena Demicheva, and Lyudmila Egorova
01009 Application of modern hybrid technologies in the field of data analysis to struggle with spear phishing
Dmitriy Gordeev, Margarita Karaseva, and Tatiana Karaseva
Applications of AI and Complex Systems in Various Domains
02001 Comparative analysis of engineering tools for modeling and analysis
Movsar Matygov, Alina Ashkhotova, and Vladislav Sokolov
02002 The importance of structural or physical design to meet the compliance of artificial intelligence
Muslim Aleroev, Maryana Georgieva, and Vladislav Sokolov
02003 The software for simulating the operation of the spherical nuclear reactor
Danila Zaronov, Ivan Provorny, Ivan Chumakov, Mariia Pokushko, and Margarita Karaseva
02004 Mental health evaluation during internet blackouts: a case study of Bangladesh Quota Movement
Mohammad Ariful Islam Rafi, and Tahidul Islam
02005 Modelling and artificial intelligence technologies in modern approaches to automation of metallurgical industries
Vladislav Gerashchenko, Nafisa Kulmurodova, and Zarifjon Kulmurodov
02006 Features of automation of the university schedule management process through the «Class Schedule WEB application»
Anna Firer, Anatoly Kopeikin, and Igor Khramov
02007 Use of available engineering tools for modelling in multiple industries
Magomed Khaliev, Zalim Deunezhev, and Natalia Dubovik
02008 Nonlinear audio processing when creating excursion material using AI content
Alexander Blinnikov, Ivan Blinnikov, Erkin Kadirov, and Nikolay Tsybov
02009 Intellectual technologies and modeling for transformation of engineering tools
Yakha Khadueva, Zalim Deunezhev, and Ekaterina Karabitsina
02010 Continuum robotics: variations, applications, and limitations
Islam Magomedov, Timur Aygumov, and Fatimat Dzamikhova
02011 Design and analysis of a specialized rover to overcome various unpredictable obstacles
Timur Aygumov, Saidmagomed Alikhadzhiev, and Islam Unachev
02012 An intelligent model for predicting the behavior of soil conditions depending on external weather conditions
Oleslav Antamoshkin, Anton Mikhalev, Andrey Menshenin, and Alexander Lukishin
02013 Application of the feedback mechanism in systems using a direct current motor
Dmitry Stavtsev, Ivan Provorny, Ivan Chumakov, Mariia Pokushko, and Artur Nikiforov
Interdisciplinary Mathematical Modeling and Applications
03001 Object segmentation approach in image processing
Narzullo Mamatov, Vohid Fayziyev, Malika Jalelova, and Boymirzo Samijonov
03002 Analysis and modeling of digital solutions in medical database management
Bakhtiyar Rakhimov, Feruza Rakhimova, Atabek Saidov, and Zarina Saidova
03003 Computing the dynamic AC of an electrical network via a fuzzy adaptive recurrent neural network
Spyridon D. Mourtas
03004 Engineering and technological aspects of the application of artificial intelligence models in modern agriculture
Olga Anokhina, Madina Musaeva, and Amelia Grace
03005 Building a model for predicting fire dynamics
Lev Kene, and Roman Kuzmich
03006 Quantile estimates of entropy uncertainty for distributions supported on bounded interval
Vitaly G Polosin
03007 Quantum computing and artificial intelligence: a synergy for the future
Muslim Aleroev, Saniyat Arvanova, and Danila Makienko
03008 Analysis of the dynamics of changes in factor load models for predicting failures of a spacecraft
Konstantin Kraev, Pavel Zaitsev, and Vladimir Kazakovtsev
03009 Predictive model of the potential for the use of public-private partnership mechanisms
Victor Prokhorov, Ivan Rozhnov, and Lev Kazakovtsev
03010 Autonomous on-board object and phenomenon detection system
Anton Mikhalev, Nikolai Guliutin, Nadezhda Ermienko, and Oleslav Antamoshkin
Data Mining, Machine Learning and Pattern Recognition
04001 The opportunities and risks of employment under the impact of artificial intelligence
Elina Guzueva, Alexander Ksenofontov, and Danil Aun
04002 Development of a fuzzy rule base design algorithm using a genetic algorithm and an inverted pendulum
Nikita Marushchenko, and Vladimir Stanovov
04003 Binarization of features based on frequency discretization for clustering tasks
Igor Masich, Guzel Shkaberina, and Danila Masich
04004 Unsupervised feature selection in binarization of real attributes for conceptual clustering
Guzel Shkaberina, Igor Masich, Egor Markushin, and Ekaterina Kraeva
04005 Modification of software tool for human activity classification
Maxim Farafonov, Evgeniye Peresunko, and Vladislav Mymlikov
04006 Comparison of clustering of 16S and 5S RNA genes of bacteria by their triplet composition
Iuliia Ovchinnikova, and Vyacheslav Leonov
04007 Data segmentation through two-level clustering with greedy approach
Vladimir Kazakovtsev, and Egor Markushin
04008 EEG-based epileptic seizure detection with a bidirectional long short-term memory deep learning model
Lyudmila D. Egorova
04009 Using R/S analysis for forecasting stock quotes with ARMA and ARIMA methods
Alena Stupina and Anna Zinenko
04010 Comparison of cluster and classical approaches to issuing training information in adaptive learning systems
Konstantin Polyansky, and Igor Kovalev
Adaptive Intelligence: Exploring Learning in Evolutionary Algorithms and Neural Networks
05001 Adaptive component crossover for differential evolution in solving single-objective optimization problems
Anton Sopov, and Evgenii Sopov
05002 Innovative educational techniques: exploring the potential of edutainment and gamification
Neetu Kachhwaha, Islam Magomedov, and Danil Aun
05003 Development and analysis of adaptive mutation techniques in genetic algorithms
Zakhar Novikov, and Evgenii Sopov
05004 Evolutionary search algorithm for learning activation function of an artificial neural network
Viacheslav Yurshin
05005 Optimization of regular expressions using competitive coevolutionary algorithm based on symbolic regression
Liliya Demidova, and Nikita Moroshkin
05006 Credit approval classification through a WASD neuronet
Spyridon D. Mourtas
05007 A neural network regression model for predicting student learning success based on prior achievements
Mikhail Dorrer
05008 Neural network-based vehicle control in simulated environments using real-coded genetic algorithms
Denis Shabalin, and Vladimir Stanovov
Международная школа-семинар
HMMOCS-II 2023: Гибридные методы моделирования и оптимизации в сложных системах
Материалы семинара
II Школа-семинар «Гибридные методы моделирования и оптимизации в сложных системах» - «Hybrid methods of modeling and optimization in complex systems» (HMMOCS-II 2023) прошла 28-30 ноября 2023 года.
Школа-семинар второй год подряд проводится в целях популяризации научно-исследовательской деятельности в приоритетных направлениях и пропаганды достижений научно-исследовательской деятельности в области передовых цифровых, интеллектуальных производственных технологий, создания систем обработки больших объемов данных, построения математических моделей, обмена опытом на региональном, всероссийском и международном уровне.
Организаторы школы-семинара: ОУ «Красноярский краевой Дом науки и техники РосСНИО», Сибирский федеральный университет, Сибирский институт прикладного системного анализа имени А.Н. Антамошкина.
Очная и онлайн сессии прошли 30 ноября 2023 года в Красноярском Доме науки и техники РосСНИО.
Hybrid Modeling and Optimization in Complex Systems: Advances and Applications
01001 |
Selection of controlled parameters of the technological process of obtaining CLT panels with increased sound insulation |
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Igor Khramov, and Danil Aun |
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01002 |
Data Envelopment Analysis for efficient traffic management |
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Mariia Pokushko, Roman Pokushko, Roman Kuzmich, Margarita Karaseva, Ilias Aslanidis, and Julia Weitzel |
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01003 |
The method of optimal resource management of a distributed dynamic system based on the algorithm of zeroing neural networks |
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Evgenia Bryukhanova |
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01004 |
Customer churn classification through a weights and structure determination neural network |
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Spyridon D. Mourtas |
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01005 |
Color restoration of images through high order zeroing neural networks |
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Spyridon D. Mourtas |
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01006 |
Online sales prediction approach using methodology of CRISP-DM |
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Chunyang Wang, Alena Stupina, and Sergey Bezhitskiy |
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01007 |
Implementation of a hybrid method for optimizing traffic light phases using Anylogic |
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Artem Stupin, Vladislav Stasiuk, and Olga Shagaeva |
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01008 |
Optimization of the number of repair personnel of the enterprise using the theory of queuing |
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Marina Gerasimova, Anna Firer, Igor Khramov, and Alena Egarmina |
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01009 |
Quantum optimization methods in energy systems |
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Dilnoz Muhamediyeva |
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01010 |
Information models for ensuring the sustainability of transport operations formation in the context of digitalization |
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Kseniia Mukhina, Tatiana Burmenko, and Sergey Gelek |
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01011 |
Process management of heterogeneous services in a digital university based on modified GERT networks |
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Larisa Korpacheva, Alexandra Fedorova, Danila Makienko, and Stanislav Novoshinskiy |
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01012 |
Logical analysis of data using linear approximation and heuristic algorithms for gene expression-based diagnostics |
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Maria Bartosh, and Igor Masich |
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01013 |
Comparison and selection of criteria and features in morphological analysis |
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Dmitry Rakov |
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01014 |
Model of surface plastic deformation technology without coolant application developed based on the use of the Ansys information system and experiment |
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Aleksandr Savelyev |
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01015 |
Search method for optimal interpolation of thermomechanical coefficients for conventional and low alloy steels |
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Evgeniy G. Yashmetov, and Lev A. Kazakovtsev |
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01016 |
A model for describing the administration and processing system of information generated when responding to incidents by fire departments |
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Sergey Gelek, Tatiana Burmenko, and Nikolay Martinovich |
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01017 |
Solving problems of optimizing crop rotation using genetic and ant algorithms |
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Dilnoz Muxamediyeva, Nilufar Niyozmatova, and Boymirzo Samijonov |
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01018 |
Two-level optimization by differential evolution in decision tree learning algorithm |
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Sergei Mitrofanov, and Eugene Semenkin |
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01019 |
Lipschitz global optimization and machine learning: helping each other to solve complex problems |
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Marina Usova, and Konstantin Barkalov |
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01020 |
Multi-level computer systems for automation of scientific research |
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Igor Kovalev, Vasily Losev, Dmitry Kovalev, and Anna Voroshilova |
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01021 |
Modeling of the business process of workers' remuneration as an integral part of a balanced scorecard |
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Helen Matveeva, Svetlana Simagina, Daria Yuskaeva, and Violetta Evstafieva |
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Interdisciplinary Mathematical Modeling and Applications
02001 |
The formation of ergonomic thinking when designing complex information systems in the conditions of socio-technogenic development of the world |
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Alexander Kuzmenko, Rodion Filippov, and Lyudmila Filippova |
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02002 |
Application of mathematical methods to solving problems of digitization of population movement |
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Karolina Ketova, and Daiana Vavilova |
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02003 |
Information modeling of the normal forms of logical functions in Maple system |
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Aleksandr Olenev, Ksenia Kirichek, Aleksandr Shuvaev, and Elena Petlina |
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02004 |
Development of a stress-free algorithm for controlling active running platforms |
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Artem Obukhov, Sergey Karpushkin, Aleksandr Siukhin, Kirill Patutin, and Yaroslav Averin |
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02005 |
Financial time series forecasting methods |
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Anna Zinenko, and Alena Stupina |
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02006 |
Information and logical transformations in Schaeffer and Pierce Bases in Maple |
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Aleksandr Olenev, Ekaterina Potekhina, Alexey Khabarov, and Larisa Zvereva |
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02007 |
Development of the model of external control of quality indicators of electronic courses |
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Boris Shifrin, Igor Eliseev, Viktoriia Sokolova, Sergey Voinash, Ramil Zagidullin, Stanislav Akhmetshin, and Sergey Meshkov |
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02008 |
Using CloudCompare software editing tools for processing a three-dimensional point cloud of an urban development site |
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Dmitry Gura, Ekaterina Karamysheva, and Saida Pshidatok |
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02009 |
Information entropy of the generalized beta distribution |
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Vitaly G Polosin |
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02010 |
Topological optimization of the design of a permanent magnet synchronous motor using a genetic algorithm |
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Timur Petrov |
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02011 |
Modeling the gas and liquid flow in the channels of the microplasmatron that is a plasma unit for applying fine coatings |
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Yuliya Soboleva, Maxim Mikhailov, and Eduard Sariev |
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02012 |
System approach to building a mathematical model of a complex organizational-technical system in transport |
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Aleksandr Zhukov, Timur Kalinin, Igor Kartsan, Vladimir Lisickiy, and Vladislav Stasiuk |
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02013 |
Methods for detecting and counting nodes in images of crack networks |
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Alexey Rybakov |
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02014 |
CFD simulation of unstable fluid flows in the rotor of a high-speed precipitation centrifuge |
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Sergey Mordanov, Anatoly Khomyakov, Victoria Gushshamova, Elizaveta Vlasova, Mikhail Beloded, and Pavel Shkurin |
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02015 |
Design of information support systems for enterprises based on the principles of system analysis |
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Sergei Bobrovskiy, Sergei Skorokhodov, and Ivan Chekanov |
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02016 |
Optimization of conditions for the formation of functional coatings based on carboxymethylcellulose with chromium |
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Natalia Antonova, and Anna Khokhlova |
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02017 |
Information and methodological support for intermediate checks of equipment and assessment of metrological characteristics |
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Shodlik Masharipov, Oybek Mustafayev, and Sunnat Oymirov |
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02018 |
Environmental issues associated with computing and technological development |
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Elina R. Guzueva, Natalya I. Pikuleva, and Angela L. Kilchukova |
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02019 |
Automatic design of mutation parameter adaptation for differential evolution |
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Vladimir Stanovov, and Eugene Semenkin |
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02020 |
Thefittest: evolutionary machine learning in Python |
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Pavel Sherstnev |
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02021 |
Development and analysis of a self-configuring differential evolution algorithm |
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Zakhar Novikov, and Aleksei Vakhnin |
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02022 |
Using cooperative coevolution in large-scale black-box constraint satisfaction problems |
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Aleksei Vakhnin, and Zakhar Novikov |
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02023 |
On the performance of standard nature-inspired algorithms in solving non-stationary optimization problems |
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Kaiwang Cui, and Evgenii Sopov |
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02024 |
A comparative study of state-of-the-art multi-objective optimization algorithms |
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Jiawei Li, and Evgenii Sopov |
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02025 |
Automated evaluation models and algorithms for optimizing exercise assessments in food production training complexes |
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Ivan Polevshchikov, and Elena Litvinova |
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Data mining, machine learning and pattern recognition
03001 |
Developing a machine learning model for fake news detection |
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Rodion Filippov, Anna Sazonova, and Yuri Leonov |
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03002 |
System for analyzing data from camera traps based on a two-stage neural network approach for operational remote monitoring |
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Vladislav Efremov, Andrew Leus, Dmitry Gavrilov, Daniil Mangazeev, Victor Zuev, Alexandra Radysh, Ivan Kholodnyak, Nikita Vodichev, and Masoud Vahid Dastgerdi |
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03003 |
Neural network algorithm for predicting human speed based on computer vision and machine learning |
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Artem Obukhov, Daniil Teselkin, Ekaterina Surkova, Artem Komissarov, and Maxim Shilcin |
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03004 |
Streaming geocoding of incidents based on information from social networks |
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Yana Bekeneva, and Alexandr Lopushanskiy |
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03005 |
Detection of malicious requests aimed at disrupting the availability of cyber-physical systems |
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Anastasia Iskhakova |
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03006 |
Sample size analysis for conducting research |
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Mariia Pokushko, Margarita Karaseva, Roman Pokushko, Ilias Aslanidis, Julia Weitzel, and Artur Nikiforov |
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03007 |
Supervised machine learning with regression for the IRT-T reactor cooling system |
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Maxim Kublinskiy, Nikita Smolnikov, and Artem Naymushin |
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03008 |
Generation of a text description of weakly structured optical coherence tomography images |
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Arthur Zhigalov, Alexander Lositsky, Lyubov Grishina, and Irina Bolodurina |
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03009 |
Influence of the number of attribute binarization thresholds on the quality of the generated set of rules for the method of logical analysis of data |
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Roman Kuzmich, Katerina Ponomareva, and Artur Nikiforov |
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03010 |
Model of the influence of weather conditions on car traffic (using the example of weather conditions in Siberia) |
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Artem Stupin, Natalia Dubovik, and Olga Shagaeva |
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03011 |
The automated recognition part markings algorithms |
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Anton Kozlov, Lyudmila Ugarova, Nikolay Loginov, and Vadim Gulyaev |
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03012 |
Enhancing unmanned aerial vehicle capabilities: integrating YOLO algorithms for diverse industrial applications |
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Nikolai Guliutin, and Oleslav Antamoshkin |
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03013 |
Software system for contactless text input based on computer vision |
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Pavel Peresunko, Alexander Bochkarev, Egor Larionov, Evgenia Peresunko, Victoria Kosheleva, and Igor Kovalev |
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03014 |
Methodology for assessing the predicted didactic effects from the use of educational and training tools |
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Aleksandr Zhukov, Timur Kalinin, Igor Kartsan, Maksim Makarov, and Ekaterina Karabitsina |
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03015 |
Algorithm for extracting contours of agricultural crops images |
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Narzillo Mamatov, Malika Jalelova, Boymirzo Samijonov, and Abdurashid Samijonov |
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03016 |
Scientific basis and practical application of formalization by making decisions taking into account the uncertainty of the results of gas analyzers in the process of comparison |
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Mirolim Mahmudjonov, Shodlik Masharipov, and Parakhat Matyakubova |
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03017 |
Electroencephalogram data analysis using Convolutional Neural Networks and Gramian Angular Field |
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Lyudmila Egorova, Ivan Rozhnov, Lev Kazakovtsev, and Anastasiya Polyakova |
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Adaptive Intelligence: Exploring Learning in Evolutionary Algorithms and Neural Networks
04001 |
Application of an effective neural network architecture based on deep learning algorithms for the development of a noninvasive neurocomputer interface |
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Denis Karandeev, Irina Karandeeva, Irina Bychkova, and Ruslan Bazhenov |
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04002 |
Optimized zone-based vehicle speed estimation and classification |
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Masoud Vahid Dastgerdi, Andrey Leus, Viktor Zuev, Nikita Vodichev, Ivan Kholodnyak, Vladislav Efremov, Daniil Mangazeev, and Nikita Pecherkin |
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04003 |
Speech enhancement augmentation for robust speech recognition in noisy environments |
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Rauf Nasretdinov, Andrey Lependin, and Ilya Ilyashenko |
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04004 |
Everted U-Net for 3D scene reconstruction and segmentation |
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Vladislav Mymlikov, Oleslav Antamoshkin, and Maxim Farafonov |
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04005 |
Modeling reflection in artificial intelligence systems: state of art and prospects |
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Sergey Listopad, Vladimir Matsoula, and Alexander Luchko |
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04006 |
Functional structure of reflexive-active systems of artificial heterogeneous intelligent agents |
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Sergey Listopad |
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04007 |
Issues with generative artificial intelligence tools |
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Saida K. Labazanova, Timur G. Aygumov, and Marat Kh. Mursaliev |
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04008 |
Training of highly qualified specialists in the field of software development: problems and solutions in higher educational institutions of Ecuador |
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Valeria Esthefania, Quiroz Cabascango, and Diana Esmeralda Molina Calvopiña |
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04009 |
Artificial intelligence's ability to process images |
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Islam A. Magomedov, Amina Sh. Khafizova, and Fardiana R. Ketova |
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04010 |
Multi-objective parametric synthesis of loss functions in neural networks with evolutionary algorithms |
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Eduard Morozov, and Vladimir Stanovov |
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04011 |
Investigation of the impact effectiveness of adversarial data leakage attacks on the machine learning models |
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Denis Parfenov, Lubov Grishina, Artur Zhigalov, and Anton Parfenov |
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04012 |
Application of the evolutionary approach to structural and parametric identification of dynamic objects |
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Tatiana Karaseva |
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04013 |
The comparison of different PDP-type self-adaptive schemes for the cooperation of GA, DE, and PSO algorithms |
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Anton Sopov, and Tatiana Karaseva |
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04014 |
Clustering of bacteria by the triplet composition of 5S RNA |
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Iuliia Ovchinnikova, Michael Sadovsky, and Vladislav Sokolov |