II International Workshop

HMMOCS-II 2023: Hybrid methods of modeling and optimization in complex systems

Workshop Materials

About the Workshop

Website of the workshop



II Workshop “Hybrid methods of modeling and optimization in complex systems” (HMMOCS-II 2023) was held on November 28-30, 2023.

The workshop is held for the time to popularize research activities in priority areas and promote the achievements of research activities in the field of advanced digital, intelligent production technologies, the creation of systems for processing large amounts of data, the construction of mathematical models, the exchange of experience at regional and all-Russian and international level.

Organizers: Krasnoyarsk Science and Technology City Hall, Siberian Federal University, Siberian Institute of Applied System Analysis named after A.N. Antamoshkina.

The Proceedings of HMMOCS-II 2023 are published in ITM Web of Conferences, indexed by the international databases Web of Science Core Collection™ Conference Proceedings Citation Index - Social Sciences & Humanities (CPCI-SSH) and Google Scholar - Volume 59 (2024).

Scientific sessions were held on November 30, 2023 at Krasnoyarsk Science and Technology City Hall.


Reports and papers

Hybrid Modeling and Optimization in Complex Systems: Advances and Applications


Selection of controlled parameters of the technological process of obtaining CLT panels with increased sound insulation


Igor Khramov, and Danil Aun


Data Envelopment Analysis for efficient traffic management


Mariia Pokushko, Roman Pokushko, Roman Kuzmich, Margarita Karaseva,

Ilias Aslanidis, and Julia Weitzel


The method of optimal resource management of a distributed dynamic system based on the algorithm of zeroing neural networks


Evgenia Bryukhanova


Customer churn classification through a weights and structure determination neural network


Spyridon D. Mourtas


Color restoration of images through high order zeroing neural networks


Spyridon D. Mourtas


Online sales prediction approach using methodology of CRISP-DM


Chunyang Wang, Alena Stupina, and Sergey Bezhitskiy


Implementation of a hybrid method for optimizing traffic light phases using Anylogic


Artem Stupin, Vladislav Stasiuk, and Olga Shagaeva


Optimization of the number of repair personnel of the enterprise using the theory of queuing


Marina Gerasimova, Anna Firer, Igor Khramov, and Alena Egarmina


Quantum optimization methods in energy systems


Dilnoz Muhamediyeva


Information models for ensuring the sustainability of transport operations formation

in the context of digitalization


Kseniia Mukhina, Tatiana Burmenko, and Sergey Gelek


Process management of heterogeneous services in a digital university based on modified GERT networks


Larisa Korpacheva, Alexandra Fedorova, Danila Makienko, and Stanislav Novoshinskiy 


Logical analysis of data using linear approximation and heuristic algorithms for gene

expression-based diagnostics


Maria Bartosh, and Igor Masich


Comparison and selection of criteria and features in morphological analysis


Dmitry Rakov


Model of surface plastic deformation technology without coolant application developed based on the use of the Ansys information system and experiment


Aleksandr Savelyev


Search method for optimal interpolation of thermomechanical coefficients for conventional and low alloy steels


Evgeniy G. Yashmetov, and Lev A. Kazakovtsev


A model for describing the administration and processing system of information generated when responding to incidents by fire departments


Sergey Gelek, Tatiana Burmenko, and Nikolay Martinovich


Solving problems of optimizing crop rotation using genetic and ant algorithms


Dilnoz Muxamediyeva, Nilufar Niyozmatova, and Boymirzo Samijonov


Two-level optimization by differential evolution in decision tree learning algorithm


Sergei Mitrofanov, and Eugene Semenkin


Lipschitz global optimization and machine learning: helping each other to solve complex problems


Marina Usova, and Konstantin Barkalov


Multi-level computer systems for automation of scientific research


Igor Kovalev, Vasily Losev, Dmitry Kovalev, and Anna Voroshilova


Modeling of the business process of workers' remuneration as an integral part of a balanced scorecard


Helen Matveeva, Svetlana Simagina, Daria Yuskaeva, and Violetta Evstafieva



Interdisciplinary Mathematical Modeling and Applications


The formation of ergonomic thinking when designing complex information systems in the conditions of socio-technogenic development of the world


Alexander Kuzmenko, Rodion Filippov, and Lyudmila Filippova


Application of mathematical methods to solving problems of digitization of population movement


Karolina Ketova, and Daiana Vavilova


Information modeling of the normal forms of logical functions in Maple system


Aleksandr Olenev, Ksenia Kirichek, Aleksandr Shuvaev, and Elena Petlina


Development of a stress-free algorithm for controlling active running platforms


Artem Obukhov, Sergey Karpushkin, Aleksandr Siukhin, Kirill Patutin, and Yaroslav Averin


Financial time series forecasting methods


Anna Zinenko, and Alena Stupina


Information and logical transformations in Schaeffer and Pierce Bases in Maple


Aleksandr Olenev, Ekaterina Potekhina, Alexey Khabarov, and Larisa Zvereva


Development of the model of external control of quality indicators of electronic courses


Boris Shifrin, Igor Eliseev, Viktoriia Sokolova, Sergey Voinash, Ramil Zagidullin,

Stanislav Akhmetshin, and Sergey Meshkov


Using CloudCompare software editing tools for processing a three-dimensional point cloud of an urban development site


Dmitry Gura, Ekaterina Karamysheva, and Saida Pshidatok


Information entropy of the generalized beta distribution


Vitaly G Polosin


Topological optimization of the design of a permanent magnet synchronous motor using a genetic algorithm


Timur Petrov


Modeling the gas and liquid flow in the channels of the microplasmatron that is a plasma unit for applying fine coatings


Yuliya Soboleva, Maxim Mikhailov, and Eduard Sariev


System approach to building a mathematical model of a complex organizational-technical system in transport


Aleksandr Zhukov, Timur Kalinin, Igor Kartsan, Vladimir Lisickiy, and

Vladislav Stasiuk


Methods for detecting and counting nodes in images of crack networks


Alexey Rybakov


CFD simulation of unstable fluid flows in the rotor of a high-speed precipitation centrifuge


Sergey Mordanov, Anatoly Khomyakov, Victoria Gushshamova, Elizaveta Vlasova,

Mikhail Beloded, and Pavel Shkurin


Design of information support systems for enterprises based on the principles of system analysis


Sergei Bobrovskiy, Sergei Skorokhodov, and Ivan Chekanov


Optimization of conditions for the formation of functional coatings based on

carboxymethylcellulose with chromium


Natalia Antonova, and Anna Khokhlova


Information and methodological support for intermediate checks of equipment and

assessment of metrological characteristics


Shodlik Masharipov, Oybek Mustafayev, and Sunnat Oymirov


Environmental issues associated with computing and technological development


Elina R. Guzueva, Natalya I. Pikuleva, and Angela L. Kilchukova


Automatic design of mutation parameter adaptation for differential evolution


Vladimir Stanovov, and Eugene Semenkin


Thefittest: evolutionary machine learning in Python


Pavel Sherstnev


Development and analysis of a self-configuring differential evolution algorithm


Zakhar Novikov, and Aleksei Vakhnin


Using cooperative coevolution in large-scale black-box constraint satisfaction problems


Aleksei Vakhnin, and Zakhar Novikov


On the performance of standard nature-inspired algorithms in solving non-stationary

optimization problems


Kaiwang Cui, and Evgenii Sopov


A comparative study of state-of-the-art multi-objective optimization algorithms


Jiawei Li, and Evgenii Sopov


Automated evaluation models and algorithms for optimizing exercise assessments in food production training complexes


Ivan Polevshchikov, and Elena Litvinova



Data mining, machine learning and pattern recognition


Developing a machine learning model for fake news detection


Rodion Filippov, Anna Sazonova, and Yuri Leonov


System for analyzing data from camera traps based on a two-stage neural network approach for operational remote monitoring


Vladislav Efremov, Andrew Leus, Dmitry Gavrilov, Daniil Mangazeev, Victor Zuev,

Alexandra Radysh, Ivan Kholodnyak, Nikita Vodichev, and Masoud Vahid Dastgerdi


Neural network algorithm for predicting human speed based on computer vision and machine learning


Artem Obukhov, Daniil Teselkin, Ekaterina Surkova, Artem Komissarov, and

Maxim Shilcin


Streaming geocoding of incidents based on information from social networks


Yana Bekeneva, and Alexandr Lopushanskiy


Detection of malicious requests aimed at disrupting the availability of cyber-physical systems


Anastasia Iskhakova


Sample size analysis for conducting research


Mariia Pokushko, Margarita Karaseva, Roman Pokushko, Ilias Aslanidis, Julia Weitzel, and Artur Nikiforov


Supervised machine learning with regression for the IRT-T reactor cooling system


Maxim Kublinskiy, Nikita Smolnikov, and Artem Naymushin


Generation of a text description of weakly structured optical coherence tomography



Arthur Zhigalov, Alexander Lositsky, Lyubov Grishina, and Irina Bolodurina


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


Roman Kuzmich, Katerina Ponomareva, and Artur Nikiforov


Model of the influence of weather conditions on car traffic (using the example of weather conditions in Siberia)


Artem Stupin, Natalia Dubovik, and Olga Shagaeva


The automated recognition part markings algorithms


Anton Kozlov, Lyudmila Ugarova, Nikolay Loginov, and Vadim Gulyaev


Enhancing unmanned aerial vehicle capabilities: integrating YOLO algorithms for diverse industrial applications


Nikolai Guliutin, and Oleslav Antamoshkin


Software system for contactless text input based on computer vision


Pavel Peresunko, Alexander Bochkarev, Egor Larionov, Evgenia Peresunko,

Victoria Kosheleva, and Igor Kovalev


Methodology for assessing the predicted didactic effects from the use of educational and training tools


Aleksandr Zhukov, Timur Kalinin, Igor Kartsan, Maksim Makarov, and

Ekaterina Karabitsina


Algorithm for extracting contours of agricultural crops images


Narzillo Mamatov, Malika Jalelova, Boymirzo Samijonov, and Abdurashid Samijonov


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


Mirolim Mahmudjonov, Shodlik Masharipov, and Parakhat Matyakubova


Electroencephalogram data analysis using Convolutional Neural Networks and Gramian Angular Field


Lyudmila Egorova, Ivan Rozhnov, Lev Kazakovtsev, and Anastasiya Polyakova



Adaptive Intelligence: Exploring Learning in Evolutionary Algorithms and Neural Networks


Application of an effective neural network architecture based on deep learning algorithms for the development of a noninvasive neurocomputer interface


Denis Karandeev, Irina Karandeeva, Irina Bychkova, and Ruslan Bazhenov


Optimized zone-based vehicle speed estimation and classification


Masoud Vahid Dastgerdi, Andrey Leus, Viktor Zuev, Nikita Vodichev, Ivan Kholodnyak, Vladislav Efremov, Daniil Mangazeev, and Nikita Pecherkin


Speech enhancement augmentation for robust speech recognition in noisy environments


Rauf Nasretdinov, Andrey Lependin, and Ilya Ilyashenko


Everted U-Net for 3D scene reconstruction and segmentation


Vladislav Mymlikov, Oleslav Antamoshkin, and Maxim Farafonov


Modeling reflection in artificial intelligence systems: state of art and prospects


Sergey Listopad, Vladimir Matsoula, and Alexander Luchko


Functional structure of reflexive-active systems of artificial heterogeneous intelligent agents


Sergey Listopad


Issues with generative artificial intelligence tools


Saida K. Labazanova, Timur G. Aygumov, and Marat Kh. Mursaliev


Training of highly qualified specialists in the field of software development: problems and solutions in higher educational institutions of Ecuador


Valeria Esthefania, Quiroz Cabascango, and Diana Esmeralda Molina Calvopiña


Artificial intelligence's ability to process images


Islam A. Magomedov, Amina Sh. Khafizova, and Fardiana R. Ketova


Multi-objective parametric synthesis of loss functions in neural networks with evolutionary algorithms


Eduard Morozov, and Vladimir Stanovov


Investigation of the impact effectiveness of adversarial data leakage attacks on the machine learning models


Denis Parfenov, Lubov Grishina, Artur Zhigalov, and Anton Parfenov


Application of the evolutionary approach to structural and parametric identification of  dynamic objects


Tatiana Karaseva


The comparison of different PDP-type self-adaptive schemes for the cooperation of GA, DE, and PSO algorithms


Anton Sopov, and Tatiana Karaseva


Clustering of bacteria by the triplet composition of 5S RNA


Iuliia Ovchinnikova, Michael Sadovsky, and Vladislav Sokolov