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Series: European Proceedings of Computers and Technology

Hybrid Methods of Modeling and Optimization in Complex Systems

Proceedings of International Workshop "Hybrid methods of modeling and optimization in complex systems" (in the framework of The Eleventh International Conference on Mathematical Models and their Applications), November 22-24, 2022, Krasnoyarsk, the Russian Federation

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Table of Contents

Frontmatter
i-xii

Articles

Original Article

OLAP Concept as a Basis for Business Analysis of Multidimensional Data Structures

V. A. Sokolov
,
R. I. Kuzmich
,
A. A. Stupina
,
K. A. Ponomareva
,
M. V. Pokushko

Keywords: OLAP, hypercube, FASMI, multidimensional structure, analytics

Article no: 1

Pages 1-10

Doi: 10.15405/epct.23021.1

>View as HTML >Abstract >Download PDF
Original Article

System of Automated Text Messages Clustering by Semantic Proximity Based on NLP and Machine Learning Methods

Iuliia Khudonogova
,
Leonid Lipinskiy
,
Anastasiya Polyakova

Keywords: Text message clustering, semantic proximity, machine learning

Article no: 3

Pages 19-30

Doi: 10.15405/epct.23021.3

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Original Article

Information and Signal Actions in the Cyber-Physical Systems Hierarchy Control

A. V. Shukalov
,
V. I. Babenkov
,
I. O. Zharinov
,
O. O. Zharinov

Keywords: Cyber-physical system, hierarchy control, Industry 4.0.

Article no: 4

Pages 31-38

Doi: 10.15405/epct.23021.4

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Original Article

Maple Information Tools in the Study of Mathematical Logic Questions

A. A. Olenev
,
E. M. Petlina
,
A. V. Shuvaev
,
N. V. Grivennaya
,
A. N. Khabarov

Keywords: Boolean algebra, correspondence (truth) tables, computer algebra, Maple, perfect normal forms

Article no: 5

Pages 39-47

Doi: 10.15405/epct.23021.5

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Original Article

Application of the Data Envelopment Analysis Method for Evaluating Operation of Technical Systems

M. Pokushko
ORCiD ,
A. Stupina
ORCiD ,
I. Medina-Bulo
ORCiD ,
R. Kuzmich
,
A. Stupin
,
M. Karaseva
ORCiD

Keywords: Data envelopment analysis, charnes, cooper and rhodes model, heat supply system, combined heat and power plant, boiler house

Article no: 6

Pages 48-54

Doi: 10.15405/epct.23021.6

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Original Article

Modeling of the Aggregator-Platform for Historical and Cultural Data "Siberiana"

E. R. Bryukhanova
ORCiD ,
O. A. Antamoshkin
ORCiD ,
D. A. Krasnov
ORCiD ,
T. S. Pleshkova
ORCiD ,
N. O. Pikov
ORCiD

Keywords: Modelling the processes, processing of primary, cultural heritage of Siberia, information systems, databases

Article no: 10

Pages 77-85

Doi: 10.15405/epct.23021.10

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Original Article

Algorithm Development for Implementing the Information Resource Life Cycle Digital Twin

A. M. Popov
,
A. A. Popov
,
N. A. Romanov
,
A. K. Ovsyankin
,
A. Batyrbekova

Keywords: Digital twin, simulation modeling, anylogic, information resource, life cycle

Article no: 15

Pages 117-125

Doi: 10.15405/epct.23021.15

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Original Article

Neutrosophy in Unconstrained Nonlinear Optimization

Predrag S. Stanimirović
,
Branislav Ivanov
,
Vasilios N. Katsikis
ORCiD ,
Spyridon D. Mourtas
ORCiD

Keywords: Unconstrained optimization, neutrosophic logic systems, fuzzy logic systems, gradient descent methods

Article no: 17

Pages 131-139

Doi: 10.15405/epct.23021.17

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Original Article

Hierarchical Co-Evolution of Self-Configuring Bio-Inspired Algorithms for Production Scheduling With Priorities

O. E. Semenkina
ORCiD ,
E. A. Popov
,
E. S. Semenkin
ORCiD

Keywords: Bio-inspired algorithms, self-configuring, cooperative co-evolution, scheduling problem, operational production planning

Article no: 21

Pages 167-177

Doi: 10.15405/epct.23021.21

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Original Article

Influence of Class Imbalance on the Quality of Hydrocracking Unit Failure Prediction Models

Ivan Nekrasov
,
Vladimir Bukhtoyarov
,
Svetlana Eremeeva

Keywords: Hydrocracking unit, machine learning, classifier, upsampling, downsampling

Article no: 22

Pages 178-185

Doi: 10.15405/epct.23021.22

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Original Article

Multi-Swarm PSO With Success-History Based Adaptive Local Search for Dynamic Environments

Vladimir Stanovov
ORCiD ,
Shakhnaz Akhmedova
ORCiD ,
Aleksei Vakhnin
ORCiD ,
Eugene Sopov
ORCiD ,
Eugene Semenkin
ORCiD

Keywords: Particle swarm optimization, dynamic optimization, local search, parameter adaptation

Article no: 23

Pages 186-193

Doi: 10.15405/epct.23021.23

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Original Article

Selective Pressure Strategy in Multilevel Cooperative Coevolution for Solving LSGO Problems

Aleksei Vakhnin
ORCiD ,
Evgenii Sopov
ORCiD

Keywords: Large-scale global optimization, multilevel cooperation coevolution, differential evolution

Article no: 25

Pages 201-209

Doi: 10.15405/epct.23021.25

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Original Article

Application of Convolutional Neural Networks to Determine Induction Soldering Process Technological Stages

Vadim Tynchenko
,
Sergei Kurashkin
ORCiD ,
Vladislav Kukartsev

Keywords: Convolutional neural networks, automation, control, image recognition, DenseNet, induction soldering, waveguide path

Article no: 26

Pages 210-221

Doi: 10.15405/epct.23021.26

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Original Article

Approach to Data Clustering Based on Molecular Chemical Reactions With Various Distance Measures

E. M. Markushin
,
G. Sh. Shkaberina
ORCiD ,
N. L. Rezova
ORCiD ,
L. A. Kazakovtsev
ORCiD

Keywords: Data clustering, chemical reaction optimization, k-means

Article no: 27

Pages 222-234

Doi: 10.15405/epct.23021.27

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Original Article

A Neutrosophic Adaptive Recurrent Neural Network for Time-Varying Matrix Inversion

Spyridon D. Mourtas
ORCiD ,
Predrag S. Stanimirović
ORCiD ,
Vasilios N. Katsikis
ORCiD

Keywords: Zeroing neural networks, neutrosophic logic, matrix inverse, dynamical system

Article no: 30

Pages 249-255

Doi: 10.15405/epct.23021.30

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Original Article

Gradient Neural Dynamics Based on Modified Error Function

Predrag S. Stanimirović
,
Dimitrios Gerontitis
,
Nataša Tešić
,
Vladimir L. Kazakovtsev
,
Vladislav Stasiuk
,
Xinwei Cao

Keywords: Gradient neural network, generalized inverses, moore-penrose inverse, linear matrix equations

Article no: 31

Pages 256-263

Doi: 10.15405/epct.23021.31

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Original Article

Disk Drives Remaining Useful Life Prediction Using the Extreme Learning Machine

Liliya A. Demidova
ORCiD ,
Ilya A. Fursov
ORCiD

Keywords: Multidimensional time series, predicting, decision tree, random forest, feature engineering, remaining useful life

Article no: 37

Pages 304-312

Doi: 10.15405/epct.23021.37

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Original Article

Self-Configuring Evolutionary Algorithms Based Design of Hybrid Interpretable Machine Learning Models

P. A. Sherstnev
ORCiD

Keywords: Fuzzy logic classifier, neural network interpretability, self-configuring evolutionary algorithms

Article no: 38

Pages 313-320

Doi: 10.15405/epct.23021.38

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Original Article

System for Automatic Grouping of Metadata of Three-Dimensional Models

Lev A. Kazakovtsev
,
Viktoria V. Kutsevalova
,
Vladimir L. Kazakovtsev

Keywords: OLAP, hypercube, FASMI, multidimensional structure, analytics

Article no: 42

Pages 343-350

Doi: 10.15405/epct.23021.42

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Original Article

Slack Based Model for Enterprises’ Efficiency Improvement

M. Pokushko
ORCiD ,
I. Medina-Bulo
ORCiD ,
R. Kuzmich
ORCiD ,
R. Pokushko
ORCiD ,
M. Karaseva
ORCiD ,
N. Dubovik
ORCiD

Keywords: Data Envelopment Analysis, Slack Based Model (SBM), heat supply system, minimization of harmful substances emissions, combined heat and power plant

Article no: 43

Pages 351-356

Doi: 10.15405/epct.23021.43

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Original Article

Adaptive Computing Technologies for Diagnostics and Control of UAVs With Fault-Tolerant On-Board Software

I. V. Kovalev
ORCiD ,
V. V. Losev
ORCiD ,
D. I. Kovalev
,
K. D. Astanakulov
,
A. A. Voroshilova
ORCiD ,
V. A. Podoplelova
,
D. V. Borovinsky

Keywords: Adaptive computing technology, onboard software, UAV, fault-tolerant software, hybrid modeling method, distributed computing, algorithm, monitoring

Article no: 48

Pages 387-393

Doi: 10.15405/epct.23021.48

>View as HTML >Abstract >Download PDF

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