Models of Telecommunications Network Monitoring Based on Knowledge Graphs

Krinkin, Kirill; Vodyaho, Alexander; Kulikov, Igor; Zhukova, Nataly

doi:10.1109/meco49872.2020.9134148

Cited by 9 publications

(9 citation statements)

References 8 publications

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“…is article is a further development and generalization of the results of the authors research in the fields of the synthesis of relatively finite automata, the synthesis of knowledge graphs [19,20], and data acquisition systems in distributed heterogeneous CPS [21].…”

Section: The State-of-the-art Agile Architecture Systemsmentioning

confidence: 87%

“…One can define three main approaches to the implementation of AM: (i) the implementation of the model, i.e., using JAVA in the form of an object model, (ii) based on using ontologies [34], and (iii) based on using knowledge graphs [19,20,35,36]. Using JAVA to build models allows get minimal delays, but it is very expensive in terms of programming.…”

Section: Possible Approaches To Implementationmentioning

confidence: 99%

“…Nowadays, it is preferable to build ASM in terms of knowledge, in particular, using ontologies and knowledge graphs. e issues of automatic ASM construction in terms of knowledge graphs are considered in [19,20].…”

Section: Possible Approaches To Implementationmentioning

confidence: 99%

See 2 more Smart Citations

Towards Building Cyberphysical Systems with Agile Architecture

Vodyaho

Zhukova²,

Shichkina

et al. 2022

Journal of Computer Networks and Communications

Self Cite

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The current stage of technology development is characterized by an increase in the complexity of the created anthropogenic systems, a constant expansion of the scope of information technologies, an increase in the intelligence level of the created systems, and the appearance of new paradigms for building information-oriented systems such as cyber-physical systems, the Internet of things, and cloud and fog systems. Modern information-oriented systems very often have dynamic structure, implement complex adaptive behavior, and can be considered as systems with agile architecture. The article discusses one of the possible approaches for building cyberphysical systems with agile architecture on fog platforms. The idea of the proposed approach is to accumulate knowledge about the current state of the observed cyberphysical systems in the form of knowledge graphs. As a model, it is proposed to use multilevel relatively finite state operating automaton at the upper level and knowledge graphs at the lower level. A distinctive feature of the developed approach is that models that describe the current state of the observed system can be built automatically.

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Section: The State-of-the-art Agile Architecture Systemsmentioning

confidence: 87%

Section: Possible Approaches To Implementationmentioning

confidence: 99%

See 1 more Smart Citation

Towards Building Cyberphysical Systems with Agile Architecture

Vodyaho

Zhukova²,

Shichkina

et al. 2022

Journal of Computer Networks and Communications

Self Cite

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show abstract

“…In addition, TCO decrease was achieved by reducing the number of service personnel. A more detailed description of this solution can be found in [70,71]. This Example 1 (production system) illustrates the possibility of using the proposed approach to solve data acquisition problems.…”

Section: Use Casesmentioning

confidence: 99%

About One Approach to Using Dynamic Models to Build Digital Twins

Vodyaho

Zhukova

Shichkina

et al. 2022

Designs

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The modern stage of technology development is characterized by the emergence of new paradigms for the construction of anthropogenic systems, such as cyber-physical systems, socio-cybernetic systems, etc. The task of data acquisition about the state of a multi-level system and managing the structure and behavior of a system consisting of many thousands of elements of different physical nature is a complex task. This article describes one of possible approaches to solving the problem of data acquisition and management of the structure of a large-scale heterogeneous system. The proposed approach is based on the idea of using dynamic digital twins, which are dynamic models of the observed system. This approach was used for the development of systems in various subject domains, in particular, in production management systems built on the Industry 4.0 principle, in the development of a technical support system for cable television networks and in the development of support systems for the construction of educational trajectories.

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“…The aim was to build an automated system to improve network incident management processes and to provide better customer service. Krinkin et al [105] proposed a telecommunication network monitoring model by means of incorporating a domain KG at the top of the telecommunications service domain ontology. In particular, the authors encompass an array of components that are integrated into monitoring cable television operator networks.…”

Section: Ictmentioning

confidence: 99%