Data Collection Technology for Ambient Intelligence Systems in Internet of Things

Vodyaho, Alexander; Osipov, Vasiliy; Zhukova, Nataly; Chernokulsky, Vladimir V.

doi:10.3390/electronics9111846

Cited by 14 publications

(7 citation statements)

References 26 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%

Towards Building Cyberphysical Systems with Agile Architecture

Vodyaho

Zhukova²,

Shichkina

et al. 2022

Journal of Computer Networks and Communications

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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%

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

“…If we replace the model, we can easily move to other subject domains, e.g., socio-cyber-systems. In particular, the work of the authors [47] shows the possibility of using this approach in industrial systems built based on IIOT [48].…”

Section: Discussionmentioning

confidence: 99%

Using the Context-Sensitive Policy Mechanism for Building Data Acquisition Systems in Large Scale Distributed Cyber-Physical Systems Built on Fog Computing Platforms

et al. 2021

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The article deals with the use of context-sensitive policies in the building of data acquisition systems in large scale distributed cyber-physical systems built on fog computing platforms. It is pointed out that the distinctive features of modern cyber-physical systems are their high complexity and constantly changing structure and behavior, which complicates the data acquisition procedure. To solve this problem, it is proposed to use an approach according to which the data acquisition procedure is divided into two phases: model construction and data acquisition, which allows parallel realization of these procedures. A distinctive feature of the developed approach is that the models are built in runtime automatically. As a top-level model, a multi-level relative finite state operational automaton is used. The automaton state is described using a multi-level structural-behavioral model, which is a superposition of four graphs: the workflow graph, the data flow graph, the request flow graph and the resource graph. To implement the data acquisition procedure using the model, the context-sensitive policy mechanism is used. The article discusses possible approaches to implementation of suggested mechanisms and describes an example of application.

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“…The described approach was used by the authors to build a number of real systems, including the production system for an automated assembly and welding site [69], a system for monitoring the state of cable television networks [50,51]. Currently, the authors are working on creating an educational content management system for one of the universities designed to support dynamic educational trajectories.…”

Section: Use Casesmentioning

confidence: 99%

“…Use case 1. Industrial internet applications [69]. This example illustrates the possibility of using the proposed approach to build systems belonging to the industrial internet applications class [5][6][7], which use mobile components at the lower levels.…”

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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Data Collection Technology for Ambient Intelligence Systems in Internet of Things

Cited by 14 publications

References 26 publications

Towards Building Cyberphysical Systems with Agile Architecture

Towards Building Cyberphysical Systems with Agile Architecture

Using the Context-Sensitive Policy Mechanism for Building Data Acquisition Systems in Large Scale Distributed Cyber-Physical Systems Built on Fog Computing Platforms

About One Approach to Using Dynamic Models to Build Digital Twins

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