Methods of Composing Hierarchical Knowledge Graphs of Telecommunication Network

Yoshinov, Radoslav; Kulikov, Igor; Zhukova, Nataly

doi:10.7546/pecr.72.20.07

Cited by 6 publications

(2 citation statements)

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“…Graph-based reasoning involves traversing nodes and edges in the graph to explore relationships between entities. Examples of such formalisms are knowledge graphs, ontologies, and semantic networks [14,15].…”

Section: Graph-based Formalismsmentioning

confidence: 99%

An Evaluation Survey of Knowledge-Based Approaches in Telecommunication Applications

Koudouridis,

Shalmashi,

Moosavi

2024

Telecom

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The purpose of this survey study is to shed light on the importance of knowledge usage and knowledge-driven applications in telecommunication systems and businesses. To this end, we first define a classification of the different knowledge-based approaches in terms of knowledge representations and reasoning formalisms. Further, we define a set of qualitative criteria and evaluate the different categories for their suitability and usefulness in telecommunications. From the evaluation results, we could conclude that different use cases are better served by different knowledge-based approaches. Further, we elaborate and showcase our findings on three different knowledge-based approaches and their applicability to three operational aspects of telecommunication networks. More specifically, we study the utilization of large language models in network operation and management, the automation of the network based on knowledge-graphs and intent-based networking, and the optimization of the network based on machine learning-based distributed intelligence. The article concludes with challenges, limitations, and future steps toward knowledge-driven telecommunications.

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Section: Graph-based Formalismsmentioning

confidence: 99%

An Evaluation Survey of Knowledge-Based Approaches in Telecommunication Applications

Koudouridis,

Shalmashi,

Moosavi

2024

Telecom

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“…Supported speeds range from 40 Mbps download to 20 Mbps upload. The second market niche is IoT (Internet of Things) solutions that require real-time communication and data transmission [12]. Different techniques are proposed to cope with latency and energy consumption when collecting and processing end user data.…”

Section: Review Of Leo Projects and Integration With Teleport Operatorsmentioning

confidence: 99%

The Impact of Innovation in the Satellite Industry on the Telecommunications Services Market

Terziev¹,

Karastoyanov²

2020

PECR

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The article analyses the role of the satellites in global communications. Different types of orbits and different types of satellites are described. The commercial start of low and medium orbit satellites is considered. The integration of some Low Earth Orbit (LEO) projects with Teleports is commented. Some significant LEO/MEO (Medium Earth Orbit) projects are cited. The impact of the satellite industry and the Teleport systems on the technological ecosystem is discussed. LEO satellites for monitoring the earth's surface are presented. Keywords: LEO, Orbit, Satellite, Teleport.

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Group Decision-Making Involving Competence of Experts in Relation to Evaluation Criteria: Case Study for e-Commerce Platform Selection

Dimitrova

Borissova

Mikhov

et al. 2023

Communications in Computer and Information Science

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Methods of Composing Hierarchical Knowledge Graphs of Telecommunication Network

Cited by 6 publications

References 0 publications

An Evaluation Survey of Knowledge-Based Approaches in Telecommunication Applications

An Evaluation Survey of Knowledge-Based Approaches in Telecommunication Applications

The Impact of Innovation in the Satellite Industry on the Telecommunications Services Market

Group Decision-Making Involving Competence of Experts in Relation to Evaluation Criteria: Case Study for e-Commerce Platform Selection

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