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EXK-SC: A Semantic Communication Model Based on Information Framework Expansion and Knowledge Collision

Semantic communication is not focused on improving the accuracy of transmitted symbols, but is concerned with expressing the expected meaning that the symbol sequence exactly carries. However, the measurement of semantic messages and their corresponding codebook generation are still open issues. Exp...

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Detalles Bibliográficos
Autores principales: Xin, Gangtao, Fan, Pingyi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9778631/
https://www.ncbi.nlm.nih.gov/pubmed/36554247
http://dx.doi.org/10.3390/e24121842
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author Xin, Gangtao
Fan, Pingyi
author_facet Xin, Gangtao
Fan, Pingyi
author_sort Xin, Gangtao
collection PubMed
description Semantic communication is not focused on improving the accuracy of transmitted symbols, but is concerned with expressing the expected meaning that the symbol sequence exactly carries. However, the measurement of semantic messages and their corresponding codebook generation are still open issues. Expansion, which integrates simple things into a complex system and even generates intelligence, is truly consistent with the evolution of the human language system. We apply this idea to the semantic communication system, quantifying semantic transmission by symbol sequences and investigating the semantic information system in a similar way as Shannon’s method for digital communication systems. This work is the first to discuss semantic expansion and knowledge collision in the semantic information framework. Some important theoretical results are presented, including the relationship between semantic expansion and the transmission information rate. We believe such a semantic information framework may provide a new paradigm for semantic communications, and semantic expansion and knowledge collision will be the cornerstone of semantic information theory.
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spelling pubmed-97786312022-12-23 EXK-SC: A Semantic Communication Model Based on Information Framework Expansion and Knowledge Collision Xin, Gangtao Fan, Pingyi Entropy (Basel) Article Semantic communication is not focused on improving the accuracy of transmitted symbols, but is concerned with expressing the expected meaning that the symbol sequence exactly carries. However, the measurement of semantic messages and their corresponding codebook generation are still open issues. Expansion, which integrates simple things into a complex system and even generates intelligence, is truly consistent with the evolution of the human language system. We apply this idea to the semantic communication system, quantifying semantic transmission by symbol sequences and investigating the semantic information system in a similar way as Shannon’s method for digital communication systems. This work is the first to discuss semantic expansion and knowledge collision in the semantic information framework. Some important theoretical results are presented, including the relationship between semantic expansion and the transmission information rate. We believe such a semantic information framework may provide a new paradigm for semantic communications, and semantic expansion and knowledge collision will be the cornerstone of semantic information theory. MDPI 2022-12-17 /pmc/articles/PMC9778631/ /pubmed/36554247 http://dx.doi.org/10.3390/e24121842 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Xin, Gangtao
Fan, Pingyi
EXK-SC: A Semantic Communication Model Based on Information Framework Expansion and Knowledge Collision
title EXK-SC: A Semantic Communication Model Based on Information Framework Expansion and Knowledge Collision
title_full EXK-SC: A Semantic Communication Model Based on Information Framework Expansion and Knowledge Collision
title_fullStr EXK-SC: A Semantic Communication Model Based on Information Framework Expansion and Knowledge Collision
title_full_unstemmed EXK-SC: A Semantic Communication Model Based on Information Framework Expansion and Knowledge Collision
title_short EXK-SC: A Semantic Communication Model Based on Information Framework Expansion and Knowledge Collision
title_sort exk-sc: a semantic communication model based on information framework expansion and knowledge collision
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9778631/
https://www.ncbi.nlm.nih.gov/pubmed/36554247
http://dx.doi.org/10.3390/e24121842
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AT fanpingyi exkscasemanticcommunicationmodelbasedoninformationframeworkexpansionandknowledgecollision