From Theory to Practice: A Testbed for DL-Based Semantic Communication Architecture

In today's interconnected world, traditional communication methods have reached the maximum potential set by Shannon's limit. Semantic communication (SemCom) emerged as a response to this situation. It is a visionary strategy that surpasses Shannon's limit, grounded in well-established theoretical foundations, including definitions of semantic noise, semantic encoding/decoding, semantic entropy, semantic channel capacity, and semantic rate-distortion. However, translating these theoretical concepts into practical implementation presents challenges. In this regard, we propose a SemCom-based testbed featuring an encoder-decoder architecture for handling semantic information. This architecture turns theory into a practical system to enhance SemCom strategies. The testbed will aid researchers in developing new protocols, facilitating the adaptation and enhancement of SemCom systems.

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Publication Details

Published
2025-01-10
DOI
https://doi.org/10.1109/ccnc54725.2025.10975952
Citations
1
Primary Topic
Semantic Web and Ontologies
Type
article
Field-Weighted Citation Impact
2.48
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From Theory to Practice: A Testbed for DL-Based Semantic Communication Architecture

Esin Ece Aydın, Talip Tolga Sarı, Emre İpekçi Çetin, Gökhan Seçinti
1 citations
Semantic Web and Ontologies
2.48
article

From Theory to Practice: A Testbed for DL-Based Semantic Communication Architecture

Esin Ece Aydın, Talip Tolga Sarı, Emre İpekçi Çetin, Gökhan Seçinti
article en
1 citations

Abstract

In today's interconnected world, traditional communication methods have reached the maximum potential set by Shannon's limit. Semantic communication (SemCom) emerged as a response to this situation. It is a visionary strategy that surpasses Shannon's limit, grounded in well-established theoretical foundations, including definitions of semantic noise, semantic encoding/decoding, semantic entropy, semantic channel capacity, and semantic rate-distortion. However, translating these theoretical concepts into practical implementation presents challenges. In this regard, we propose a SemCom-based testbed featuring an encoder-decoder architecture for handling semantic information. This architecture turns theory into a practical system to enhance SemCom strategies. The testbed will aid researchers in developing new protocols, facilitating the adaptation and enhancement of SemCom systems.

Istanbul Technical University (TR)
Openalex Percentile: Top 11%
Semantic Web and Ontologies
2.48
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From Theory to Practice: A Testbed for DL-Based Semantic Communication Architecture — Esin Ece Aydın, Talip Tolga Sarı, et al. · (2025) | TGRS Research Map | TGRS