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.
Authors
- Esin Ece Aydın (ORCID: https://orcid.org/0000-0002-9299-0392)
- Talip Tolga Sarı
- Emre İpekçi Çetin (ORCID: https://orcid.org/0000-0002-8108-1919)
- Gökhan Seçinti (ORCID: https://orcid.org/0000-0003-0640-8368)
Institutions
- Istanbul Technical University (TR)
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