A Multi-Hop Semantic Communication System Enhanced by Semantic ImportanceShow others and affiliations
2025 (English)In: IEEE Access, E-ISSN 2169-3536, Vol. 13, p. 140685-140693
Article in journal (Refereed) Published
Abstract [en]
Semantic communication is envisioned as a promising solution for tackling the data transmission challenges in future wireless communication systems. In this paper, we propose a novel semantic importance-enhanced multi-hop semantic communication (SIMSC) framework that integrates semantic communication with a map-and-forward (MF) relaying scheme. To enhance transmission reliability, the framework employs a semantic importance (SI) calculation module to aid in training joint source-channel coding (JSCC) with relays, thereby better protecting the delivery of crucial semantic information over wireless channels with long-distance signal propagation. Different from conventional amplify-and-forward (AF) and decode-and-forward (DF) relaying schemes, the proposed MF scheme leverages a deep neural network (DNN) to adaptively transform the received signal, optimizing it for multi-hop transmission. This enhances robustness and flexibility in varying relay conditions. Numerical results demonstrate that the proposed SIMSC framework performs notably better than conventional solutions that do not utilize semantic coding or relays. Moreover, the MF relaying scheme outperforms the AF and DF schemes, especially when relay distances vary across hops.
Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE) , 2025. Vol. 13, p. 140685-140693
Keywords [en]
Semantic communication, multi-hop communication, semantic importance, image classification
National Category
Telecommunications
Identifiers
URN: urn:nbn:se:kth:diva-373479DOI: 10.1109/ACCESS.2025.3593341ISI: 001550832200013Scopus ID: 2-s2.0-105012442705OAI: oai:DiVA.org:kth-373479DiVA, id: diva2:2018607
Note
QC 20251203
2025-12-032025-12-032025-12-03Bibliographically approved