Papers
Topics
Authors
Recent
2000 character limit reached

Hybrid Bit and Semantic Communications

Published 30 Apr 2024 in eess.SP | (2404.19477v1)

Abstract: Semantic communication technology is regarded as a method surpassing the Shannon limit of bit transmission, capable of effectively enhancing transmission efficiency. However, current approaches that directly map content to transmission symbols are challenging to deploy in practice, imposing significant limitations on the development of semantic communication. To address this challenge, we propose a hybrid bit and semantic communication system, named HybridBSC, in which encoded semantic information is inserted into bit information for transmission via conventional digital communication systems utilizing same spectrum resources. The system can be easily deployed using existing communication architecture to achieve bit and semantic information transmission. Particularly, we design a semantic insertion and extraction scheme to implement this strategy. Furthermore, we conduct experimental validation based on the pluto-based software defined radio (SDR) platform in a real wireless channel, demonstrating that the proposed strategy can simultaneously transmit semantic and bit information.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (14)
  1. D. Gündüz, Z. Qin, I. E. Aguerri et al., “Beyond transmitting bits: Context, semantics, and task-oriented communications,” IEEE J. Sel. Areas Commun., vol. 41, no. 1, pp. 5–41, Jan. 2023.
  2. Q. Lan, D. Wen, Z. Zhang et al., “What is semantic communication? A view on conveying meaning in the era of machine intelligence,” J. Commun. Inf. Netw., vol. 6, no. 4, pp. 336–371, Dec. 2021.
  3. Z. Qin, J. Ying, D. Yang et al., “Computing networks enabled semantic communications,” IEEE Netw., 2024.
  4. E. Bourtsoulatze, D. B. Kurka, and D. Gündüz, “Deep joint source-channel coding for wireless image transmission,” IEEE Trans. Cognit. Commun. Netw., vol. 5, no. 3, pp. 567–579, Sept. 2019.
  5. H. Yoo, L. Dai, S. Kim et al., “On the role of vit and cnn in semantic communications: Analysis and prototype validation,” IEEE Access, pp. 71 528–71 541, July 2023.
  6. H. Xie, Z. Qin, G. Y. Li et al., “Deep learning enabled semantic communication systems,” IEEE Trans. Signal Process., vol. 69, pp. 2663–2675, Apr. 2021.
  7. K. Yu, Q. He, and G. Wu, “Two-way semantic communications without feedback,” IEEE Trans. Veh. Technol., 2024, doi: 10.1109/TVT.2024.3352666.
  8. S. Wang, J. Dai, Z. Liang et al., “Wireless deep video semantic transmission,” IEEE J. Sel. Areas Commun., vol. 41, no. 1, pp. 214–229, Jan. 2023.
  9. X. Xu, H. Xiong, Y. Wang et al., “Knowledge-enhanced semantic communication system with ofdm transmissions,” Sci. China Inf. Sci., vol. 66, no. 7, p. 172302, 2023.
  10. D. B. Kurka and D. Gündüz, “DeepJSCC-f: Deep joint source-channel coding of images with feedback,” IEEE J. Sel. Areas Inf. Theory, vol. 1, no. 1, pp. 178–193, Dec. 2020.
  11. C. Wang, Y. Li, F. Gao et al., “Adaptive semantic-bit communication for extended reality interactions,” IEEE J. Sel. Topics Signal Process., vol. 17, no. 5, pp. 1080–1092, Aug. 2023.
  12. X. Mu, Y. Liu, L. Guo et al., “Heterogeneous semantic and bit communications: A semi-NOMA scheme,” IEEE J. Sel. Areas Commun., vol. 41, no. 1, pp. 155–169, Jan. 2023.
  13. IEEE Computer Society LAN MAN Standards Committee, “Wireless lan medium access control (mac) and physical layer (phy) specifications: Higher speed physical layer (phy) extension in the 2.4 ghz band,” IEEE 802.11 Standard, 2000.
  14. A. G. Weber, “The usc-sipi image database: Version 5,” http://sipi. usc. edu/database/, 2006.
Citations (2)

Summary

We haven't generated a summary for this paper yet.

Whiteboard

Paper to Video (Beta)

Open Problems

We haven't generated a list of open problems mentioned in this paper yet.

Continue Learning

We haven't generated follow-up questions for this paper yet.

Authors (4)

Collections

Sign up for free to add this paper to one or more collections.

Tweets

Sign up for free to view the 1 tweet with 0 likes about this paper.