TY - JOUR
T1 - Multimodal and Multiuser Semantic Communications for Channel-Level Information Fusion
AU - Luo, Xuewen
AU - Gao, Ruobin
AU - Chen, Hsiao Hwa
AU - Chen, Shuyi
AU - Guo, Qing
AU - Suganthan, Ponnuthurai Nagaratnam
N1 - Publisher Copyright:
© 2002-2012 IEEE.
PY - 2024/4/1
Y1 - 2024/4/1
N2 - Recently, semantic communication emerged as one of the enabling technologies for intelligent communications and multimodal information fusion plays an important role therein, where various sensors collect environment information to generate complementary multimodal data. In this article, we propose a new multimodal information fusion scheme for multi-user semantic communications, namely channel-level information fusion, taking into account the nature of signal transmission in wireless channels. In the proposed scheme, wireless channel acts as a medium to fuse multi-modal data and the received signal is viewed as the fused information, such that a receiver can retrieve semantic information without a need to perform multiuser signal detection. In addition, semantic precoding is used to mitigate the randomness effect of wireless channels in fusion. A case study is conducted to validate the effectiveness of the proposed fusion scheme, followed by a discussion on the open issues and challenges to be tackled.
AB - Recently, semantic communication emerged as one of the enabling technologies for intelligent communications and multimodal information fusion plays an important role therein, where various sensors collect environment information to generate complementary multimodal data. In this article, we propose a new multimodal information fusion scheme for multi-user semantic communications, namely channel-level information fusion, taking into account the nature of signal transmission in wireless channels. In the proposed scheme, wireless channel acts as a medium to fuse multi-modal data and the received signal is viewed as the fused information, such that a receiver can retrieve semantic information without a need to perform multiuser signal detection. In addition, semantic precoding is used to mitigate the randomness effect of wireless channels in fusion. A case study is conducted to validate the effectiveness of the proposed fusion scheme, followed by a discussion on the open issues and challenges to be tackled.
UR - http://www.scopus.com/inward/record.url?scp=85140741602&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85140741602&partnerID=8YFLogxK
U2 - 10.1109/MWC.011.2200288
DO - 10.1109/MWC.011.2200288
M3 - Article
AN - SCOPUS:85140741602
SN - 1536-1284
VL - 31
SP - 117
EP - 125
JO - IEEE Wireless Communications
JF - IEEE Wireless Communications
IS - 2
ER -