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AuthorLuo, Xuewen
AuthorGao, Ruobin
AuthorChen, Hsiao-Hwa
AuthorChen, Shuyi
AuthorGuo, Qing
AuthorSuganthan, Ponnuthurai Nagaratnam
Available date2025-01-20T05:12:01Z
Publication Date2024
Publication NameIEEE Wireless Communications
ResourceScopus
Identifierhttp://dx.doi.org/10.1109/MWC.011.2200288
ISSN15361284
URIhttp://hdl.handle.net/10576/62253
AbstractRecently, 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.
Languageen
PublisherInstitute of Electrical and Electronics Engineers Inc.
SubjectDeep learning
Information fusion
Semantic Web
Signal receivers
Wireless sensor networks
Channel-level
Multimodal information fusion
Multiusers
Precoding
Receiver
Semantic communication
Sensor fusion
Wireless channel
Wireless communications
Semantics
TitleMultimodal and Multiuser Semantic Communications for Channel-Level Information Fusion
TypeArticle
Pagination117-125
Issue Number2
Volume Number31
dc.accessType Full Text


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