Semantic Communication: A Survey on Research Landscape, Challenges, and Future Directions

被引:0
|
作者
Getu, Tilahun M. [1 ,2 ,3 ]
Kaddoum, Georges [2 ]
Bennis, Mehdi [4 ]
机构
[1] Natl Inst Stand & Technol NIST, Commun Technol Lab, Gaithersburg, MD 20899 USA
[2] Ecole Technol Super ETS, Elect Engn Dept, Montreal, PQ H3C 1K3, Canada
[3] ETS, Elect Engn Dept, Montreal, PQ H3C 1K3, Canada
[4] Univ Oulu, Ctr Wireless Commun, Oulu 90570, Finland
关键词
Semantics; 6G mobile communication; Wireless communication; Surveys; Encoding; Symbols; NIST; 5G mobile communication; Wireless sensor networks; Semantic communication; Semantic communication (SemCom); semantic information; SemCom challenges and future directions; SemCom research landscape; sixth-generation (6G); 6G WIRELESS SYSTEMS; IMAGE TRANSMISSION; EDGE INTELLIGENCE; MULTIPLE-ACCESS; NEURAL-NETWORKS; INFORMATION; REQUIREMENTS; VISION; OPPORTUNITIES; TECHNOLOGIES;
D O I
10.1109/JPROC.2024.3520707
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Amid the global rollout of fifth-generation (5G) services, researchers in academia, industry, and national laboratories have been developing proposals for the sixth-generation (6G), whose materialization is fraught with many fundamental challenges. To alleviate these challenges, a deep learning (DL)-enabled semantic communication (SemCom) has emerged as a promising 6G technology enabler, which embodies a paradigm shift that can change the status quo viewpoint that wireless connectivity is an opaque data pipe carrying messages whose context-dependent meanings have been ignored. Since 6G is also critical for the materialization of major SemCom use cases, the paradigms of 6G for SemCom and SemCom for 6G call for a tighter integration of 6G and SemCom. For this purpose, this comprehensive article provides the fundamentals of semantic information, semantic representation, and semantic entropy; details the state-of-the-art SemCom research landscape; presents the major SemCom trends and use cases; discusses current SemCom theories; exposes the fundamental and major challenges of SemCom; and offers future research directions for SemCom. We hope this article stimulates many lines of research on SemCom theories, algorithms, and implementation.
引用
收藏
页码:1649 / 1685
页数:37
相关论文
共 50 条
  • [31] Achieving security and privacy in federated learning systems: Survey, research challenges and future directions
    Blanco-Justicia, Alberto
    Domingo-Ferrer, Josep
    Martinez, Sergio
    Sanchez, David
    Flanagan, Adrian
    Tan, Kuan Eeik
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2021, 106
  • [32] Charting the landscape of marketing communication in higher education: A comprehensive thematic review and future research directions
    Khanam, Sana
    Joshi, Rakesh Mohan
    JOURNAL OF MARKETING COMMUNICATIONS, 2025,
  • [33] Cognitive radio: survey on communication protocols, spectrum decision issues, and future research directions
    Marinho, Jose
    Monteiro, Edmundo
    WIRELESS NETWORKS, 2012, 18 (02) : 147 - 164
  • [34] Cognitive radio: survey on communication protocols, spectrum decision issues, and future research directions
    José Marinho
    Edmundo Monteiro
    Wireless Networks, 2012, 18 : 147 - 164
  • [35] Nurses' Knowledge, Communication Needs, and Future Directions in Neonatal Research Results of an International Survey
    Beauman, Sandra Sundquist M.
    Eklund, Wakako A.
    Short, Mary
    Kenner, Carole
    ADVANCES IN NEONATAL CARE, 2023, 23 (04) : 338 - 347
  • [36] Ilities Semantic Basis: Research Progress and Future Directions
    Ross, Adam M.
    Rhodes, Donna H.
    17TH ANNUAL CONFERENCE ON SYSTEMS ENGINEERING RESEARCH (CSER), 2019, 153 : 126 - 134
  • [37] UAV swarms: research, challenges, and future directions
    Yunes Alqudsi
    Murat Makaraci
    Journal of Engineering and Applied Science, 2025, 72 (1):
  • [38] Issues, challenges, and future directions in multimedia research
    Hirakawa, Masahito
    Muehlhaeuser, Max
    Rahardja, Susanto
    Sheu, Phillip
    Smarr, Larry
    Tsai, Jeffrey
    ISM 2006: EIGHTH IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA, PROCEEDINGS, 2006, : 773 - 773
  • [39] Entrepreneurship and Policy Challenges and Directions for Future Research
    Robson, Paul J. A.
    Wijbenga, Frits
    Parker, Simon C.
    INTERNATIONAL SMALL BUSINESS JOURNAL, 2009, 27 (05) : 531 - 535
  • [40] Challenges and future directions in menstrual cycle research
    Jukic, Anne Marie
    PAEDIATRIC AND PERINATAL EPIDEMIOLOGY, 2020, 34 (03) : 328 - 330