Semantic Communication With Conceptual Spaces

被引:4
作者
Wheeler, Dylan [1 ]
Tripp, Erin E. [2 ]
Natarajan, Balasubramaniam [1 ]
机构
[1] Kansas State Univ, Mike Wiegers Dept Elect & Comp Engn, Manhattan, KS 66506 USA
[2] Air Force Res Lab, Informat Directorate, Rome, NY 13441 USA
关键词
Semantics; Syntactics; Image color analysis; Distortion; Communication systems; Image coding; Task analysis; Semantic communication; conceptual spaces; cognitive communications; 6G;
D O I
10.1109/LCOMM.2022.3230246
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Despite the fact that Shannon and Weaver's Mathematical Theory of Communication was published over 70 years ago, all communication systems continue to operate at the first of three levels defined in this theory: the technical level. In this letter, we argue that a transition to the semantic level embodies a natural, important step in the evolution of communication technologies. Furthermore, we propose a novel approach to engineering semantic communication using conceptual spaces and functional compression. We introduce a model of semantic communication utilizing this approach, and simulate communication of image semantics demonstrating a 99.79% reduction in rate.
引用
收藏
页码:532 / 535
页数:4
相关论文
共 15 条
  • [1] [Anonymous], 2021, ERICSSON MOBILITY RE
  • [2] Chapman J. R., 2020, PROC 23 INT C INF FU, P1
  • [3] Cubek R, 2015, IEEE INT CONF ROBOT, P2592, DOI 10.1109/ICRA.2015.7139548
  • [4] Functional Compression Through Graph Coloring
    Doshi, Vishal
    Shah, Devavrat
    Medard, Muriel
    Effros, Michelle
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2010, 57 (08) : 3901 - 3917
  • [5] Gardenfors P, 2014, GEOMETRY OF MEANING: SEMANTICS BASED ON CONCEPTUAL SPACES, P1
  • [6] GARDENFORS Peter, 2000, CONCEPTUAL SPACES GE, DOI [10.7551/mitpress/2076.001.0001, DOI 10.7551/MITPRESS/2076.001.0001]
  • [7] The Road Towards 6G: A Comprehensive Survey
    Jiang, Wei
    Han, Bin
    Habibi, Mohammad Asif
    Schotten, Hans Dieter
    [J]. IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY, 2021, 2 : 334 - 366
  • [8] FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation
    Li, Xiang
    Wei, Tianhan
    Chen, Yau Pun
    Tai, Yu-Wing
    Tang, Chi-Keung
    [J]. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2020, : 2866 - 2875
  • [9] Qiao Lan, 2021, Journal of Communications and Information Networks, V6, P336, DOI 10.23919/JCIN.2021.9663101
  • [10] Rickard J., 2010, INT C FUZZY SYSTEMS, P1, DOI [DOI 10.1109/FUZZY.2010.5584169, 10.1109/FUZZY.2010.5584169]