Journal on Communications ›› 2022, Vol. 43 ›› Issue (6): 41-57.doi: 10.11959/j.issn.1000-436x.2022117
• Topics: Key Technologies of 6G Oriented Intellicise Network • Previous Articles Next Articles
Chuanhong LIU1, Caili GUO1,2, Yang YANG2, Jiujiu CHEN1, Meiyi ZHU1, Lu’nan SUN1
Revised:
2022-05-09
Online:
2022-06-01
Published:
2022-06-01
Supported by:
CLC Number:
Chuanhong LIU, Caili GUO, Yang YANG, Jiujiu CHEN, Meiyi ZHU, Lu’nan SUN. Intelligent task-oriented semantic communications:theory, technology and challenges[J]. Journal on Communications, 2022, 43(6): 41-57.
[1] | CHEN M Z , CHALLITA U , SAAD W ,et al. Artificial neural networks-based machine learning for wireless networks:a tutorial[J]. IEEE Communications Surveys & Tutorials, 2019,21(4): 3039-3071. |
[2] | STRINATI E C , BARBAROSSA S . 6G networks:beyond Shannon towards semantic and goal-oriented communications[J]. Computer Networks, 2021,190: 107930. |
[3] | WEAVER W . Recent contributions to the mathematical theory of communication[J]. ETC:A Review of General Semantics, 1953,10(4): 261-281. |
[4] | XIE H Q , QIN Z J , LI G Y ,et al. Deep learning enabled semantic communication systems[J]. IEEE Transactions on Signal Processing, 2021,69: 2663-2675. |
[5] | CARNAP R , BAR-HILLEL Y , . An outline of a theory of semantic information[R]. 1952. |
[6] | POPPER K . Conjectures and refutations[M]. New York: Routledge, 2002. |
[7] | ZADEH L A . Fuzzy sets[J]. Information and Control, 1965,8(3): 338-353. |
[8] | ZADEH L A . Probability measures of fuzzy events[J]. Journal of Mathematical Analysis and Applications, 1968,23(2): 421-427. |
[9] | LUCA A D , TERMINI S . Algebraic properties of fuzzy sets[J]. Journal of Mathematical Analysis and Applications, 1972,40(2): 373-386. |
[10] | FLORIDI L . Outline of a theory of strongly semantic information[J]. Minds and Machines, 2004,14(2): 197-221. |
[11] | LU C G . From Bayesian inference to logical Bayesian inference:a new mathematical frame for semantic communication and machine learning[J]. arXiv Preprint,arXiv:1809.01577, 2018. |
[12] | LU C G , . The third kind of Bayes’ theorem links membership functions to likelihood functions and sampling distributions[C]// International Conference on Cognitive Systems and Signal Processing. Berlin:Springer, 2019: 268-280. |
[13] | 钟义信 . 信息科学原理(第 3 版)[M]. 北京: 北京邮电大学出版社, 2002. |
ZHONG Y X . Principles of information science(3rd edition)[M]. Beijing: Beijing University of Posts and Telecommunications Press, 2002. | |
[14] | 钟义信 . 面向智能研究的全信息理论:纪念 Shannon 信息论 50 周年[J]. 北京邮电大学学报, 1998,21(4): 1-6. |
ZHONG Y X . Intelligence oriented comprehensive information theory:in memory of the 50th anniversary of Shannon information theory[J]. Journal of Beijing University of Posts and Telecommunications, 1998,21(4): 1-6. | |
[15] | 钟义信, 张瑞 . 信息生态学与语义信息论[J]. 图书情报知识, 2017(6): 4-11. |
ZHONG Y X , ZHANG R . Information ecology and semantic information theory[J]. Documentation,Information & Knowledge, 2017(6): 4-11. | |
[16] | 石光明, 李莹玉, 谢雪梅 . 语义通讯:智能时代的产物[J]. 模式识别与人工智能, 2018,31(1): 91-99. |
SHI G M , LI Y Y , XIE X M . Semantic communications:outcome of the intelligence era[J]. Pattern Recognition and Artificial Intelligence, 2018,31(1): 91-99. | |
[17] | BAO J , BASU P , DEAN M K ,et al. Towards a theory of semantic communication[C]// Proceedings of 2011 IEEE Network Science Workshop. Piscataway:IEEE Press, 2011: 110-117. |
[18] | POPOVSKI P , SIMEONE O , BOCCARDI F ,et al. Semantic-effectiveness filtering and control for post-5G wireless connectivity[J]. Journal of the Indian Institute of Science, 2020,100(2): 435-443. |
[19] | KOUNTOURIS M , PAPPAS N . Semantics-empowered communication for networked intelligent systems[J]. IEEE Communications Magazine, 2021,59(6): 96-102. |
[20] | YANG Y , GUO C L , LIU F F ,et al. Semantic communications with AI tasks[J]. arXiv Preprint,arXiv:2109.14170, 2021. |
[21] | KALFA M , GOK M , ATALIK A ,et al. Towards goal-oriented semantic signal processing:applications and future challenges[J]. Digital Signal Processing, 2021,119: 103134. |
[22] | 牛凯, 戴金晟, 张平 ,等. 面向6G的语义通信[J]. 移动通信, 2021,45(4): 85-90. |
NIU K , DAI J C , ZHANG P ,et al. 6G-oriented semantic communications[J]. Mobile Communications, 2021,45(4): 85-90. | |
[23] | ZHANG P , XU W J , GAO H ,et al. Toward wisdom-evolutionary and primitive-concise 6G:a new paradigm of semantic communication networks[J]. Engineering, 2022,8: 60-73. |
[24] | 石光明, 肖泳, 李莹玉 ,等. 面向万物智联的语义通信网络[J]. 物联网学报, 2021,5(2): 26-36. |
SHI G M , XIAO Y , LI Y Y ,et al. Semantic communication networking for the intelligence of everything[J]. Chinese Journal on Internet of Things, 2021,5(2): 26-36. | |
[25] | UYSAL E , KAYA O , EPHREMIDES A ,et al. Semantic communications in networked systems[J]. arXiv Preprint,arXiv:2103.05391, 2021. |
[26] | LAN Q , WEN D , ZHANG Z ,et al. What is semantic communication? a view on conveying meaning in the era of machine intelligence[J]. Journal of Communications and Information Networks, 2021,6(4): 336-371. |
[27] | FARSAD N , RAO M , GOLDSMITH A . Deep learning for joint source-channel coding of text[C]// Proceedings of 2018 IEEE International Conference on Acoustics,Speech and Signal Processing. Piscataway:IEEE Press, 2018: 2326-2330. |
[28] | XIE H Q , QIN Z J . A lite distributed semantic communication system for internet of things[J]. IEEE Journal on Selected Areas in Communications, 2021,39(1): 142-153. |
[29] | WENG Z Z , QIN Z J . Semantic communication systems for speech transmission[J]. IEEE Journal on Selected Areas in Communications, 2021,39(8): 2434-2444. |
[30] | BOURTSOULATZE E , KURKA D B , GüNDüZ D . Deep joint source-channel coding for wireless image transmission[J]. IEEE Transactions on Cognitive Communications and Networking, 2019,5(3): 567-579. |
[31] | LEE C H , LIN J W , CHEN P H ,et al. Deep learning-constructed joint transmission-recognition for Internet of things[J]. IEEE Access, 2019,7: 76547-76561. |
[32] | JANKOWSKI M , GüNDüZ D , MIKOLAJCZYK K . Wireless image retrieval at the edge[J]. IEEE Journal on Selected Areas in Communications, 2021,39(1): 89-100. |
[33] | 刘传宏, 郭彩丽, 杨洋 ,等. 人工智能物联网中面向智能任务的语义通信方法[J]. 通信学报, 2021,42(11): 97-108. |
LIU C H , GUO C L , YANG Y ,et al. Intelligent task-oriented semantic communication method in artificial intelligence of things[J]. Journal on Communications, 2021,42(11): 97-108. | |
[34] | XIE H Q , QIN Z J , LI G Y . Task-oriented multi-user semantic communications for VQA[J]. IEEE Wireless Communications Letters, 2022,11(3): 553-557. |
[35] | XIE H , QIN Z , TAO X ,et al. Task-oriented multi-user semantic communications[J]. arXiv Preprint,arXiv:2112.10255, 2021. |
[36] | 李蕾, 周延泉, 钟义信 . 基于语用的自然语言处理研究与应用初探[J]. 智能系统学报, 2006,1(2): 1-6. |
LI L , ZHOU Y Q , ZHONG Y X . Pragmatic information based NLP research and application[J]. CAAI Transactions on Intelligent Systems, 2006,1(2): 1-6. | |
[37] | LUCA A D , TERMINI S . A definition of a nonprobabilistic entropy in the setting of fuzzy sets theory[J]. Information and Control, 1972,20(4): 301-312. |
[38] | 吴伟陵 . 广义信息源与广义熵[J]. 北京邮电大学学报, 1982(1): 29-41. |
WU W L . Generalized information source and generalized entropy[J]. Journal of Beijing University of Posts and Telecommunications, 1982(1): 29-41. | |
[39] | BASU P , BAO J , DEAN M ,et al. Preserving quality of information by using semantic relationships[J]. Pervasive and Mobile Computing, 2014,11: 188-202. |
[40] | HOANG D T , LONG P M , VITTER J S . Rate-distortion optimizations for motion estimation in low-bit-rate video coding[C]// Digital Video Compression:Algorithms and Technologies.[S.l.:s.n.], 1996: 18-27. |
[41] | HUYNH-THU Q , GHANBARI M . Scope of validity of PSNR in image/video quality assessment[J]. Electronics Letters, 2008,44(13): 800. |
[42] | WANG Z , BOVIK A C . A universal image quality index[J]. IEEE Signal Processing Letters, 2002,9(3): 81-84. |
[43] | WANG Z , BOVIK A C , SHEIKH H R ,et al. Image quality assessment:from error visibility to structural similarity[J]. IEEE Transactions on Image Processing, 2004,13(4): 600-612. |
[44] | KIM J , LEE S . Deep learning of human visual sensitivity in image quality assessment framework[C]// Proceedings of 2017 IEEE Conference on Computer Vision and Pattern Recognition. Piscataway:IEEE Press, 2017: 1969-1977. |
[45] | ZHANG R , ISOLA P , EFROS A A ,et al. The unreasonable effectiveness of deep features as a perceptual metric[C]// Proceedings of 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition. Piscataway:IEEE Press, 2018: 586-595. |
[46] | HU Y Q , ZHOU W , ZHAO S X ,et al. SDM:semantic distortion measurement for video encryption[C]// Proceedings of 2018 13th IEEE International Conference on Automatic Face & Gesture Recognition. Piscataway:IEEE Press, 2018: 764-768. |
[47] | HUSSAIN A J , AL-FAYADH A , RADI N . Image compression techniques:a survey in lossless and lossy algorithms[J]. Neurocomputing, 2018,300: 44-69. |
[48] | YANG Z H , WANG Y H , XU C ,et al. Discernible image compression[C]// Proceedings of the 28th ACM International Conference on Multimedia. New York:ACM Press, 2020: 1561-1569. |
[49] | 韦来生 . 数理统计(第2版)[M]. 北京: 科学出版社, 2015. |
WEI L S . Mathematical statistics(2nd edition)[M]. Beijing: Science Press, 2015. | |
[50] | SHWARTZ-ZIV R , TISHBY N . Opening the black box of deep neural networks via information[J]. arXiv Preprint,arXiv:1703.00810, 2017. |
[51] | LI Y Y , ZHAO P P , WANG D Q ,et al. Learning disentangled user representation based on controllable VAE for recommendation[C]// International Conference on Database Systems for Advanced Applications. Berlin:Springer, 2021: 179-194. |
[52] | TISHBY N , PEREIRA F C , BIALEK W . The information bottleneck method[J]. arXiv Preprint,arXiv:physics/0004057, 2000. |
[53] | QIN Z J , TAO X M , LU J H ,et al. Semantic communications:principles and challenges[J]. arXiv Preprint,arXiv:2201.01389, 2022. |
[54] | LIU F F , TONG W J , SUN Z F ,et al. Task-oriented semantic communication with semantic reconstruction:an extended rate-distortion theory based scheme[J]. arXiv Preprint,arXiv:2201.10929, 2022. |
[55] | 陈九九, 冯春燕, 郭彩丽 ,等. 车联网中视频语义驱动的资源分配算法[J]. 通信学报, 2021,42(7): 1-11. |
CHEN J J , FENG C Y , GUO C L ,et al. Video semantics-driven resource allocation algorithm in Internet of vehicles[J]. Journal on Communications, 2021,42(7): 1-11. |
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