Semantic Communications in Networked Systems: A Data Significance Perspective

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Date

2022-7-01

Author

Uysal, Elif
KAYA, ONUR
Ephremides, Anthony
Gross, James
Codreanu, Marian
Popovski, Petar
Assaad, Mohamad
Liva, Gianluigi
Munari, Andrea
Soret, Beatriz
Soleymani, Touraj
Johansson, Karl Henrik

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This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

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We present our vision for a departure from the established way of architecting and assessing communication networks, by incorporating the semantics of information, defined not necessarily as the meaning of the messages, but as their significance, possibly within a real-time constraint, relative to the purpose of the data exchange. We argue that research efforts must focus on laying the theoretical foundations of a redesign of the entire process of information generation, transmission, and usage for networked systems in unison by developing advanced semantic metrics for communications and control systems; an optimal sampling theory combining signal sparsity and timeliness, for real-time prediction/reconstruction/control under communication constraints and delays; temporally effective compressed sensing techniques for decision making and inference directly in the compressed domain; and semantic-aware data generation, channel coding, packetization, feedback, and multiple and random access schemes that reduce the volume of data and the energy consumption, increasing the number of supportable devices. This paradigm shift targets jointly optimal information gathering, information dissemination, and decision making policies in networked systems.

URI

https://hdl.handle.net/11511/101035

Journal

IEEE NETWORK

DOI

https://doi.org/10.1109/mnet.106.2100636

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Department of Electrical and Electronics Engineering, Article

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Citation Formats

E. Uysal et al., “Semantic Communications in Networked Systems: A Data Significance Perspective,” IEEE NETWORK, vol. 36, no. 4, pp. 233–240, 2022, Accessed: 00, 2022. [Online]. Available: https://hdl.handle.net/11511/101035.