Tutorial-Cum-Survey on Semantic and Goal- Oriented Communication: Research Landscape, Challenges, and Future Directions

07/04/2023
by   Tilahun M. Getu, et al.
0

SemCom and goal-oriented SemCom are designed to transmit only semantically-relevant information and hence help to minimize power usage, bandwidth consumption, and transmission delay. Consequently, SemCom and goal-oriented SemCom embody a paradigm shift that can change the status quo that wireless connectivity is an opaque data pipe carrying messages whose context-dependent meaning and effectiveness have been ignored. On the other hand, 6G is critical for the materialization of major SemCom use cases (e.g., machine-to-machine SemCom) and major goal-oriented SemCom use cases (e.g., autonomous transportation). The paradigms of 6G for (goal-oriented) SemCom and (goal-oriented) SemCom for 6G call for the tighter integration and marriage of 6G, SemCom, and goal-oriented SemCom. To facilitate this integration and marriage of 6G, SemCom, and goal-oriented SemCom, this comprehensive tutorial-cum-survey paper first explains the fundamentals of semantics and semantic information, semantic representation, theories of semantic information, and definitions of semantic entropy. It then builds on this understanding and details the state-of-the-art research landscape of SemCom and goal-oriented SemCom in terms of their respective algorithmic, theoretical, and realization research frontiers. This paper also exposes the fundamental and major challenges of SemCom and goal-oriented SemCom, and proposes novel future research directions for them in terms of their aforementioned research frontiers. By presenting novel future research directions for SemCom and goal-oriented SemCom along with their corresponding fundamental and major challenges, this tutorial-cum-survey article duly stimulates major streams of research on SemCom and goal-oriented SemCom theory, algorithm, and implementation for 6G and beyond.

READ FULL TEXT
research
04/03/2023

Towards Goal-Oriented Semantic Communications: New Metrics, Open Challenges, and Future Research Directions

Since Shannon's pioneering masterpiece which established the prototype o...
research
06/10/2022

Semantic Communications for 6G Future Internet: Fundamentals, Applications, and Challenges

With the increasing demand for intelligent services, the sixth-generatio...
research
02/08/2022

A Survey on Sematic Communications for Intelligent Wireless Networks

With deployment of 6G technology, it is envisioned that competitive edge...
research
11/04/2020

6G Networks: Beyond Shannon Towards Semantic and Goal-Oriented Communications

The goal of this paper is to promote the idea that including semantic an...
research
05/24/2018

Wireless Transmission of Big Data: Data-Oriented Performance Limits and Their Applications

The growing popularity of big data and Internet of Things (IoT) applicat...
research
07/22/2020

Semantics-Empowered Communication for Networked Intelligent Systems

Wireless connectivity has traditionally been regarded as a content-agnos...
research
02/26/2021

An interdisciplinary bibliometric analysis of models for land-use and transport interactions

Research on links between transport and land-use is by essence interdisc...

Please sign up or login with your details

Forgot password? Click here to reset