Wireless resource management in intelligent semantic communication networks

L Xia, Y Sun, X Li, G Feng… - IEEE INFOCOM 2022 …, 2022 - ieeexplore.ieee.org
The prosperity of artificial intelligence (AI) has laid a promising paradigm of communication
system, ie, intelligent semantic communication (ISC), where semantic contents, instead of …

Joint user association and bandwidth allocation in semantic communication networks

L Xia, Y Sun, D Niyato, X Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Semantic communication (SemCom) has recently been considered a promising solution to
guarantee high resource utilization and transmission reliability for future wireless networks …

Performance optimization for semantic communications: An attention-based learning approach

Y Wang, M Chen, W Saad, T Luo… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
In this paper, a semantic communication framework is proposed for wireless networks. In the
proposed framework, a base station (BS) extracts the semantic information from textual data …

Performance optimization for semantic communications: An attention-based reinforcement learning approach

Y Wang, M Chen, T Luo, W Saad… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
In this paper, a semantic communication framework is proposed for textual data
transmission. In the studied model, a base station (BS) extracts the semantic information …

Adaptive resource allocation for semantic communication networks

L Wang, W Wu, F Zhou, Z Yang, Z Qin… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In this paper, we propose an adaptive semantic resource allocation paradigm with semantic-
bit quantization (SBQ) compatible with existing wireless communications, where the …

QoE-aware resource allocation for semantic communication networks

L Yan, Z Qin, R Zhang, Y Li… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
With the aim of accomplishing intelligence tasks, semantic communications transmit task-
related information only, yielding significant performance gains over conventional …

DRL-driven dynamic resource allocation for task-oriented semantic communication

H Zhang, H Wang, Y Li, K Long… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Semantic communication has been regarded as a promising technology to serve upcoming
intelligent applications. However, few studies have addressed the problem of resource …

Joint computing resource and bandwidth allocation for semantic communication networks

F Zhao, G Bagwe, E Mohammed, L Feng… - 2023 IEEE 98th …, 2023 - ieeexplore.ieee.org
As a new communication paradigm, neural network-driven semantic communication
(SemCom) has demonstrated considerable promise in enhancing resource efficiency by …

Toward intelligent resource allocation on task-oriented semantic communication

H Zhang, H Wang, Y Li, K Long… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Task-oriented semantic communication (TOSC) has significant advantages in reducing the
amount of data transmission and alleviating the scarcity of spectrum resources. Unlike …

Semantic communication meets edge intelligence

W Yang, ZQ Liew, WYB Lim, Z Xiong… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
The development of emerging applications, such as autonomous transportation systems, is
expected to result in an explosive growth in mobile data traffic. As the available spectrum …