Revealing the Trade-Off in ISAC Systems: The KL Divergence Perspective

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2024-08-14 DOI:10.1109/LWC.2024.3443409
Zesong Fei;Shuntian Tang;Xinyi Wang;Fanghao Xia;Fan Liu;J. Andrew Zhang
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Abstract

Integrated sensing and communication (ISAC) is regarded as a promising technique for sixth-generation (6G) communication network. In this letter, we investigate the Pareto bound of the ISAC system in terms of a unified Kullback-Leibler divergence (KLD) performance measure. We firstly use KLD to analyze the detection performance of communication and sensing in the ISAC system. Thereafter, we investigate the impact of constellation and beamforming design on the Pareto bound via deep learning and semi-definite relaxation (SDR) techniques. Simulation results show the trade-off between sensing and communication performance in terms of bit error rate (BER) and probability of detection (PD) under different parameter settings.
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揭示 ISAC 系统中的权衡:KL 分歧视角
综合传感与通信(ISAC)被认为是第六代(6G)通信网络的一项有前途的技术。在这封信中,我们用统一的库尔贝-莱布勒发散(KLD)性能指标来研究 ISAC 系统的帕累托边界。我们首先使用 KLD 分析 ISAC 系统中通信和传感的检测性能。之后,我们通过深度学习和半无限松弛(SDR)技术研究了星座和波束成形设计对帕累托边界的影响。仿真结果显示了在不同参数设置下,以误码率(BER)和检测概率(PD)表示的传感和通信性能之间的权衡。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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