Modeling and Analysis of Near-Field ISAC

IF 8.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Boqun Zhao;Chongjun Ouyang;Yuanwei Liu;Xingqi Zhang;H. Vincent Poor
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Abstract

As technologies envisioned for next-generation wireless networks significantly extend the near-field region, it is of interest to reevaluate integrated sensing and communications (ISAC) with an appropriate channel model to account for the effects introduced by the near field. In this article, a near-field ISAC framework is proposed for both downlink and uplink scenarios based on such a channel model. We consider a base station equipped with a uniform planar array, and the impacts of the effective aperture and polarization of antennas are considered. For the downlink case, three distinct designs are studied: a communications-centric (C-C) design, a sensing-centric (S-C) design, and a Pareto optimal design. Regarding the uplink case, the C-C design, the S-C design and a time-sharing strategy are considered. Within each design, sensing rates (SRs) and communication rates (CRs) are derived. To gain further insights, high signal-to-noise ratio slopes and rate scaling laws concerning the number of antennas are examined. The attainable near-field SR-CR regions of ISAC and the baseline frequency-division S&C are also characterized. Numerical results reveal that, as the number of antennas in the array grows, the SRs and CRs under our model converge to finite values, while those under conventional far- and near-field models exhibit unbounded growth, highlighting the importance of precise channel modeling for near-field ISAC.
近场 ISAC 建模与分析
由于下一代无线网络技术的设想大大扩展了近场区域,因此采用适当的信道模型重新评估综合传感与通信(ISAC)以考虑近场带来的影响是很有意义的。本文基于这种信道模型,为下行链路和上行链路场景提出了近场 ISAC 框架。我们考虑了一个配备均匀平面阵列的基站,并考虑了天线有效孔径和极化的影响。对于下行链路情况,我们研究了三种不同的设计:以通信为中心的设计(C-C)、以传感为中心的设计(S-C)和帕累托最优设计。对于上行链路,则考虑了 C-C 设计、S-C 设计和分时策略。在每种设计中,都得出了传感速率(SR)和通信速率(CR)。为了进一步深入了解,还研究了高信噪比斜率和与天线数量有关的速率缩放规律。此外,还描述了 ISAC 和基线频分 S&C 可达到的近场 SR-CR 区域。数值结果表明,随着阵列中天线数量的增加,我们的模型下的 SR 和 CR 收敛到有限值,而传统远场和近场模型下的 SR 和 CR 则呈现无限制增长,这凸显了精确信道建模对于近场 ISAC 的重要性。
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来源期刊
IEEE Journal of Selected Topics in Signal Processing
IEEE Journal of Selected Topics in Signal Processing 工程技术-工程:电子与电气
CiteScore
19.00
自引率
1.30%
发文量
135
审稿时长
3 months
期刊介绍: The IEEE Journal of Selected Topics in Signal Processing (JSTSP) focuses on the Field of Interest of the IEEE Signal Processing Society, which encompasses the theory and application of various signal processing techniques. These techniques include filtering, coding, transmitting, estimating, detecting, analyzing, recognizing, synthesizing, recording, and reproducing signals using digital or analog devices. The term "signal" covers a wide range of data types, including audio, video, speech, image, communication, geophysical, sonar, radar, medical, musical, and others. The journal format allows for in-depth exploration of signal processing topics, enabling the Society to cover both established and emerging areas. This includes interdisciplinary fields such as biomedical engineering and language processing, as well as areas not traditionally associated with engineering.
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