Joint Location and Velocity Estimation and Fundamental CRLB Analysis for Cell-Free MIMO-ISAC

IF 8.4 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
IEEE Transactions on Communications Pub Date : 2026-01-01 Epub Date: 2026-04-14 DOI:10.1109/TCOMM.2026.3683820
Guoqing Xia;Pei Xiao;Qu Luo;Bing Ji;Yue Zhang;Huiyu Zhou
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引用次数: 0

Abstract

This paper presents a fundamental performance analysis of joint location and velocity estimation in a cell-free (CF) MIMO integrated sensing and communication (ISAC) system. Unlike prior studies that primarily rely on continuous-time signal models, we consider a more practical and challenging scenario in the discrete-time digital domain. Based on the discrete received signal, we first formulate a logarithmic likelihood function (LLF) for both single- and multiple-target sensing under deterministic, unknown, and spatially varying radar cross-section (RCS) models. Building upon the proposed LLF framework, closed-form Cramér-Rao lower bounds (CRLBs) for joint location and velocity estimation are derived. These CRLBs can serve as a fundamental performance metric to guide CF MIMO-ISAC system design. To enhance tractability, we also develop a class of simplified closed-form CRLBs, referred to as approximate CRLBs, along with a rigorous analysis of the conditions under which they remain accurate. Furthermore, we investigate how the sampling rate, squared effective bandwidth, and time width influence CRLB performance. For a multiple-target scenario, the concepts of safety distance and safety velocity are introduced to characterize the conditions under which the CRLBs converge to their single-target counterparts. Extensive simulations using orthogonal frequency division multiplexing (OFDM) and orthogonal chirp division multiplexing (OCDM) validate the theoretical findings and provide practical insights for CF MIMO-ISAC system design.
无单元MIMO-ISAC的关节位置和速度估计及基本CRLB分析
本文对无单元(CF) MIMO集成传感与通信(ISAC)系统中关节定位和速度估计的基本性能进行了分析。与先前主要依赖于连续时间信号模型的研究不同,我们在离散时间数字领域考虑了一个更实际和更具挑战性的场景。基于离散接收信号,我们首先在确定性、未知和空间变化雷达截面(RCS)模型下为单目标和多目标传感制定了对数似然函数(LLF)。在提出的LLF框架的基础上,导出了用于关节定位和速度估计的闭式cram - rao下界(CRLBs)。这些crlb可以作为指导CF MIMO-ISAC系统设计的基本性能指标。为了提高可追溯性,我们还开发了一类简化的封闭形式crlb,称为近似crlb,并对其保持准确的条件进行了严格的分析。此外,我们还研究了采样率、平方有效带宽和时宽对CRLB性能的影响。在多目标情况下,引入了安全距离和安全速度的概念来描述crlb收敛于单目标的条件。利用正交频分复用(OFDM)和正交调频分复用(OCDM)进行的大量仿真验证了理论发现,并为CF MIMO-ISAC系统设计提供了实际见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Communications
IEEE Transactions on Communications 工程技术-电信学
CiteScore
16.10
自引率
8.40%
发文量
528
审稿时长
4.1 months
期刊介绍: The IEEE Transactions on Communications is dedicated to publishing high-quality manuscripts that showcase advancements in the state-of-the-art of telecommunications. Our scope encompasses all aspects of telecommunications, including telephone, telegraphy, facsimile, and television, facilitated by electromagnetic propagation methods such as radio, wire, aerial, underground, coaxial, and submarine cables, as well as waveguides, communication satellites, and lasers. We cover telecommunications in various settings, including marine, aeronautical, space, and fixed station services, addressing topics such as repeaters, radio relaying, signal storage, regeneration, error detection and correction, multiplexing, carrier techniques, communication switching systems, data communications, and communication theory. Join us in advancing the field of telecommunications through groundbreaking research and innovation.
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