On the Fundamental Tradeoff of Joint Communication and Quickest Change Detection With State-Independent Data Channels

IF 8.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Communications Pub Date : 2024-10-28 DOI:10.1109/TCOMM.2024.3484929
Daewon Seo;Sung Hoon Lim
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Abstract

In this work, we take the initiative in studying the information-theoretic tradeoff between communication and quickest change detection (QCD) under an integrated sensing and communication setting. We formally establish a joint communication and sensing problem for the quickest change detection. We assume a broadcast channel with a transmitter, a communication receiver, and a QCD detector in which only the detection channel is state dependent. For the problem setting, by utilizing constant subblock-composition codes and a modified CuSum detection rule, which we call subblock CuSum (SCS), we provide an inner bound on the information-theoretic tradeoff between communication rate and change point detection delay in the asymptotic regime of vanishing false alarm rate. We further provide a partial converse that matches our inner bound for a certain class of codes. This implies that the SCS detection strategy is asymptotically optimal for our codes as the false alarm rate constraint vanishes. We also present some canonical examples of the tradeoff region for a binary channel, a scalar Gaussian channel, and a MIMO Gaussian channel.
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论与状态无关数据通道的联合通信和最快变化检测的基本权衡
在这项工作中,我们主动研究了在传感和通信集成环境下通信和最快变化检测(QCD)之间的信息理论权衡。我们正式建立了联合沟通和感知问题,以最快的速度发现变化。我们假设有一个广播信道,其中有一个发射器、一个通信接收器和一个QCD检测器,其中只有检测信道是状态相关的。对于问题设置,我们利用常数子块组成码和改进的CuSum检测规则,我们称之为子块CuSum (SCS),在虚警率逐渐消失的渐近状态下,给出了通信速率和变点检测延迟之间的信息论权衡的内界。我们进一步提供了一个部分逆,它与我们对某一类码的内界相匹配。这意味着当虚警率约束消失时,SCS检测策略对于我们的代码是渐近最优的。我们还介绍了二进制信道、标量高斯信道和MIMO高斯信道的权衡区域的一些典型示例。
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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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