Integrated Communication and Binary State Detection Under Unequal Error Constraints

IF 8.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Communications Pub Date : 2025-01-29 DOI:10.1109/TCOMM.2025.3535881
Daewon Seo;Sung Hoon Lim
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Abstract

This work considers a problem of integrated sensing and communication (ISAC) in which the goal of sensing is to detect a binary state. Unlike most approaches that minimize the total detection error probability, in our work, we disaggregate the error probability into false alarm and missed detection probabilities and investigate their information-theoretic three-way tradeoff including communication data rate. We consider a broadcast channel that consists of a transmitter, a communication receiver, and a detector where the receiver’s and the detector’s channels are affected by an unknown binary state. We consider and present results on two different state-dependent models. In the first setting, the state is fixed throughout the entire transmission, for which we fully characterize the optimal three-way tradeoff between the coding rate for communication and the two possibly nonidentical error exponents for sensing in the asymptotic regime. The achievability and converse proofs rely on the analysis of the cumulant-generating function of the log-likelihood ratio. In the second setting, the state changes every symbol in an independently and identically distributed (i.i.d.) manner, for which we characterize the optimal tradeoff region based on the analysis of the receiver operating characteristic (ROC) curves.
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不等误差约束下的集成通信与二进制状态检测
本文研究了集成传感与通信(ISAC)的问题,其中传感的目标是检测二进制状态。与大多数最小化总检测错误概率的方法不同,在我们的工作中,我们将错误概率分解为虚警和漏检概率,并研究它们的信息论三方面权衡,包括通信数据速率。我们考虑一个由发射器、通信接收器和检测器组成的广播信道,其中接收器和检测器的信道受到未知二进制状态的影响。我们考虑并给出了两种不同的状态依赖模型的结果。在第一种设置中,状态在整个传输过程中都是固定的,因此我们充分表征了在渐近状态下通信编码率和两个可能不相同的传感误差指数之间的最佳三向权衡。可得性和逆证明依赖于对数似然比的累积生成函数的分析。在第二种设置中,状态以独立和同分布(i.i.d)的方式改变每个符号,为此我们基于对接收者工作特征(ROC)曲线的分析来表征最佳权衡区域。
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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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