基于隐马尔可夫模型的Rydberg原子传感器开关键控信号检测

IF 8.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Hao Wu;Xinyuan Yao;Chongwu Xie;Kang-Da Wu;Guo-Yong Xiang;Chen Gong
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引用次数: 0

摘要

里德伯原子传感器已被视为一种新型的射频测量方法,其对大范围频率的高灵敏度使其在通信接收方面具有吸引力。在高速符号传输场景中,上升沿和下降沿作为符号切换的作用不容忽视。在这项工作中,我们采用混合高斯分布来表征符号切换下的输出分布,特别是根据实验测量,在较高的信号功率和较短的符号持续时间下。在高码元率下,信号检测的上升沿和下降沿不等,使系统产生非线性。在实验测量的基础上,我们通过状态转移模型来表征这种非线性效应,并采用隐马尔可夫模型(HMM)来表征接收信号。我们提出了一种蒙特卡罗方法来计算可实现的传输速率和误码率(BER)性能。在实际实验中,与单符号检测(SSD)相比,Viterbi算法可以获得更低的误码率。此外,与SSD相比,Viterbi解码性能更好,具有更高的码率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On-Off Keying Signal Detection Based on Hidden Markov Model for Rydberg Atomic Sensor
Rydberg atomic sensors have been seen as novel radio frequency (RF) measurements and the high sensitivity to a large range of frequencies makes it attractive for communications reception. In high-speed symbol transmission scenarios, the effect of rising and falling edges as symbol switching should not be ignored. In this work, we adopt a mixed Gaussian distribution to characterize the output distribution under symbol switching, especially under higher signal power and shorter symbol duration according to experimental measurements. Under high symbol rate, unequal rising and falling edges on signal detection make the system nonlinear. Based on the experimental measurement, we characterize such nonlinear effects via a state transition model, and adopt Hidden Markov Model (HMM) to characterize the received signal. We propose a Monte-Carlo method to compute the achievable transmission rate and bit error rate (BER) performance. In real experiments, a lower BER can be achieved by the Viterbi algorithm compared with single symbol detection (SSD). Moreover, the performance of Viterbi decoding is better with higher symbol rate compared with SSD.
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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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