Pulse Shaping for Random ISAC Signals: The Ambiguity Function Between Symbols Matters

IF 10.7 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Wireless Communications Pub Date : 2025-01-10 DOI:10.1109/TWC.2024.3525440
Zihan Liao;Fan Liu;Shuangyang Li;Yifeng Xiong;Weijie Yuan;Christos Masouros;Marco Lops
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Abstract

Integrated sensing and communications (ISAC) has emerged as a pivotal enabling technology for next-generation wireless networks. Despite the distinct signal design requirements of sensing and communication (S&C) systems, shifting the symbol-wise pulse shaping (SWiPS) framework from communication-only systems to ISAC poses significant challenges in signal design and processing This paper addresses these challenges by examining the ambiguity function (AF) of the SWiPS ISAC signal and introducing a novel pulse shaping design for single-carrier ISAC transmission. We formulate optimization problems to minimize the average integrated sidelobe level (ISL) of the AF, as well as the weighted ISL (WISL) while satisfying inter-symbol interference (ISI), out-of-band emission (OOBE), and power constraints. Our contributions include establishing the relationship between the AFs of both the random data symbols and signaling pulses, analyzing the statistical characteristics of the AF, and developing algorithmic frameworks for pulse shaping optimization using successive convex approximation (SCA) and alternating direction method of multipliers (ADMM) approaches. Numerical results are provided to validate our theoretical analysis, which demonstrate significant performance improvements in the proposed SWiPS design compared to the root-raised cosine (RRC) pulse shaping for conventional communication systems.
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随机ISAC信号的脉冲整形:符号间的模糊函数问题
集成传感和通信(ISAC)已成为下一代无线网络的关键使能技术。尽管传感和通信(S&C)系统具有不同的信号设计要求,但将符号型脉冲整形(SWiPS)框架从仅通信系统转移到ISAC系统,在信号设计和处理方面提出了重大挑战。本文通过检查SWiPS ISAC信号的模糊函数(AF)并引入一种用于单载波ISAC传输的新型脉冲整形设计来解决这些挑战。在满足码间干扰(ISI)、带外发射(OOBE)和功率约束的同时,我们制定优化问题以最小化AF的平均集成副瓣电平(ISL)和加权副瓣电平(WISL)。我们的贡献包括建立随机数据符号和信号脉冲的AF之间的关系,分析AF的统计特征,以及使用连续凸逼近(SCA)和乘法器交替方向方法(ADMM)方法开发脉冲整形优化的算法框架。数值结果验证了我们的理论分析,证明了与传统通信系统的升根余弦(RRC)脉冲整形相比,所提出的SWiPS设计的性能有显着提高。
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来源期刊
CiteScore
18.60
自引率
10.60%
发文量
708
审稿时长
5.6 months
期刊介绍: The IEEE Transactions on Wireless Communications is a prestigious publication that showcases cutting-edge advancements in wireless communications. It welcomes both theoretical and practical contributions in various areas. The scope of the Transactions encompasses a wide range of topics, including modulation and coding, detection and estimation, propagation and channel characterization, and diversity techniques. The journal also emphasizes the physical and link layer communication aspects of network architectures and protocols. The journal is open to papers on specific topics or non-traditional topics related to specific application areas. This includes simulation tools and methodologies, orthogonal frequency division multiplexing, MIMO systems, and wireless over optical technologies. Overall, the IEEE Transactions on Wireless Communications serves as a platform for high-quality manuscripts that push the boundaries of wireless communications and contribute to advancements in the field.
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