论文标题
部分可观测时空混沌系统的无模型预测
Sensing using Coded Communications Signals
论文作者
论文摘要
对于集成感测和通信(ISAC)的共同波形的一个关键挑战(ISAC) - 广泛地被视为有吸引力的命题,以实现这两种功能的高性能,同时有效利用可用资源 - 取决于利用信息包含信息的通道编码的通信信号(C.C.S)进行感应。在本文中,我们研究了(多用户)干扰限制操作中c.c.s的传感性能,并表明它受范围多普勒图中的旁be的限制,其形式的形式取决于C.C.S是否调节单载波或OFDM波形。 While uncoded communications signals -- comprising a block of $N$ i.i.d zero-mean symbols -- give rise to asymptotically (i.e., as $N \rightarrow \infty$) zero sidelobes due to the law of large numbers, it is not obvious that the same holds for c.c.s, as structured channel coding schemes (e.g., linear block codes) induce dependence across codeword symbols.在本文中,我们表明,C.C.s还通过为单端型和ofdm波形而产生渐近零的旁观者 - 均为$ \ exp(-o($ code速率$ \ times $ \ times $ \ times $ blangt)$)$ $ $ \ exp $ $ \ exp $ $ $ \)$ $)。这意味着,对于任何代码速率,C.C.是有效的传感信号,可在足够大的块长度下对多用户干扰具有鲁棒性,并且基于它们是调制单载波还是OFDM波形的性能差异可忽略不计。我们通过模拟验证了后者的含义,在该模拟中,我们观察QPSK调制的C.C.S(代码率= 120/1024,块长度= 1024个符号)的感应性能(以检测和虚假警报概率为特征),以匹配以下可比的fmcw waveer and to-11 decressir-interference dicter-insign-criends-clave-nimsim-Chiment-crime and of信号级别的均值和1111d的均值。波形。
A key challenge for a common waveform for Integrated Sensing and Communications (ISAC) - widely seen as an attractive proposition to achieve high performance for both functionalities, while efficiently utilizing available resources -- lies in leveraging information-bearing channel-coded communications signals (c.c.s) for sensing. In this paper, we investigate the sensing performance of c.c.s in (multi-user) interference-limited operation, and show that it is limited by sidelobes in the range-Doppler map, whose form depends on whether the c.c.s modulates a single-carrier or OFDM waveform. While uncoded communications signals -- comprising a block of $N$ i.i.d zero-mean symbols -- give rise to asymptotically (i.e., as $N \rightarrow \infty$) zero sidelobes due to the law of large numbers, it is not obvious that the same holds for c.c.s, as structured channel coding schemes (e.g., linear block codes) induce dependence across codeword symbols. In this paper, we show that c.c.s also give rise to asymptotically zero sidelobes -- for both single-carrier and OFDM waveforms -- by deriving upper bounds for the tail probabilities of the sidelobe magnitudes that decay as $\exp( - O($code rate $\times$ block length$))$. This implies that for any code rate, c.c.s are effective sensing signals that are robust to multi-user interference at sufficiently large block lengths, with negligible difference in performance based on whether they modulate a single-carrier or OFDM waveform. We verify the latter implication through simulations, where we observe the sensing performance (characterized by the detection and false-alarm probabilities) of a QPSK-modulated c.c.s (code rate = 120/1024, block length = 1024 symbols) to match that of a comparable interference-free FMCW waveform even at high interference levels (signal-to-interference ratio of -11dB), for both single-carrier and OFDM waveforms.