基于深度学习的电磁信号调制识别方法

电磁信号调制识别是电磁信息安全领域的重要技术基础。该文针对无线衰落造成电磁信号调制识别准确率低的问题,研究比较了基于深度学习的无线衰落信道电磁信号的调制识别方法。通过Matlab仿真生成同向正交(IQ)电磁信号数据,比较分析了AlexNet、VGGNet、ResNet和DenseNet四类神经网络模型的信号调制识别准确率,得到适合应用于无线衰落信道电磁信号调制识别的模型。结果表明,DenseNet神经网络对信号调制识别的准确率最好,达到82.10%。本研究为电磁信号调制识别在电磁信息安全等领域的应用提供重要参考。     

瑞利衰落信道下MPSK信号调制方式识别

调制识别是非协作通信系统接收机设计中的重要研究课题。在实际环境中,噪声和信道衰落是影响信号调制方式识别的重要因素。针对瑞利衰落信道上MPSK较难识别的情况,提了基于似然比的识别算法,并根据最大似然准则对瑞利信道的参数进行了估计完成对2种调制信号的识别。仿真结果表明:在存在高斯白噪声的瑞利衰落信道的环境下,以BPSK和QPSK为例,正确识别率达到90%。     

调制识别算法及性能分析

为了提高信号调制识别的性能,以信号的六阶和四阶累积量作为识别特征,研究了一种基于高阶累积量的调制识别算法.分析了最大似然调制识别算法和高阶累积量调制识别算法的性能.并在高斯信道和平衰落信道下对其性能进行了仿真,仿真表明,在一般通信环境下,基于累积量的调制识别算法具有较强的稳健性和实用性.     

高阶相位调制的调制分集

研究了高阶相位调制的调制分集,分析了调制分集对比特交织空时编码调制迭代译码(BI-STCM-ID)系统性能的影响,得到了引入调制分集后系统的解码比特度量的解析表达式。理论分析和仿真结果表明,调制分集改善了BI-STCM-ID系统在Rayleigh信道下的性能,同时,空时分集与调制分集的结合,对改善快衰落信道和慢衰落信道的性能具有相互补充的效果。     

双选信道下的CPM-FMT联合调制

为了提高双选择性衰落信道下滤波多音（FMT）多载波系统的性能,从子载波调制角度出发,提出了一种连续相位调制-滤波多音（CPM-FMT）联合调制方法。该方法首先将比特数据流串并转换后进行CPM映射,接着对映射后的信号进行重组,然后进行FMT调制。在接收端首先将接收的信号进行FMT解调并进行逆重组,然后进行CPM解映射恢复出比特数据流。实验结果表明,CPM-FMT联合调制方法优于传统调制的QPSK-FMT方法,在误码率为10-3时,白噪声信道下性能最大提高了10 dB,时间频率双选择性衰落信道下性能提高了5 dB,同时该方法对多谱勒频偏具有良好的稳健性。这表明CPM-FMT方法能显著提高FMT系统在双选择性衰落信道下的性能,可应用于高速移动环境下的宽带无线传输系统。     

一种自适应调制方案

阐述一种星座图可调的自适应调制方案，并在Beyond ITM-2000的相关参数下进行了性能仿真。该方案能克服移动无线信道时变衰落特性对传输性能的影响，在信道的传输质量满足一定误码率要求的前提下，根据无线信道衰落情况，使调制方式在四相移相键控调制（Quaternary Phase Shift Keying，QPSK）、正交幅度调制（Quadrature Amplitude Modulation，QAM）包括8QAM，16QAM，32QAM，64QAM，128QAM，256QAM之间自如切换。仿真结果表明，该系统方案可以有效地适应无线信道的时变衰落，不但能增加系统平均吞吐量，而且能提高频谱利用率。     

多传感器节点分布式协作调制识别算法

调制方式的自动识别是保证合法通信的关键措施之一,在民用和军用领域都有重要的作用。本文提出了一种在无线传感器网络中多个传感器节点分布式协作识别数字调制信号的新方法。为了克服在衰落信道中低信噪比时单接收节点调制识别率低的缺点,实现对MASK,MFSK,BPSK,QPSK以及OFDM这几种典型调制方式的正确识别,首先利用网络中相互协作的多个传感器,从提高网络识别性能出发,在每个传感器节点能耗最小的前提下,根据接收信噪比的大小设计有效的协作方案,得到反映调制类型显著差异的特征参数的新组合,然后利用径向基神经网络对数字调制信号进行识别,并就不同的网络条件,给出了不同的协作方案。仿真结果表明,与单节点调制识别相比,本文设计的调制识别方法在衰落信道中具有更高的识别率,并且节点系统更灵活可靠。      

CPM编码调制发展前景

连续相位调制（CPM）技术是一类恒包络的数字调制技术,CPM信号的恒包络这一特性使它们对于非线性信道和衰落信道具有很强的抵抗性．特别适用于卫星通信和移动无线通信信道。与PSK调制方式相比,CPM调制系统不仅能够提供较高的频谱效率,而且具有一定的编码增益,这是因为接收器可以利用相位成型滤波器引入的记忆特性。CPM调制系统可以分解为一个连续相位编码器（CPE）和一个无记忆调制器（MM）的级联,因此出现了多种卷积码与CPM结合的调制方案,例如串行级联连续相位调制、基于环的串行级联连续相位调制、实用的连续相位调制、卷积编码器与扩展信道编码器的串行级联,等等。其中,基于环的串行级联连续相位调制具有很好的性能,在交织增益、自由距离、误码平层和收敛门限可能成为未来连续相位编码调制系统的发展方向。     

自适应格状编码调制

介绍了多维格状编码调制（MTCM）及其自适应格状编码调制的设计方法,并模拟了固定码率TCM与自适应TCM在衰落信道中的误码性能。     

一种新颖的基于子矩阵交织的差分酉空时调制

差分酉空时调制(DUSTM)是一种应用于时变衰落信道下的多天线调制方法。该方法在慢衰落信道下无需知道信道状态信息而能获得全发送分集增益。但是,在快速衰落信道下,其性能明显恶化并且呈现出较高的误码平层。该文通过在差分酉空时调制中引入矩阵分割和子矩阵交织等操作提出了一种基于子矩阵交织的差分酉空时调制(SMI-DUSTM)方案,并对其性能进行了分析。性能分析和相应的计算机仿真证明了SMI-DUSTM 不仅能够继承DUSTM在慢衰落信道下的优点,而且在快速衰落信道下能够保持良好的系统性能。     

快衰落信道中的差分空时调制

利用基扩展模型,针对平坦快衰落信道提出了差分空时调制方法.它不仅可避免这类信道中难于实现的信道估计,而且可同时获得由多发射天线提供的满空间分集以及由快衰落信道提供的最大Doppler分集.仿真结果验证了设计的优越性.     

Maximum Log-Likelihood Function-Based QAM Signal Classification over Fading Channels

In this paper, we propose a modulation classification algorithm for M-ary QAM signals in Rician and Rayleigh fading channels. The developed algorithms are based on the maximum log-likelihood functions, which are derived from received signals. First of all, we derived the amplitude PDF of M-ary QAM signal over flat and slowly Rayleigh and Rician fading channel, then we developed the log-likelihood functions and then the decision functions for classification. To demonstrate the performance of the proposed classifier, we give an example to classify the 16/32 QAM signals. Results indicate that the performance of classifier is heavily dependent on the severity of channel fading. When channel is AWGN, which means that there exists only one path (may be specular path) between transmitter and receiver, and the Rician factor k, approaches infinity in this case, henceforth, the performance is the best. The performance, however, is degraded with the decrease of k, and finally the classifier performs worst when channel becomes Rayleigh. Further performance improvement can be achieved by increasing the length of record.     

基于高阶累积量的OFDM子载波盲识别探讨

正交频分复用（OFDM）技术作为一种特殊的多载波调制技术,以其高效的频谱利用率、较强的抗码间干扰能力等优点成为第四代宽带技术的核心技术之一。同时,OFDM的广泛应用也为信息对抗、无线频谱资源管理等领域带来了一系列新的任务与挑战。因此,对非合作OFDM信号侦收技术的研究,意义深远。 由于OFDM调制方式的特殊性,在完成宽带多载波与单载波信号分类之后,接收系统有必要对OFDM信号的子载波类型进行进一步判断。文中采用基于高阶累积量的子信道调制盲识别算法作为技术路线,通过提取特征向量实现对子信道调制方式的盲识别。 在基带OFDM信号子载波调制类型识别部分,结合OFDM系统的等效标量模型,利用每个子载波上符号序列的统计特性,提取序列的高阶累积量作为识别分类特征构造算法,能够有效地抑制多径衰落所引起的功率衰减以及相位旋转对子载波调制类型识别性能的影响,结合仿真实验,我们分析了所提出算法的高效识别性能。     

An average error probability evaluation in a fading environment using finite state Markov channel for LEO satellite communication system

Recent research shows that fading channels have a much larger capacity than anticipated with traditional approaches. This modern view on fading channels encouraged us to characterize these channels more precisely for better identification and use of wireless channel capacity.Since the Markov model is a natural way to approximate a channel with memory, many people have considered finite state first-order Markov modeling for describing a wireless communication channel.In this paper, we first introduce the relationship between a physical fading channel and the corresponding finite state Markov Model (FSMC) in case of low earth orbit (LEO) satellite communication system, which can be used for performance evaluation in an M-order quadrature amplitude-modulation (MQAM) transmission scheme by deriving an analytical expression of average bit error rate in Rayleigh fading channel. By establishing the FSMC, we show that the FSMC is accurate enough to evaluate the performance of MQAM modulation scheme to be implemented on board a LEO satellite communication system.     

Impact of Doppler spread and adaptive modulation on TCP throughput in Rayleigh fading channels

A number of wireless systems have recently adopted adaptive modulation (AM) schemes to improve its efficiency. In this letter, our aim is to study the impact Doppler spread and adaptive modulation has on transmission control protocol (TCP) throughput in Rayleigh fading channels. We consider a finite state Markov channel (FSMC) model, which is a useful model for analyzing radio channel with nonindependent fading. Furthermore, we use a Markov model for TCP evolution and evaluate the TCP performance by computer simulations. In our simulations we have compared the TCP Reno scheme with TCP Tahoe scheme. The results indicate that a large Doppler spread leads to lower TCP throughput due to more frequent transitions of channel states and modulation schemes which make it difficult for the TCP congestion control mechanism to accommodate the dynamic link characteristics.     

Concatenation of space‐time block codes and turbo trellis coded modulation (ST‐TTCM) over Rician fading channels with imperfect phase

In this paper, the performance of space time‐turbo trellis coded modulation (ST‐TTCM) is evaluated over Rician and Rayleigh fading channels with imperfect phase. We modify Baum–Welch (BW) algorithm to estimate the fading and phase jitter parameters for multi‐antenna configurations. Thus, we assume that the channel parameters change slower than carrier frequency. We know that, at high data rate transmissions over wireless fading channels, space–time block codes (STBC) provide the maximal possible diversity advantage. Here, the combined effects of the amplitude and the phase of the received signal are considered, each one modelled by Rician and Tikhonov distributions, respectively. We investigate space time‐turbo trellis coded modulation (ST‐TTCM) for 8‐PSK for several Rician factor K and phase distortion factor η. Thus, our results reflect the degradations both due to the effects of the fading on the amplitude and phase noise of the received signal while the channel parameters are estimated by BW algorithm. Copyright © 2004 John Wiley & Sons, Ltd.     

Performance Evaluation of Multiple Transmit Antenna Non-Coherent Detection Schemes in Fast Fading Channels

For the fast fading channels, e.g., fast mobile channels,non-coherent detection scheme is promising because the receiverdoes not require to measure the channel information, which resultsin reducing transmission overhead. In this paper, we compare thebit error rate of two non-coherent encoding/decoding schemes formultiple transmit antennas under fast fading environments when thenumber of antenna varies from two to three. The first approach isa unitary space-time modulation (USTM) that aims to achieve thenon-coherent channel capacity. The second one is a differentialspace-time block code (DSTBC), which projects information symbolsto a number of orthogonal bases that consist of the previouslysent symbols. We exhibit the fact that the block length of bothschemes affects the performance significantly rather thanencoding/decoding methods when the channel varies fast. Inaddition, we present some problems of the DSTBC sending thecomplex symbols with more than two transmit antennas. This revised version was published online in August 2006 with corrections to the Cover Date.     

一种新的快衰落信道下的差分Unitary时空编码调制方法

该文提出了一种新的基于循环对角群码的差分Unitary 时空编码调制方法,这种新方法通过改变发送符号的顺序来降低快衰落信道时变对解码造成的影响,从而提高在快衰落信道下的性能。这种性能的提高是以处理时延和额外能量开销的增加为代价的,在实际应用中需要在这两者之间寻求平衡,处理时延越大,额外的能量开销就越小,反之亦然。 与传统的差分Unitary时空编码调制方法比较,理论分析和matlab做的Monte Carlo仿真结果表明,在快衰落信道下,提出的差分Unitary时空编码调制方法可获得明显的性能增益,能够显著降低系统的成对差错概率和误比特率。     

On the Performance of Golden Space-Time Trellis Coded Modulation over MIMO Block Fading Channels

The Golden space-time trellis coded modulation (GST-TCM) scheme was proposed in [1] for a high rate 2 × 2 multiple-input multiple-output (MIMO) system over slow fading channels. In this letter, we present the performance analysis of GST-TCM over block fading channels, where the channel matrix is constant over a fraction of the codeword length and varies from one fraction to another, independently. In practice, it is not useful to design such codes for specific block fading channel parameters and a robust solution is preferable. We then show both analytically and by simulation that the GST-TCM designed for slow fading channels are indeed robust to all block fading channel conditions.