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Pragmatic Approach to Adaptive Turbo Coded Modulation
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作者 左健存 宋文涛 +1 位作者 罗汉文 徐友云 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2003年第4期20-24,94,共6页
This paper presents a pragmatic adaptive scheme for TuCM over slowly fading channels. The adaptive scheme employs a single turbo coded modulator composed of a variable-rate turbo encoder and a variable-rate variable-p... This paper presents a pragmatic adaptive scheme for TuCM over slowly fading channels. The adaptive scheme employs a single turbo coded modulator composed of a variable-rate turbo encoder and a variable-rate variable-power MQAM for all fading regions, so it has an acceptable complexity to implement. The optimal adaptive TuCM scheme is determined subject to various system constraints. Simulations have been performed to measure the performance of the scheme for different parameters. It is shown that adopting both the turbo coded modulator and the transmit power achieves a performance within 2.5 dB of the fading channel capacity. 展开更多
关键词 adaptive turbo coded modulation fading channels spectral efficiency.
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Performance analysis of adaptive turbo coded modulation with time delay
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作者 伍守豪 宋文涛 罗汉文 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第1期73-77,共5页
The method of data fitting is applied to obtain the BER expression for turbo coded modulation, and a fitting mathematical model is proposed, which resolves the problem that there is no exact BER expression for turbo c... The method of data fitting is applied to obtain the BER expression for turbo coded modulation, and a fitting mathematical model is proposed, which resolves the problem that there is no exact BER expression for turbo coded modulation in performance analysis. With the time delay consideration, the performance of BER of adaptive turbo coded modulation is analyzed and simulated. The results show that adaptive turbo coded modulation is very sensitive to time delay. In order to meet the target BER requirement, the total time delay should be less than 0 001/f D. 展开更多
关键词 turbo coded modulation bit error rate time delay
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Analysis and Design of Wireless Networked Control System Utilizing Adaptive Coded ModulationAnalysis and Design of Wireless Networked Control System Utilizing Adaptive Coded Modulation 被引量:4
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作者 YANG Li GUAN Xin-Ping LONG Cheng-Nian LUO Xiao-Yuan 《自动化学报》 EI CSCD 北大核心 2009年第7期911-918,共8页
关键词 无线网络控制系统 计算机技术 自动化系统 网络条件
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Irregular and regular LDPC codes with high spectrum efficiency modulation in image transmission over fading channel 被引量:1
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作者 MaPiming YuanDongfeng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第1期26-30,共5页
If the degree distribution is chosen carefully, the irregular low-density parity-check (LDPC) codes can outperform the regular ones. An image transmission system is proposed by combining regular and irregular LDPC cod... If the degree distribution is chosen carefully, the irregular low-density parity-check (LDPC) codes can outperform the regular ones. An image transmission system is proposed by combining regular and irregular LDPC codes with 16QAM/64QAM modulation to improve both efficiency and reliability. Simulaton results show that LDPC codes are good coding schemes over fading channel in image communication with lower system complexity. More over, irregular codes can obtain a code gain of about 0.7 dB compared with regular ones when BER is 10 -4. So the irregular LDPC codes are more suitable for image transmission than the regular codes. 展开更多
关键词 irregular low-density parity-check (LDPC) codes degree distribution image transmission high spectrum efficiency modulation.
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Performance and EXIT analysis of parallel concatenated space time trellis codes
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作者 Yang Haifen Li Guangjun +1 位作者 Guo Zhiyong Xiong Yong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第6期1193-1197,共5页
Space time trellis coding (STTC) techniques have been proposed to achieve both diversity and coding gains in multiple input multiple output (MIMO) fading channels. But with more transmit antennas STTCs suffer from... Space time trellis coding (STTC) techniques have been proposed to achieve both diversity and coding gains in multiple input multiple output (MIMO) fading channels. But with more transmit antennas STTCs suffer from the design dificulty and complexity increasing. This paper proposes a scheme, named parallel concatenated space time trellis codes (PC-STTC), to achieve the tradeoff between the performances and complexity of STTCs for a large number of transmit antennas. Simulation results and complexity comparison are provided to demonstrate the performance and superiority of the proposed scheme over conventional schemes in fast fading channels in low signal-to-noise ratio (SNR) regions. And an EXIT (extrinsic information transform) chart is given to analyze the iterative convergence of the proposed scheme. It shows that PC-STTC has better iterative convergence in low SNR regions. 展开更多
关键词 space time trellis coding EXIT chart Log-MAP decoder convergence.
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Differential modulation based on space-time block codes
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作者 李正权 胡光锐 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期407-412,共6页
A differential modulation scheme using space-time block codes is put forward. Compared with other schemes, our scheme has lower computational complexity and has a simpler decoder. In the case of three or four transmit... A differential modulation scheme using space-time block codes is put forward. Compared with other schemes, our scheme has lower computational complexity and has a simpler decoder. In the case of three or four transmitter antennas, our scheme has a higher rate a higher coding gain and a lower bit error rate for a given rate. Then we made simulations for space-time block codes as well as group codes in the case of two, three, four and five transmit antennas. The simulations prove that using two transmit antennas, one receive antenna and code rate of 4 bits/s/Hz, the differential STBC method outperform the differential group codes method by 4 dB. Useing three, four and five transmit antennas, one receive antenna, and code rate of 3 bits/s/Hz are adopted, the differential STBC method outperform the differential group codes method by 5 dB, 6. 5 dB and 7 dB, respectively. In other words, the differential modulation scheme based on space-time block code is better than the corresponding differential modulation scheme 展开更多
关键词 space-time block code coding gain differential modulation bit error rate.
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Error code analysis and selection principle of M-ary modulation in network-based control systems
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作者 赵顺利 尹逊和 +1 位作者 魏学业 H. K. LAM 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第6期1372-1382,共11页
Error codes induced by M-ary modulation and modulation selection in network-based control systems are studied.It is the first time the issue of error codes induced by M-ary modulation is addressed in control field.In ... Error codes induced by M-ary modulation and modulation selection in network-based control systems are studied.It is the first time the issue of error codes induced by M-ary modulation is addressed in control field.In network-based control systems,error codes induced by noisy channel can significantly decrease the quality of control.To solve this problem,the network-based control system with delay and noisy channel is firstly modeled as an asynchronous dynamic system(ADS).Secondly,conditions of packet with error codes(PEC)loss rate by using M-ary modulation are obtained based on dynamic output feedback scheme.Thirdly,more importantly,the selection principle of M-ary modulation is proposed according to the measured signal-to-noise ratio(SNR)and conditions of PEC loss rate.Finally,system stability is analyzed and controller is designed through Lyapunov function and linear matrix inequality(LMI)scheme,and numerical simulations are made to demonstrate the effectiveness of the proposed scheme. 展开更多
关键词 network-based control system asynchronous dynamic system (ADS) M-ary modulation delay error code linear matrix inequality (LMI)
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Study of adaptive modulation and LDPC coding in multicarrier systems 被引量:2
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作者 Huo Yongqing Peng Qicong Shao Huaizong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第1期39-45,共7页
An adaptive modulation (AM) algorithm is proposed and the application of the adapting algorithm together with low-density parity-check (LDPC) codes in multicarrier systems is investigated. The AM algorithm is base... An adaptive modulation (AM) algorithm is proposed and the application of the adapting algorithm together with low-density parity-check (LDPC) codes in multicarrier systems is investigated. The AM algorithm is based on minimizing the average bit error rate (BER) of systems, the combination of AM algorithm and LDPC codes with different code rates (half and three-fourths) are studied. The proposed AM algorithm with that of Fischer et al is compared. Simulation results show that the performance of the proposed AM algorithm is better than that of the Fischer's algorithm. The results also show that application of the proposed AM algorithm together with LDPC codes can greatly improve the performance of multicarrier systems. Results also show that the performance of the proposed algorithm is degraded with an increase in code rate when code length is the same. 展开更多
关键词 MULTICARRIER adaptive modulation low-density parity-check coding bit error rate.
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Optimized LDPC differential-encoded 16QAM scheme for high-speed transmission systems 被引量:1
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作者 Zhanji Wu Xiang Gao Zhiyu Xiao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第5期728-734,共7页
The 16-ary quadrature amplitude modulation (16QAM) is a high spectral efficient scheme for high-speed transmission systems. To remove the phase ambiguity in the coherent detection system, differential-encoded 16QAM ... The 16-ary quadrature amplitude modulation (16QAM) is a high spectral efficient scheme for high-speed transmission systems. To remove the phase ambiguity in the coherent detection system, differential-encoded 16QAM (DE-16QAM) is usually used, however, it will cause performance degradation about 3 dB as compared to the conventional 16QAM. To overcome the performance loss, a serial concatenated system with outer low density parity check (LDPC) codes and inner DE-16QAM is proposed. At the receiver, joint iterative differential demodulation and decoding (ID) is carried out to approach the maximum likelihood performance. Moreover, a genetic evolution algorithm based on the extrinsic information transfer chart is proposed to optimize the degree distribution of the outer LDPC codes. Both theoretical analyses and simulation results indicate that this algorithm not only compensates the performance loss, but also obtains a significant performance gain, which is up to 1 dB as compared to the conventional non-DE-16QAM. 展开更多
关键词 quadrature amplitude modulation (QAM) low density parity check (LDPC) code genetic evolution (GE) algorithm iterative demodulation and decoding (ID) extrinsic information transfer (EXIT) chart.
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Improved iterative convergence method in Q-ary LDPC coded high order PR-CPM
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作者 Danfeng Zhao Yanbo Sun Rui Xue 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第3期541-548,共8页
The Q-ary low-density parity-check(LDPC) coded high order partial response continuous phase modulation(PR-CPM) with double iterative loops is investigated. This scheme shows significant improvements in power and b... The Q-ary low-density parity-check(LDPC) coded high order partial response continuous phase modulation(PR-CPM) with double iterative loops is investigated. This scheme shows significant improvements in power and bandwidth efficiency, but at the expense of long iterative decoding delay and computational complexity induced by the improper match between the demodulator and the decoder. To address this issue, the convergence behavior of Q-ary LDPC coded CPM is investigated for the Q=2 and Q〉2 cases, and an optimized design method based on the extrinsic information transfer chart is proposed to improve the systematic iterative efficiency. Simulation results demonstrate that the proposed method can achieve a perfect tradeoff between iterative decoding delay and bit error rate performance to satisfy real-time applications. 展开更多
关键词 iterative detection convergence low-density paritycheck(LDPC) code continuous phase modulation(CPM) extrinsic information transfer chart
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伪码调相-线性调频的低轨导航信号波形及捕获性能 被引量:1
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作者 林红磊 耿敏嫣 +3 位作者 付栋 欧钢 肖伟 马明 《电子与信息学报》 北大核心 2025年第1期211-222,共12页
低轨导航星座卫星数量多,信号多普勒频偏大,接收机冷启动搜索空间巨大,捕获速度慢,该文提出一种伪码调相-线性调频(CSK-LFM)的导航信号波形,线性调频提高信号的多普勒容限,不同伪码相位实现不同卫星的多址播发,可以极大压缩卫星号、时... 低轨导航星座卫星数量多,信号多普勒频偏大,接收机冷启动搜索空间巨大,捕获速度慢,该文提出一种伪码调相-线性调频(CSK-LFM)的导航信号波形,线性调频提高信号的多普勒容限,不同伪码相位实现不同卫星的多址播发,可以极大压缩卫星号、时延、多普勒3维搜索空间,加快了捕获信号捕获速度。仿真和实验结果表明,当信号强度为40 dBHz时,采用CSK-LFM调制的导航信号,其捕获性能比同等条件下的传统直接扩频序列(DSSS)调制的导航信号高1 dB左右,且信号搜索空间可降低为直接扩频序列调制的1/10。 展开更多
关键词 低轨导航信号 线性调频 CSK调制 信号捕获
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基于集分割策略的差分空间调制算法研究及性能优化
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作者 王婵飞 崔永艳 +1 位作者 何继爱 许亚美 《电子科技大学学报》 北大核心 2025年第5期717-722,共6页
差分空间调制(DSM)是一种多天线技术,通过在该技术中融合集分割策略,提出了基于集分割策略的差分空间调制算法。该算法引入冗余码设计,重新设计了DSM系统发射端的符号调制规则,实现了集合分割的操作,既保持了频谱效率的提升,又通过增强... 差分空间调制(DSM)是一种多天线技术,通过在该技术中融合集分割策略,提出了基于集分割策略的差分空间调制算法。该算法引入冗余码设计,重新设计了DSM系统发射端的符号调制规则,实现了集合分割的操作,既保持了频谱效率的提升,又通过增强同一信息块内所有调制符号间的关联性,显著增强了编码增益。通过进一步设计天线激活矩阵,对在仅使用两根发射天线场景下的系统性能进行了优化。仿真结果表明:该算法相比于传统DSM系统,在相同的频谱效率下,展现出更低的误码率。 展开更多
关键词 空间调制 差分空间调制 集分割 编码增益
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伪码调相连续波雷达微弱机动目标高精度参数估计方法
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作者 崔嵬 邢天乐 +1 位作者 金小萍 吴爽 《信号处理》 北大核心 2025年第1期31-42,共12页
伪码调相连续波雷达具有探测距离远、测量精度高、抗干扰能力强等优势,是天基雷达空间目标探测的重要手段。本文针对高速伪码调相连续波雷达对远距、机动目标的高精度参数估计问题,提出了一种基于跟踪环路的机动目标参数高精度估计算法... 伪码调相连续波雷达具有探测距离远、测量精度高、抗干扰能力强等优势,是天基雷达空间目标探测的重要手段。本文针对高速伪码调相连续波雷达对远距、机动目标的高精度参数估计问题,提出了一种基于跟踪环路的机动目标参数高精度估计算法。该算法首先利用分数阶傅里叶变换获得载波多普勒频率初始值和多普勒频率变化率的估计,并构造对数据跳变不敏感的相干载波提取环路,实现对伪码调相信号中载波参数的鲁棒提取与精确跟踪,从而得到高精度的相对速度估计结果;之后,利用载波多普勒频率估计结果“修正”本地发射伪码,消除伪码相位偏移。在通过相关处理得到伪码相位初始估计后,构造载波辅助相干伪码跟踪环路,实现对伪码相位的精确跟踪,从而获得高精度的相对距离估计结果。所提算法利用参数跟踪环路实时动态匹配的优点,解决了机动目标回波信号伪码相位偏移和多普勒扩展引入的积累效能降低和检测性能恶化问题,有效提高了机动目标参数估计精度。与部分相关-分数阶傅里叶变换、广义拉登傅里叶变换方法、迭代相邻相关运算方法相比,所提算法将机动目标多维参数搜索与匹配问题转化为两次一维参数精确提取问题,在获得机动目标相对距离、相对速度高精度估计的同时,有效降低了算法的运算量,为航天器空间平台资源强约束下实现自主探测感知提供了一种可行思路。 展开更多
关键词 伪码调相连续波雷达 机动目标 相干载波提取 伪码跟踪 参数估计
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基于扩展布尔函数的最优对称Z互补码集构造
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作者 陈晓玉 张兆瑜 杜玉琼 《通信学报》 北大核心 2025年第6期209-217,共9页
针对宽带广义空间调制(GSM)系统训练序列数目受限的问题,研究了最优对称Z互补码集(SZCCS)和增强型交叉Z互补集(E-CZCS)的构造方法。提出了一种基于扩展布尔函数(EBF)的最优对称Z互补码集的构造方法,所得序列具有新的参数形式,具体为(q^(... 针对宽带广义空间调制(GSM)系统训练序列数目受限的问题,研究了最优对称Z互补码集(SZCCS)和增强型交叉Z互补集(E-CZCS)的构造方法。提出了一种基于扩展布尔函数(EBF)的最优对称Z互补码集的构造方法,所得序列具有新的参数形式,具体为(q^(k),q^(k+1),q^(m),q^(m))。同时,该序列也是具有大零相关区(ZCZ)的增强型交叉Z互补序列集,且序列的零相关区长度与序列长度比值为1。所得2种序列集参数灵活且不再局限于2的幂次形式。以所提增强型交叉Z互补集为基序列构造广义空间调制系统的训练矩阵,通过仿真实验验证了该增强型交叉Z互补集的信道估计能达到理论最小均方误差(MSE)。 展开更多
关键词 广义空间调制 扩展布尔函数 对称Z互补码 增强型交叉Z互补集
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星间链路自适应通信方法设计与验证
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作者 石雷 罗清华 +1 位作者 窦骄 李琪 《航天器工程》 北大核心 2025年第2期25-34,共10页
针对星间距离动态变化情况下,既要保证通信可靠性又要提高传输效率的问题,文章提出了星间链路基于自适应编码调制的动态数据传输机制,实现了在不同链路质量下的高效传输,构建了星间链路自适应通信框架,并建立星间链路通信信道知识库,通... 针对星间距离动态变化情况下,既要保证通信可靠性又要提高传输效率的问题,文章提出了星间链路基于自适应编码调制的动态数据传输机制,实现了在不同链路质量下的高效传输,构建了星间链路自适应通信框架,并建立星间链路通信信道知识库,通过自适应编码调制引擎,优化选择出最佳的编码和调制方案。在星间距离动态变化情况下,以及链路带宽不受限/受限条件下,仿真平台对自适应通信系统选取的编码调制方案、通信速率以及通信量进行了验证,结果表明:相比于传统星间链路通信系统采用的固定编码调制通信方法,文章提出的自适应编码调制通信方法有明显的优势,在保证通信可靠性的前提下实现最大化的系统通信量,可以为星座系统星间链路自适应通信方法的在轨应用提供参考。 展开更多
关键词 星间链路 自适应 编码 调制 引擎
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两用户极化码广义空间调制系统的联合译码方法
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作者 王远平 杜伟庆 +1 位作者 谢肇鹏 陈平平 《无线电通信技术》 北大核心 2025年第5期1073-1079,共7页
多输入多输出(Multiple Input Multiple Output,MIMO)技术通过多天线系统显著提升信号传输速率和系统可靠性。为提高频谱效率和抗干扰能力,空间调制技术作为MIMO的扩展被提出并得到广泛应用。广义空间调制(Generalized Spatial Modulati... 多输入多输出(Multiple Input Multiple Output,MIMO)技术通过多天线系统显著提升信号传输速率和系统可靠性。为提高频谱效率和抗干扰能力,空间调制技术作为MIMO的扩展被提出并得到广泛应用。广义空间调制(Generalized Spatial Modulation,GSM)进一步结合多种调制方式,提升系统性能。极化码作为高效的纠错码,通过信道极化将物理信道转化为具有不同可靠性的虚拟信道,有效提高MIMO和空间调制系统的性能。提出一种联合多用户的极化码译码方案,旨在优化在上行极化码广义空间调制(Polar Coded-GSM,PC-GSM)系统中的译码过程。该方案结合了极化码的信道极化特性和GSM的优势,通过改进译码算法,提升了多用户系统的可靠性和数据传输速率。仿真结果表明,所提出的联合译码方案能够显著提高系统性能,为极化码与多用户空间调制系统的结合提供新的解决思路。 展开更多
关键词 空间调制 极化码 信道极化 多输入多输出
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基于双重CSK调相的卫星导航信号认证方法
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作者 巴晓辉 向彬 +5 位作者 蔡伯根 王剑 姜维 梁坤 柴琳果 张爽娜 《系统工程与电子技术》 北大核心 2025年第8期2676-2685,共10页
全球卫星导航系统(Global Navigation Satellite System,GNSS)民用服务信号体制公开,容易受到恶意攻击和欺骗干扰。信号认证技术是一种有效的反欺骗手段。码移键控(code shift keying,CSK)可以在不改变扩频信号带宽的情况下,实现更高的... 全球卫星导航系统(Global Navigation Satellite System,GNSS)民用服务信号体制公开,容易受到恶意攻击和欺骗干扰。信号认证技术是一种有效的反欺骗手段。码移键控(code shift keying,CSK)可以在不改变扩频信号带宽的情况下,实现更高的信息传输速率,已经在卫星导航信号中开始应用。对此,提出一种基于双重CSK调相的卫星导航信号认证方法,认证信息的设计利用卫星导航信号的同步信息,使用双重CSK编码组合提高认证信息传输速率,通过调相的方式将认证信息调制到原始卫星信号上,在现有接收机结构的基础上给出了认证信号的接收解调方案。分析表明,该方法可以提高认证信息速率,同时保证卫星导航信号的恒包络特性,通过调整CSK参数和双重组合方式,可改变认证信息速率;通过改变调相角度可以改变认证信号分配的功率比,控制卫星导航信号的信噪比损失,满足不同条件要求下的信号认证需求。 展开更多
关键词 全球导航卫星系统 码移键控 信号认证 调相
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对GPS军码信号的锯齿波扫频干扰分析
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作者 李项军 毛虎 李开明 《火炮发射与控制学报》 北大核心 2025年第4期59-62,71,共5页
为了提升对GPS军码信号的压制干扰效能,提出采用锯齿波扫频噪声调频压制干扰样式。在分析锯齿波扫频噪声调频信号特征的基础上,以码跟踪误差为干扰效果评估指标,对GPS P(Y)码和M码信号实施锯齿波扫频噪声调频干扰的信号参数进行了优化... 为了提升对GPS军码信号的压制干扰效能,提出采用锯齿波扫频噪声调频压制干扰样式。在分析锯齿波扫频噪声调频信号特征的基础上,以码跟踪误差为干扰效果评估指标,对GPS P(Y)码和M码信号实施锯齿波扫频噪声调频干扰的信号参数进行了优化设置。通过对同等干信比下码跟踪误差的仿真计算,比较了参数优化设置后的锯齿波扫频噪声调频干扰相对传统带限高斯噪声和匹配谱干扰的干扰效能。仿真结果可以看出,锯齿波扫频噪声调频压制干扰在具备更高干扰效能的同时,在参数设置的灵活性和干扰抑制难度上也更具优势。 展开更多
关键词 锯齿波扫频噪声调频 P(Y)码 M码 码跟踪误差 干信比 干扰效能
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可重构智能表面辅助的联合空间和码索引调制通信系统
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作者 陈平平 张云馨 杜伟庆 《电子与信息学报》 北大核心 2025年第2期439-448,共10页
传统的可重构智能表面辅助的空间调制(RIS-SM)通信系统利用接收天线的索引来传输额外的信息比特,因此该系统数据传输速率的提升是以增加接收机天线数为代价。为了提高RIS-SM系统的数据传输速率和能量效率,该文提出可重构智能表面辅助的... 传统的可重构智能表面辅助的空间调制(RIS-SM)通信系统利用接收天线的索引来传输额外的信息比特,因此该系统数据传输速率的提升是以增加接收机天线数为代价。为了提高RIS-SM系统的数据传输速率和能量效率,该文提出可重构智能表面辅助的联合空间和码索引调制(RIS-JSCIM)通信系统。该系统利用多元正交幅度调制(M-QAM)符号、空域的接收天线索引和码索引传输信息比特。天线索引和码索引传输的信息比特不需要消耗能量,因此RIS-JSCIM系统能够获得良好的能量效率。该文对比了RIS-JSCIM系统和其他系统的能量效率、系统复杂度和误码率性能。对比结果表明,所提RIS-JSCIM系统以增加一定复杂度为代价,能够获得相比于其他系统更优异的能量效率和误码率性能。 展开更多
关键词 可重构智能表面 码索引调制 空间调制 扩频 多元正交振幅调制
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基于样式权重调制技术的少样本火焰图像增强
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作者 李明杰 胡羿 易正明 《计算机科学》 北大核心 2025年第S1期491-497,共7页
少样本图像生成技术仅依靠稀缺有限的目标样本,就能够生成以假乱真和多样化的图像,这可以为下游的目标识别任务构建可靠的数据集。这项工作提出了一种基于权重调制的少样本生成模型,在仅输入3张目标图像的条件下,便能获得与目标样本具... 少样本图像生成技术仅依靠稀缺有限的目标样本,就能够生成以假乱真和多样化的图像,这可以为下游的目标识别任务构建可靠的数据集。这项工作提出了一种基于权重调制的少样本生成模型,在仅输入3张目标图像的条件下,便能获得与目标样本具有相同内容且特征呈现多样化的图像。具体来说,对生成器中的编码器和解码器经过了精心设计,采用了梯度流更好的C2F结构来搭建金字塔型网络构架,最大程度地还原图像在不同层次的原始特征。采用了基于注意力机制的特征融合方法,引入了特征样式潜码来控制特征融合质量。其中,样式潜码使用了权重缩放的策略,有效地消除了生成伪影,使生成图像更加逼真。同时,还使用了优化的特征长度探测算法来对源域和目标域的重要信息进行接近度探测。这一技巧能够使模型在源域中通过预训练得到的先验信息更好地迁移到目标域中。针对火焰图像样本的生成任务,给出了定性和定量的对比结果,所提出的模型能够切实提高yolov8算法下的火焰目标识别性能,实质性地提升了数据增强的效果。 展开更多
关键词 少样本生成 火焰数据集 特征融合模块 迁移学习 预训练 权重调制 目标识别 样式潜码
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