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The Effect and Compensation of Phase Noise on Orthogonal Frequency Division Multiplexing (OFDM) System
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作者 Yubin Lin 《Circuits and Systems》 2018年第7期107-115,共9页
Orthogonal Frequency Division Multiplexing (OFDM) is characterized by its high data rate. However, the modulation method used in the system is subject to the influence of phase noise due to the need of time synchroniz... Orthogonal Frequency Division Multiplexing (OFDM) is characterized by its high data rate. However, the modulation method used in the system is subject to the influence of phase noise due to the need of time synchronization. In this paper, an algorithm based on MMSE (minimum mean square error) is developed to compensate the influence of both the common phase error (CPE) and inter carrier interference (ICI), which are two aspects of phase noise, under common Gaussian white noise. The result of noise cancellation is presented in signal-to-noise ratio (SNR) and symbol error rate (SER). Like digital signal in general, SNR can reduce SER with or without phase noise compensation. The compensation of phase noise significantly reduces the SER of the decoded signal. However, the bandwidth of phase noise still determines the signal accuracy. Under high bandwidth of phase noise, increasing SNR will only slightly increase SER, which is not efficient. 展开更多
关键词 ORTHOGONAL frequency division multiplexING Phase Noise Mean SQUARE Error
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A High Spectral Efficient Frequency-Domain Channel-Estimation Method for the Polarization-Division-Multiplexed CO-OFDM-OQAM System
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作者 Hangyu Zhao Shuo Zhang +2 位作者 Daobin Wang Xiaoxiao Li Lihua Yuan 《Optics and Photonics Journal》 2023年第6期119-132,共14页
Contrary to the other multi-carrier modulation systems, the coherent optical orthogonal frequency division multiplexing communication system with an offset quadrature amplitude modulation (CO-OFDM-OQAM) possesses inhe... Contrary to the other multi-carrier modulation systems, the coherent optical orthogonal frequency division multiplexing communication system with an offset quadrature amplitude modulation (CO-OFDM-OQAM) possesses inherent imaginary interference (IMI). This has an important impact on the channel estimation process. Currently, a variety of frequency-domain channel estimation methods have been proposed. However, there are various problems that still exist. For instance, in order to reduce the influence of IMI, it is necessary to insert more guard intervals between the training sequence and the payload, leading to the occupation of excessive spectrum resources. In order to address this problem, this work designs a high spectral efficient frequency-domain channel estimation method for the polarization-division-multiplexing CO-OFDM-OQAM systems. First, the working principle of the proposed method is described in detail. Then, its spectral efficiency, power peak-to-average ratio, and channel estimation performance are studied based on simulations. The simulation results show that the proposed method improves the spectral efficiency without worsening the power peak-to-average ratio. The channel estimation capability of this method is verified in three scenarios of long-distance transmissions, including back-to-back, 100 km, and 200 km transmissions. . 展开更多
关键词 Orthogonal frequency division multiplexing (Ofdm-OQAM) Polarization-division-multiplexing (PDM) Channel Estimation Optical Communication System
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OFDM系统中基于自注意力机制的PAPR抑制算法
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作者 高明 赵元波 付少忠 《西安电子科技大学学报》 北大核心 2026年第1期56-66,共11页
正交频分复用系统中的高峰均功率比问题一直是制约其实际应用的关键技术瓶颈。过高的高峰均功率比不仅会显著降低功率放大器的效率,还会导致严重的非线性失真,从而影响系统性能。传统高峰均功率比抑制方法存在诸多局限性,而深度学习技... 正交频分复用系统中的高峰均功率比问题一直是制约其实际应用的关键技术瓶颈。过高的高峰均功率比不仅会显著降低功率放大器的效率,还会导致严重的非线性失真,从而影响系统性能。传统高峰均功率比抑制方法存在诸多局限性,而深度学习技术为解决这一问题提供了新的思路。为此提出了一种基于深度学习的高峰均功率比抑制算法。首先,设计了基于多头自注意力机制和前馈神经网络的自编码器架构,通过引入多头自注意力机制,有效提取正交频分复用符号子载波同相分量和正交分量的深层特征,从而在不同特征子空间中学习子载波间的复杂关联特性。其次,使用两阶段训练方法对神经网络进行训练,预训练完成对高峰均功率比的抑制,正式训练在此基础上保证误码率性能。仿真结果表明,相较于现有方法,所提出的算法在保持较好误码率性能的同时,显著改善了系统的高峰均功率比抑制性能,并且在模型部署后的运行速度更快,更适用于低延迟通信场景。 展开更多
关键词 正交频分复用 高峰均功率比 深度学习 自编码器 自注意力机制
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贪婪结构感知算法赋能的OOFDM双模差分索引调制方案
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作者 王真 王惠琴 +2 位作者 唐崎涵 彭清斌 张悦 《通信学报》 北大核心 2026年第3期278-288,共11页
针对光正交频分复用差分索引调制系统频谱效率受限、差分最大似然检测算法复杂度高的问题,提出一种贪婪结构感知算法赋能的OOFDM双模差分索引调制方案。首先,引入对同阶双模星座符号的二次索引,挖掘符号资源的信息承载潜力以提升频谱效... 针对光正交频分复用差分索引调制系统频谱效率受限、差分最大似然检测算法复杂度高的问题,提出一种贪婪结构感知算法赋能的OOFDM双模差分索引调制方案。首先,引入对同阶双模星座符号的二次索引,挖掘符号资源的信息承载潜力以提升频谱效率。其次,以最大结构化平均模值为准则动态缩小搜索空间,仅需遍历概率最高的候选信号矩阵集合即可完成有效检测。仿真结果表明,与基准方案相比,所提方案在频谱效率提升了8.33%~33.33%的同时,仅引入1~3 dB性能损失;相较于基准算法,所提算法的复杂度降低了18.75%~94.74%,且无性能损失。因此,所提方案与算法的协同设计在频谱效率、复杂度和误码性能之间实现了有效优化与权衡。 展开更多
关键词 光正交频分复用 差分索引调制 频谱效率 计算复杂度
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Novel Low-Complexity Low-Latency Orthogonal Frequency Division Multiplexing Transmitter
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作者 LIU Sanjun HUANG Shuanglin +3 位作者 LI Min DONG Xiaojie QIU Da YANG Rui 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2019年第1期71-78,共8页
Traditional orthogonal frequency division multiplexing(OFDM) transmitter is implemented by exploiting inverse fast Fourier transform(IFFT), up-sampling, and low pass shaping filter(LPSF) modules, which occupy a large ... Traditional orthogonal frequency division multiplexing(OFDM) transmitter is implemented by exploiting inverse fast Fourier transform(IFFT), up-sampling, and low pass shaping filter(LPSF) modules, which occupy a large number of hardware resources and severely lower down the operation speed. To address these limitations, we propose a novel OFDM transmitter architecture, by which the aforementioned modules can be discarded and replaced with some simple switches. In the proposed architecture, direct digital synthesis(DDS) method is employed to generate digital sub-carriers and to transform OFDM data from frequency domain to time domain. Through some sophisticated simplifications, the proposed architecture can avoid using multipliers and remarkably save hardware resources. Finally, comparative experiments are carried out on field programmable gate array(FPGA) platform which demonstrates that our DDS-based architecture saves more than half of the hardware resources and doubles the achievable maximum frequency compared with traditional structure. 展开更多
关键词 orthogonal frequency division multiplexING inverse fast FOURIER transform(IFFT) direct digital synthesis wireless communication
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Optimal Training Design and Placement for MIMO Orthogonal Frequency Division Multiplexing Channel Estimation
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作者 林成裕 钱良 +2 位作者 张文军 徐友云 李洪烈 《Journal of Shanghai Jiaotong university(Science)》 EI 2010年第1期58-63,共6页
This paper deals with optimal training design and placement over multiple orthogonal frequency division multiplexing(OFDM) symbols for the least squares(LS) channel estimation in multiple-input multipleoutput(MIMO) OF... This paper deals with optimal training design and placement over multiple orthogonal frequency division multiplexing(OFDM) symbols for the least squares(LS) channel estimation in multiple-input multipleoutput(MIMO) OFDM systems.First,the optimal pilot sequences over multiple OFDM symbols are derived by co-cyclic Jacket matrices based on the minimum mean square error(MSE) of the LS channel estimation.Then,an enhanced channel estimation method using sliding window is proposed to improve further the performance for the optimal pilot sequences in fast-varying channels.Simulation results show that the enhancedmethod can efficiently improve the performances for the optimal pilot sequences over two and four OFDM symbols,especially in fast-varying channels. 展开更多
关键词 co-cyclic Jacket matrix optimal pilot sequences channel estimation multiple-input multiple-output orthogonal frequency division multiplexing (MIMO-Ofdm
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Performance of multi-band orthogonal frequency division multiplexing ultra wide-band system on IEEE UWB channels
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作者 王纯 《Journal of Chongqing University》 CAS 2007年第1期63-66,共4页
Multiband orthogonal frequency division multiplexing (MB-OFDM) ultra wide-band (UWB) is a novel wireless communication technology. It has many advantages and is being actively researhed. In this study, we constructed ... Multiband orthogonal frequency division multiplexing (MB-OFDM) ultra wide-band (UWB) is a novel wireless communication technology. It has many advantages and is being actively researhed. In this study, we constructed and implemented a simulation model of UWB communication systems in Simulink. We found the MB-OFDM UWB system has the best performance in distance between 4 m to 10 m without the line-of-sight requirement. 展开更多
关键词 ultra wide-band (UWB) multiband (MB) orthogonal frequency division multiplexing (Ofdm
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A frame synchronization solution for orthogonal frequency division multiplexing system
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作者 LI Wan-chen GU Zhi-gang LIU Yang 《Journal of Marine Science and Application》 2005年第3期58-63,共6页
To improve frame synchronization precision, a scheme named training symbol correlation (TSC) is presented for orthogonal frequency division multiplexing ( OFDM ) system. Based on the solution from Schmidl and Cox,... To improve frame synchronization precision, a scheme named training symbol correlation (TSC) is presented for orthogonal frequency division multiplexing ( OFDM ) system. Based on the solution from Schmidl and Cox, a timing metric related to TSC scheme is put forward and examined. The specific method to select a threshold value provides more precise detection results, which can be shown by performance comparison between the two schemes through Monte Carlo simulation. Taking IEEE 802.1 la WLAN standard as an example, the proposed approach is superior to the most popular Schmidl scheme in terms of BER. 展开更多
关键词 frame synchronization orthogonal frequency division multiplexing (Ofdm training symbol correlation (TSC) scheme
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Implementation of Synchronization Technology in Orthogonal Frequency Division Multiplex System Based on Field Programming Gate Array
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作者 YI Qing-ming XIE Sheng-li 《Semiconductor Photonics and Technology》 CAS 2008年第1期32-36,共5页
In this paper,analyzed is the symbol synchronization algorithm in orthogonal frequency division multiplex(OFDM)system,and accomplished are the hardware circuit design of coarse and elaborate synchronization algorithms... In this paper,analyzed is the symbol synchronization algorithm in orthogonal frequency division multiplex(OFDM)system,and accomplished are the hardware circuit design of coarse and elaborate synchronization algorithms.Based on the analysis of coarse and elaborate synchronization algorithms,multiplexed are,the module accumulator,division and output judgement,which can evidently save the hardware resource cost.The analysis of circuit sequence and wave form simulation of the design scheme shows that the proposed method efficiently reduce system resources and power consumption. 展开更多
关键词 orthogonal frequency division multiplex timing synchronization field programmable gate array
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适用于OFDM光纤通信系统的时频双域概率整形方法的研究
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作者 辛雅洁 杜建新 颜伟宸 《光通信技术》 北大核心 2026年第1期104-110,共7页
为了提高16进制正交幅度调制(16QAM)网格编码调制(TCM)正交频分复用(OFDM)光纤通信系统的性能,并抑制其非线性损伤,提出一种基于级联哈夫曼分配器与比特级平行序列的时频双域概率整形(TF-PS)方法。该方法通过分层查找表(Hi-LUT)与级联... 为了提高16进制正交幅度调制(16QAM)网格编码调制(TCM)正交频分复用(OFDM)光纤通信系统的性能,并抑制其非线性损伤,提出一种基于级联哈夫曼分配器与比特级平行序列的时频双域概率整形(TF-PS)方法。该方法通过分层查找表(Hi-LUT)与级联标签加权求和匹配器(CLWSDM)实现低码率损失的概率整形,并引入基于标志取反的再整形策略以逼近最优分布;同时结合多维高阶星座点分配,将高概率比特映射至低功率星座点,以降低峰均功率比。基于Matlab与Optisystem的仿真结果表明,相较于无整形的系统,所提TF-PS方法使误符号率降低约4.5 dB,并获得0.752 b·s^(-1)·Hz^(-1)的非线性概率整形增益。 展开更多
关键词 正交频分复用 时频双域概率整形 级联哈夫曼分配器
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Security in Multicast Over α-μ Fading Channels with Orthogonal Frequency Division Multiplexing
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作者 Mohammad Mahmud Hasan Md. Zahurul Islam Sarkar 《Journal of Computer and Communications》 2022年第11期72-90,共19页
The orthogonal space-frequency block coding (OSFBC) with orthogonal frequency division multiplexing (OFDM) system reduces complexity in the receiver which improves the system performance significantly. Motivated by th... The orthogonal space-frequency block coding (OSFBC) with orthogonal frequency division multiplexing (OFDM) system reduces complexity in the receiver which improves the system performance significantly. Motivated by these advantages of OSFBC-OFDM system, this paper considers a secure wireless multicasting scenario through multiple-input multiple-output (MIMO) OFDM system employing OSFBC over frequency selective α-μ fading channels. The authors are interested to protect the desired signals from eavesdropping considering the impact of the number of multicast users and eavesdroppers, and the fading parameters α and μ. A mathematical model has been developed based on the closed-form analytical expressions of the probability of non-zero secrecy multicast capacity (PNSMC) and the secure outage probability for multi-casting (SOPM) to ensure the security in the presence of multiple eaves-droppers. The results show that the security in MIMO OSFBC OFDM system over α-μ fading is more sensitive to the magnitude of α and μ and this effect increases in the high signal-to-noise ratio (SNR) region of the main channel. 展开更多
关键词 Orthogonal Space-frequency Block Coding Orthogonal frequency division multiplexing Probability of Non-Zero Secrecy Multicast Capacity Secure Outage Probability for Multicasting
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Joint nonlinearity and chromatic dispersion pre-compensation for coherent optical orthogonal frequency-division multiplexing systems
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作者 乔耀军 刘学君 纪越峰 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第11期296-300,共5页
This paper introduces a joint nonlinearity and chromatic dispersion pre-compensation method for coherent optical orthogonal frequency-division multiplexing systems. The research results show that this method can reduc... This paper introduces a joint nonlinearity and chromatic dispersion pre-compensation method for coherent optical orthogonal frequency-division multiplexing systems. The research results show that this method can reduce the walk- off effect and can therefore equalize the nonlinear impairments effectively. Compared with the only other existing nonlinearity pre-compensation method, the joint nonlinearity and chromatic dispersion pre-compensation method is not only suitable for low-dispersion optical orthogonal frequency-division multiplexing system, but also effective for high- dispersion optical orthogonal frequency-division multiplexing transmission system with higher input power but without optical dispersion compensation. The suggested solution does not increase computation complexity compared with only nonlinearity pre-compensation method. For 40 Gbit/s coherent optical orthogonal frequency-division multiplexing 20 × 80 km standard single-mode fibre system, the suggested method can improve the nonlinear threshold (for Q 〉 10 dB) about 2.7, 1.2 and 1.0 dB, and the maximum Q factor about 1.2, 0.4 and 0.3 dB, for 2, 8 and 16 ps/(nm.km) dispersion coefficients. 展开更多
关键词 fibre optics NONLINEARITY chromatic dispersion coherent optical orthogonal frequency-division multiplexing
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Mitigating Sidelobe-Driven Attacks in OFDM-Based Cognitive Radio Networks
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作者 Bakhtawar Gul Atif Elahi +3 位作者 Tahir Saleem Noor Gul Fahad Algarni Insaf Ullah 《Computers, Materials & Continua》 2026年第5期1986-2004,共19页
Orthogonal Frequency Division Multiplexing(OFDM)enables efficient Dynamic Spectrum Access(DSA)but suffers from high sidelobe that causes excessive out-of-band(OOB)emissions and expose the system to spectrum-layer cybe... Orthogonal Frequency Division Multiplexing(OFDM)enables efficient Dynamic Spectrum Access(DSA)but suffers from high sidelobe that causes excessive out-of-band(OOB)emissions and expose the system to spectrum-layer cyberattacks such as man-in-the-middle(MITM),eavesdropping,and primary user emulation(PUE)attacks.To address both spectral leakage and its security implications,this paper introduces a secure and intelligent hybrid optimization strategy that combinesan Eigenspace-based Generalized Sidelobe Canceller(ES-GSC)with a Genetic Algorithm(GA),to derive optimally weighted cancellation carriers.The proposed method jointly suppresses sidelobes and reinforces resistance to leakage-based attacks.MATLAB Simulation demonstrate considerable reductions in OOB emissions and higher resilience against spectrum-layer threats compared with existing techniques. 展开更多
关键词 CYBERSECURITY cognitive radios network generalized sidelobe canceler orthogonal frequency division multiplexing primary user emulation attack sidelobe suppression
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基于光单边带的ML-SIPM IMDD OFDM系统研究
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作者 杨文鑫 陈琳 +2 位作者 邱林阳 余兆博 靳唯 《计算机应用与软件》 北大核心 2026年第3期77-81,111,共6页
针对双边带(Double-Sideband,DSB)系统色散鲁棒性较低问题,提出基于光单边带(Single-Sideband,SSB)的多级子载波索引功率调制(Multi-level Subcarrier Index-Power Modulation,ML-SIPM)光正交频分复用(Orthogonal Frequency Division Mu... 针对双边带(Double-Sideband,DSB)系统色散鲁棒性较低问题,提出基于光单边带(Single-Sideband,SSB)的多级子载波索引功率调制(Multi-level Subcarrier Index-Power Modulation,ML-SIPM)光正交频分复用(Orthogonal Frequency Division Multiplexing,OFDM)技术。它利用多级子载波功率传递额外的子载波信息位,采用滤波法实现光SSB调制,抑制色散引起的频率选择性衰落,且无需复杂的收发机算法来抑制信号间拍频干扰。仿真结果表明,54 Gbit/s ML-SIPM-OFDM信号在光SSB系统中有效传输距离可达80 km;且较于DSB系统,ML-SIPM-OFDM信号在背靠背信道传输时可将接收灵敏度提升约4 dB。与传统DSB系统相比,基于光单边带的ML-SIPM OFDM系统对光纤色散的鲁棒性更强,为未来远距离、大容量的高速光接入网提供一种技术方案。 展开更多
关键词 多级子载波索引功率调制 强度调制直接检测 正交频分复用 单边带调制
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Design of Simulation for Time-Division Multiplexing Digital Optimal Frequency Band Transmission System
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作者 Luyong Ren Qian Xi 《Open Journal of Applied Sciences》 2021年第10期1083-1091,共9页
This paper designs a simulation experiment model of the overall structure of time-division multiplexing digital optimal frequency band transmission system based on MATLAB simulation platform. The parameters of each mo... This paper designs a simulation experiment model of the overall structure of time-division multiplexing digital optimal frequency band transmission system based on MATLAB simulation platform. The parameters of each module in the simulation model are set. The working process and performance of the time-division multiplexing digital optimal band transmission system are simulated. The simulation results show that the digital optimal band transmission system achieves the best transmission receiving conditions and performance, and the designed time-division multiplexing optimal digital band transmission simulation system achieves its functions. The research in this paper will help to improve the level of digital communication technology and to understand the structure of time-division multiplexing digital optimal band transmission system. 展开更多
关键词 Time division multiplexing Optimal Reception frequency Band Transmission System MATLAB Simulink Simulation
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面向LEO卫星通信的AFDM低复杂度接收机设计
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作者 刘雨莎 郭一锟 +2 位作者 皮维超 王春秋 杨鲲 《移动通信》 2026年第3期91-101,共11页
面向LEO(低轨)卫星通信中高速运动引起的大多普勒扩展与时频双选衰落,传统OFDM(正交频分复用)易因载波间干扰产生误码率平层,亟需兼顾频谱效率和低复杂度的物理层传输与接收方案。基于AFDM(仿射频分复用)波形,针对SP(叠加导频)体制下的... 面向LEO(低轨)卫星通信中高速运动引起的大多普勒扩展与时频双选衰落,传统OFDM(正交频分复用)易因载波间干扰产生误码率平层,亟需兼顾频谱效率和低复杂度的物理层传输与接收方案。基于AFDM(仿射频分复用)波形,针对SP(叠加导频)体制下的导频与数据功率域混叠导致的强同频干扰和分数多普勒能量泄漏问题,推导了LEO高动态莱斯信道条件下AFDM在DAFT(离散仿射傅里叶变换)域的稀疏线性观测模型,将信道估计转化为压缩感知稀疏恢复问题,并提出一种低复杂度联合迭代接收机:首先利用OMP(正交匹配追踪)在低SINR(信干噪比)下捕获时延-多普勒信息;然后利用MP(消息传递)检测输出的硬判决数据构造广义导频,在固定支撑集下进行数据辅助的信道估计,并与MP检测交替迭代形成闭环反馈;同时,引入双重阻尼与残差早停机制,以提升稳定性并降低时延。仿真结果表明,在3GPP TR 38.811标准定义的NTN-TDL-C信道环境下,所提方案在近似线性复杂度下仅需4~5次外层迭代即可收敛,可显著消除误码平层效应。 展开更多
关键词 仿射频分复用 低轨卫星通信 叠加导频 稀疏信道估计 消息传递
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多模式选择的OFDM索引调制传输方案 被引量:1
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作者 郭漪 朱煜晨 +2 位作者 王翊卿 刘刚 付少忠 《通信学报》 北大核心 2025年第1期23-34,共12页
针对基于索引调制的正交频分复用(OFDM-IM)技术在索引信息受限于载波激活模式数量和单一信号星座模式的问题,提出一种多模式选择的OFDM索引调制传输方案。该方案通过设计可区分的信号星座,使得模式组内和模式组间相邻星座点之间的欧氏... 针对基于索引调制的正交频分复用(OFDM-IM)技术在索引信息受限于载波激活模式数量和单一信号星座模式的问题,提出一种多模式选择的OFDM索引调制传输方案。该方案通过设计可区分的信号星座,使得模式组内和模式组间相邻星座点之间的欧氏距离相等,从而提升误码率。此外,通过在多模式选择索引调制的索引信息中引入全子载波激活模式,显著提升系统的频谱效率。同时,由于所提方案的子载波激活模式与二进制数字相匹配,系统能够采用低复杂度的对数似然比检测算法,并保持良好的误码率性能。理论分析与仿真结果表明,在加性白高斯噪声信道和瑞利衰落信道下,相较于OFDM-IM、OFDM-SSIM和MMS-OFDM-IM传输方案,所提方案有效提升了频谱效率且保持了良好的误码率。 展开更多
关键词 多模式选择 索引调制 正交频分复用 频谱效率 误码率
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基于多包络方法的3D双模OFDM-IM调制及其性能分析
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作者 郭漪 华朱昊 +1 位作者 刘刚 付少忠 《通信学报》 北大核心 2025年第5期159-166,共8页
针对当前高维OFDM索引调制系统误码率较高、抗干扰能力有限的问题,提出了一种基于多包络三维星座调制的双模正交频分复用索引调制(3D-DM-OFDM-IM)方案。该方案采用多个球体包络内接正多面体的方法来设计3D星座图,相比现有3D星座映射方案... 针对当前高维OFDM索引调制系统误码率较高、抗干扰能力有限的问题,提出了一种基于多包络三维星座调制的双模正交频分复用索引调制(3D-DM-OFDM-IM)方案。该方案采用多个球体包络内接正多面体的方法来设计3D星座图,相比现有3D星座映射方案,增大了星座点间的最小欧氏距离。仿真结果表明,在保证频谱效率相同的条件下,无论是低阶调制还是高阶调制,所提方案相比现有3D双模OFDM-IM调制方案,都具有更好的误码率性能和更低的峰均比。 展开更多
关键词 三维星座 索引调制 正交频分复用 频谱效率 误码率
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一种低压电力线信道OFDM幅频特性采集系统实现方法 被引量:1
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作者 胡正伟 王文彬 +1 位作者 武凡浩 师嘉梓 《电力信息与通信技术》 2025年第8期1-8,共8页
信道特征是影响电力线通信质量的关键因素,电力线信道特征的准确获取,需要现场采集实际的通信信号。为了实现电力线通信信号的现场采集与存储,文章提出了一种低压电力线信道正交频分复用(orthogonal frequency division multiplexing,OF... 信道特征是影响电力线通信质量的关键因素,电力线信道特征的准确获取,需要现场采集实际的通信信号。为了实现电力线通信信号的现场采集与存储,文章提出了一种低压电力线信道正交频分复用(orthogonal frequency division multiplexing,OFDM)幅频特性采集系统实现方法。基于现场可编程门阵列(field-programmable gate array,FPGA)实现OFDM信号的产生,可以灵活设置时钟频率兼容不同的通信带宽;可以灵活选择可用子载波数量以及子载波的开启和关闭。发送定值OFDM信号,无需实现调制解调功能,降低了设计难度。采用模拟带通滤波器代替宽带数字滤波器,降低了FPGA逻辑资源的使用,节省了设计成本。耦合器在实现隔离50 Hz工频信号基本功能基础上,增加了保护电路。搭建了220 V低压电力线测试平台,验证了该方法的可行性。 展开更多
关键词 电力线通信 正交频分复用 幅频特性 信号采集
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深度学习驱动的OFDM索引调制信号检测
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作者 王婵飞 杨婧 +1 位作者 许亚美 何继爱 《计算机科学》 北大核心 2025年第S1期792-797,共6页
在探讨正交频分复用(Orthogonal Frequency Division Multiplexing,OFDM)系统的优化中,一个显著挑战在于其信号检测性能的相对不足。同时,针对基于深度神经网络的索引调制(Deep Neural Network Based Index Modulation,DNN-IM)检测算法... 在探讨正交频分复用(Orthogonal Frequency Division Multiplexing,OFDM)系统的优化中,一个显著挑战在于其信号检测性能的相对不足。同时,针对基于深度神经网络的索引调制(Deep Neural Network Based Index Modulation,DNN-IM)检测算法,普遍存在着误码率及损失值偏高的问题。为了弥补上述难题,文中提出一种基于多层感知机(Multilayer Perceptron,MLP)的索引调制检测算法,即MLP-IM算法。该算法采用融合两个连接层与一个输出层的架构设计,通过挑选的激活函数实现对OFDM索引调制系统中数据比特的精准还原。首先将OFDM索引调制系统的基础理论巧妙应用于数据的预处理阶段,随后利用仿真数据集对MLP神经网络模型进行全面而深入的离线训练,确保模型的稳健性与准确性。在检测阶段,通过MLP-IM检测算法实现了对OFDM索引调制系统的高效检测。仿真结果表明,所提出的MLP-IM算法在误码率控制和损失值两个方面的性能表现与最大似然检测算法相媲美,甚至在某些场景下超越了现有DNN-IM算法的性能,其性能改善幅度在0.2~6 dB的区间内。 展开更多
关键词 正交频分复用(Ofdm) 索引调制 信号检测 深度学习 低损失值
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