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Neural Network and GBSM Based Time-Varying and Stochastic Channel Modeling for 5G Millimeter Wave Communications 被引量:7
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作者 Xiongwen Zhao Fei Du +4 位作者 Suiyan Geng Ningyao Sun Yu Zhang Zihao Fu Guangjian Wang 《China Communications》 SCIE CSCD 2019年第6期80-90,共11页
In this work,a frame work for time-varying channel modeling and simulation is proposed by using neural network(NN)to overcome the shortcomings in geometry based stochastic model(GBSM)and simulation approach.Two NN mod... In this work,a frame work for time-varying channel modeling and simulation is proposed by using neural network(NN)to overcome the shortcomings in geometry based stochastic model(GBSM)and simulation approach.Two NN models are developed for modeling of path loss together with shadow fading(SF)and joint small scale channel parameters.The NN models can predict path loss plus SF and small scale channel parameters accurately compared with measurement at 26 GHz performed in an outdoor microcell.The time-varying path loss and small scale channel parameters generated by the NN models are proposed to replace the empirical path loss and channel parameter random numbers in GBSM-based framework to playback the measured channel and match with its environment.Moreover,the sparse feature of clusters,delay and angular spread,channel capacity are investigated by a virtual array measurement at 28 GHz in a large waiting hall. 展开更多
关键词 time-varying channel NEURAL network CLUSTER channel modeling VIRTUAL array measurement 5G
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Antenna calibration using channel prediction for time-varying channels 被引量:1
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作者 Yamin SONG Xia LEI +1 位作者 Zhaofu KONG Binhong DONG 《Journal of Modern Transportation》 2012年第4期213-219,共7页
Traditional antenna calibration methods for time division duplex (TDD) systems asSume that the flee-space channel remains the same during calibration, which is unreasonable under the high-speed rail and other time-v... Traditional antenna calibration methods for time division duplex (TDD) systems asSume that the flee-space channel remains the same during calibration, which is unreasonable under the high-speed rail and other time-varying channel scenarios, and will cause calibration error due to time variability. This paper proposes an antenna calibration method for time-varying channels. In the proposed method, the transceiver first sequentially sends a pilot signal to ob- tain equivalent do^vnlink and uplink channel responses. Then, by predicting the downlink (uplink) channel response fed back from the receiver using the channel prediction algorithm, the transmitter obtains the channel response correspond- ing to the channel response on uplink (downlink). Finally, the transmitter calculates the transmission calibration factor through the prediction value. Compared with the traditional antenna calibration method, this method can improve the accuracy of the calibration factor. Simulation results show that the performance degradation of antenna calibration can be caused by time-varying channels and the proposed method can well compensate for the performance loss and sig- nificantly improve the antenna calibration performance for time-varying channels. 展开更多
关键词 TDD channel reciprocity time-varying channel channel prediction antenna calibration
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Pilot Placement for Time-Varying MIMO OFDM Channels with Virtual Subcarriers 被引量:1
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作者 Alieh Moradi Hamidreza Bakhshi Vahid Najafpoor 《Communications and Network》 2011年第1期31-38,共8页
The rapid time-variation of a fading multipath environment can impair the performance of multiple-input multiple-output orthogonal frequency division multiplexing (MIMO OFDM). This paper proposes a pilot placement met... The rapid time-variation of a fading multipath environment can impair the performance of multiple-input multiple-output orthogonal frequency division multiplexing (MIMO OFDM). This paper proposes a pilot placement method for MIMO OFDM systems under time-varying channels with the guard band. The time-varying channel is described by complex exponential basis expansion model (BEM). We discuss the least square (LS) channel estimation to obtain the minimum mean square error (MSE) and derive the pilot allocation that can satisfy the minimum MSE with regard to guard band in time-varying channels. It is shown that optimal pilot clusters can distribute non-uniformly in frequency domain and minimize the MSE. We generalize our scheme over G OFDM symbols and compare it with comb pilots. It is demonstrated that the proposed approach is more effective than previous work. Simulation results validate our theoretical analysis. 展开更多
关键词 GUARD Band MIMO OFDM PILOT time-varying channel Virtual Subcarriers
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Fragmental Weight-Conservation Combining Scheme for Statistical Signal Transmissions under Fast Time-Varying Channels
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作者 Xingwei Wang Ting Zhou +3 位作者 Tianheng Xu Songlin Feng Honglin Hu Yanliang Jin 《China Communications》 SCIE CSCD 2020年第1期118-128,共11页
Statistical Signal Transmission(SST)is a technique based on orthogonal frequency-division multiplexing(OFDM)and adopts cyclostationary features,which can transmit extra information without additional bandwidth.However... Statistical Signal Transmission(SST)is a technique based on orthogonal frequency-division multiplexing(OFDM)and adopts cyclostationary features,which can transmit extra information without additional bandwidth.However,the more complicated environment in 5G communication systems,especially the fast time-varying scenarios,will dramatically degrade the performance of the SST.In this paper,we propose a fragmental weight-conservation combining(FWCC)scheme for SST,to overcome its performance degradation under fast time-varying channels.The proposed FWCC scheme consists of three phases:1、incise the received OFDM stream into pieces;2、endue different weights for fine and contaminated pieces,respectively;3、combine cyclic autocorrelation function energies of all the pieces;and 4、compute the final feature and demodulate data of SST.Through these procedures above,the detection accuracy of SST will be theoretically refined under fast time-varying channels.Such an inference is confirmed through numerical results in this paper.It is demonstrated that the BER performance of proposed scheme outperforms that of the original scheme both in ideal channel estimation conditions and in imperfect channel estimation conditions.In addition,we also find the experiential optimal weight distribution strategy for the proposed FWCC scheme,which facilitates practical applications. 展开更多
关键词 Cyclostationary features statistical signal transmission(SST) weight conservation time-varying channels
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Sparse Recovery of Linear Time-Varying Channel in OFDM System
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作者 Jiansheng Hu Zuxun Song Shuxia Guo 《Journal of Beijing Institute of Technology》 EI CAS 2017年第2期245-251,共7页
In order to improve the performance of linear time-varying(LTV)channel estimation,based on the sparsity of channel taps in time domain,a sparse recovery method of LTV channel in orthogonal frequency division multipl... In order to improve the performance of linear time-varying(LTV)channel estimation,based on the sparsity of channel taps in time domain,a sparse recovery method of LTV channel in orthogonal frequency division multiplexing(OFDM)system is proposed.Firstly,based on the compressive sensing theory,the average of the channel taps over one symbol duration in the LTV channel model is estimated.Secondly,in order to deal with the inter-carrier interference(ICI),the group-pilot design criterion is used based on the minimization of mutual coherence of the measurement.Finally,an efficient pilot pattern optimization algorithm is proposed by a dual layer loops iteration.The simulation results show that the new method uses less pilots,has a smaller bit error ratio(BER),and greater ability to deal with Doppler frequency shift than the traditional method does. 展开更多
关键词 orthogonal frequency division multiplexing OFDM linear time-varying (LTV) channel sparse recovery pilots design
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Methods to Improve the Long Distance Time-Varying Channel Transmission Performance of Expendable Profiler
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作者 ZHENG Yu ZHANG Xiao-yang +2 位作者 WANG Xiao-rui GUO Xing-xin LI Hong-zhi 《China Ocean Engineering》 SCIE EI CSCD 2019年第6期753-761,共9页
To improve the transmission performance of XCTD channel, this paper proposes a method to measure directly and fit the channel transmission characteristics by using frequency sweeping method. Sinusoidal signals with a ... To improve the transmission performance of XCTD channel, this paper proposes a method to measure directly and fit the channel transmission characteristics by using frequency sweeping method. Sinusoidal signals with a frequency range of 100 Hz to 10 k Hz and an interval of 100 Hz are used to measure transmission characteristics of channels with lengths of 300 m, 800 m, 1300 m, and 1800 m. The correctness of the fitted channel characteristics by transmitting square wave, composite waves of different frequencies, and ASK modulation are verified. The results show that when the frequency of the signal is below 1500 Hz, the channel has very little effect on the signal. The signal compensated for amplitude and phase at the receiver is not as good as the uncompensated signal.Alternatively, when the signal frequency is above 1500 Hz, the channel distorts the signal. The quality of signal compensated for amplitude and phase at receiver is better than that of the uncompensated signal. Thus, we can select the appropriate frequency for XCTD system and the appropriate way to process the received signals. Signals below1500 Hz can be directly used at the receiving end. Signals above 1500 Hz are used after amplitude and phase compensation at the receiving end. 展开更多
关键词 expandable conductivity temperature depth(XCTD)profiler time-varying channel modeling frequency sweeping method amplitude and phase compensation transmission performance
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A Receiver Structure for Frequency-Flat Time-Varying Rayleigh Channels and Performance Analysis
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作者 Xiaofei Shao Harry Leib 《International Journal of Communications, Network and System Sciences》 2016年第10期387-412,共26页
This paper proposes a wavelet based receiver structure for frequency-flat time-varying Rayleigh channels, consisting of a receiver front-end followed by a Maximum A-Posteriori (MAP) detector. Discretization of the rec... This paper proposes a wavelet based receiver structure for frequency-flat time-varying Rayleigh channels, consisting of a receiver front-end followed by a Maximum A-Posteriori (MAP) detector. Discretization of the received continuous time signal using filter banks is an essential stage in the front-end part, where the Fast Haar Transform (FHT) is used to reduce complexity. Analysis of our receiver over slow-fading channels shows that it is optimal for certain modulation schemes. By comparison with literature, it is shown that over such channels our receiver can achieve optimal performance for Time-Orthogonal modulation. Computed and Monte-Carlo simulated performance results over fast time-varying Rayleigh fading channels show that with Minimum Shift Keying (MSK), our receiver using four basis functions (filters) lowers the error floor by more than one order of magnitude with respect to other techniques of comparable complexity. Orthogonal Frequency Shift Keying (FSK) can achieve the same performance as Time-Orthogonal modulation for the slow-fading case, but suffers some degradation over fast-fading channels where it exhibits an error floor. Compared to MSK, however, Orthogonal FSK provides better performance. 展开更多
关键词 Receiver Structure time-varying Rayleigh channels Filter Banks Fast Haar Transform
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Stochastic Modeling and Power Control of Time-Varying Wireless Communication Networks
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作者 Mohammed M. Olama Seddik M. Djouadi Charalambos D. Charalambous 《Communications and Network》 2014年第3期155-164,共10页
Wireless networks are characterized by nodes mobility, which makes the propagation environment time-varying and subject to fading. As a consequence, the statistical characteristics of the received signal vary continuo... Wireless networks are characterized by nodes mobility, which makes the propagation environment time-varying and subject to fading. As a consequence, the statistical characteristics of the received signal vary continuously, giving rise to a Doppler power spectral density (DPSD) that varies from one observation instant to the next. This paper is concerned with dynamical modeling of time-varying wireless fading channels, their estimation and parameter identification, and optimal power control from received signal measurement data. The wireless channel is characterized using a stochastic state-space form and derived by approximating the time-varying DPSD of the channel. The expected maximization and Kalman filter are employed to recursively identify and estimate the channel parameters and states, respectively, from online received signal strength measured data. Moreover, we investigate a centralized optimal power control algorithm based on predictable strategies and employing the estimated channel parameters and states. The proposed models together with the estimation and power control algorithms are tested using experimental measurement data and the results are presented. 展开更多
关键词 WIRELESS Networks time-varying WIRELESS Fading channel Impulse Response Doppler POWER Spectral Density STOCHASTIC STATE-SPACE Model STOCHASTIC Modeling Optimal POWER Control EXPECTATION Maximization Kalman Filter
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Hybrid pilots assisted channel estimation algorithm for MIMO-OFDM systems 被引量:4
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作者 Yang Zhang diandong Li Lihua Pang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第5期721-728,共8页
A hybrid pilots assisted channel estimation algorithm for multiple input multiple output(MIMO) orthogonal frequency division multiplexing(OFDM) systems under low signal-to-noise ratio(SNR) and arbitrary Doppler ... A hybrid pilots assisted channel estimation algorithm for multiple input multiple output(MIMO) orthogonal frequency division multiplexing(OFDM) systems under low signal-to-noise ratio(SNR) and arbitrary Doppler spread scenarios is proposed.Motivated by the dissatisfactory performance of the optimal pilots(OPs) designed under static channels over multiple OFDM symbols imposed by fast fading channels,the proposed scheme first assumes that the virtual pilot tones superimposed at data locations over specific subcarriers are transmitted from all antennas,then the virtual received pilot signals at the corresponding locations can be obtained by making full use of the time and frequency domain correlations of the frequency responses of the time varying dispersive fading channels and the received signals at pilot subcarriers,finally the channel parameters are derived from the combination of the real and virtual received pilot signals over one OFDM symbol based on least square(LS) criterion.Simulation results illustrate that the proposed method is insensitive to Doppler spread and can effectively ameliorate the mean square error(MSE) floor inherent to the previous method,meanwhile its performance outmatches that of OPs at low SNR region under static channels. 展开更多
关键词 channel estimation multiple input multiple output(MIMO) orthogonal frequency division multiplexing(OFDM) optimal pilot time varying dispersive fading channel.
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Novel time-frequency differential space-time modulation for multi-antenna OFDM systems
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作者 Tian Jifeng Jiang Haining Song Wentao Luo Hanwen Xu Youyun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第1期54-58,共5页
Differential space-time (DST) modulation has been proposed recently for multiple-antenna systems over Rayleigh fading channels, where neither the transmitter nor the receiver knows the fading coefficients. Among exi... Differential space-time (DST) modulation has been proposed recently for multiple-antenna systems over Rayleigh fading channels, where neither the transmitter nor the receiver knows the fading coefficients. Among existing schemes, differential modulation is always performed in the time domain and suffers performance degradations in frequency-selective fading channels. In order to combat the fast time and frequency-selective fading, a novel time-frequency differential space-time (TF-DST) modulation scheme, which adopts differential modulation in both time and frequency domains, is proposed for multi-antenna orthogonal frequency division multiplexing (OFDM) system. A corresponding suboptimal yet low-complexity non-coherent detection approach is also proposed. Simulation results demonstrate that the proposed system is robust for time and frequency-selective Rayleigh fading channels. 展开更多
关键词 differential space-time modulation MIMO OFDM time-varying channel.
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Performance evaluation of MIMO-OFDM system based on time-switched transmit diversity
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作者 金基宇 金桂月 +1 位作者 欧阳兴 王智森 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2012年第3期34-37,共4页
In this paper, a time-switched space-time (TSST) coded orthogonal frequency division nmltiplexing (OFDM) scheme against the time-varying channels is proposed. In the TSST-OFDM scheme, it is equipped with four tran... In this paper, a time-switched space-time (TSST) coded orthogonal frequency division nmltiplexing (OFDM) scheme against the time-varying channels is proposed. In the TSST-OFDM scheme, it is equipped with four transmit antennas, but only double of them are used for coding in every time slot. It is shown that the signal to inter-antenna interference ratio is a function of Doppler frequency in time-varying channels for a given space-time code. The analyses and simulations results validate that the proposed scheme not only gets time- switched diversity and lower decoding complexity, but also suffers less time-varying impairments. Hence, it ex- hibits better performance than quasi-orthogonal space-time coded scheme. 展开更多
关键词 MIMO OFDM time-switched transmit diversity space time coding time-vary!ng channel
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基于粒子滤波的MIMO-OFDM时变信道半盲估计 被引量:12
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作者 景源 殷福亮 曾硕 《通信学报》 EI CSCD 北大核心 2007年第8期67-75,共9页
提出一种基于粒子滤波的MIMO-OFDM时变信道半盲估计方法。首先,对粒子滤波算法进行改进,通过对采样粒子分布进行局部优化调整,提出一种局部优化粒子滤波算法。然后,将该粒子滤波算法用于MIMO-OFDM时变信道估计。由于该信道估计过程在频... 提出一种基于粒子滤波的MIMO-OFDM时变信道半盲估计方法。首先,对粒子滤波算法进行改进,通过对采样粒子分布进行局部优化调整,提出一种局部优化粒子滤波算法。然后,将该粒子滤波算法用于MIMO-OFDM时变信道估计。由于该信道估计过程在频域进行,因而无需已知(或估计)多径信道长度。与现有时变信道半盲估计方法相比,本方法具有估计误差低、对非高斯噪声顽健性强等特点,从而有效改善了接收端的符号检测性。计算机仿真结果证明了本方法的有效性。 展开更多
关键词 MIMO-OFDM 时变信道估计 粒子滤波 序贯蒙特卡洛
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我国货币政策信贷传导渠道的动态分析:1993-2007 被引量:11
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作者 江群 曾令华 黄泽先 《湘潭大学学报(哲学社会科学版)》 CSSCI 北大核心 2008年第4期40-44,97,共6页
1993年—2007年期间我国货币政策信贷传导渠道具有不断弱化的趋势。这是适应我国经济金融体制改革的必然结果。国有银行改制与信贷管理体制改革对商业银行信贷行为产生显著影响,贷款利率市场化的积极意义主要在于提高信贷资金配置效率,... 1993年—2007年期间我国货币政策信贷传导渠道具有不断弱化的趋势。这是适应我国经济金融体制改革的必然结果。国有银行改制与信贷管理体制改革对商业银行信贷行为产生显著影响,贷款利率市场化的积极意义主要在于提高信贷资金配置效率,银行业竞争程度和金融创新水平提高也是导致信贷渠道弱化的重要动因。 展开更多
关键词 货币政策 信贷渠道 动态变迁 状态空间模型
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LTE上行多用户SC-FDMA系统中时变信道估计方法 被引量:9
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作者 杨丽花 杨龙祥 朱洪波 《通信学报》 EI CSCD 北大核心 2014年第9期91-98,共8页
针对高速移动时分双工长期演进(TDD-LTE,time division duplex-long term evolution)上行单载波-频分多址(SC-FDMA,single carrier-frequency division multiple access)系统,提出了一种新型的变换域时变信道估计方法。在所定义的变换域... 针对高速移动时分双工长期演进(TDD-LTE,time division duplex-long term evolution)上行单载波-频分多址(SC-FDMA,single carrier-frequency division multiple access)系统,提出了一种新型的变换域时变信道估计方法。在所定义的变换域中,基于两块导频符号的信道参数估计,提出利用基于判决导向的非线性内插方法来估计数据符号的信道参数。为了便于SC-FDMA系统均衡,推导给出了变换域信道与频域信道的转换表达式,利用该式可以直接将变换域信道参数估计转化为频域信道响应。计算机仿真结果表明,新方法的性能远远优于传统方法的估计性能,且具有低的计算复杂度。 展开更多
关键词 TDD-LTE SC-FDMA 时变信道估计 变换域 非线性内插 判决导向
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时变多音干扰下TD-SCDMA系统性能分析 被引量:3
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作者 郝张红 赵宏志 +1 位作者 邵士海 唐友喜 《电子科技大学学报》 EI CAS CSCD 北大核心 2014年第2期184-187,共4页
目前对多音干扰的分析主要是针对跳频通信系统开展的,并且通常假设干扰是不变的。该文对TD-SCDMA系统在时变多音干扰下的误码率性能进行了分析。考虑实际系统中干扰源的移动性,将干扰信道建模为时变瑞利衰落信道。分析了多普勒频移对系... 目前对多音干扰的分析主要是针对跳频通信系统开展的,并且通常假设干扰是不变的。该文对TD-SCDMA系统在时变多音干扰下的误码率性能进行了分析。考虑实际系统中干扰源的移动性,将干扰信道建模为时变瑞利衰落信道。分析了多普勒频移对系统性能的影响,推导了误码率公式,并通过计算机仿真验证了理论推导的正确性。理论分析和仿真结果表明,多普勒频移越大,系统干扰效果越差,该结果对干扰和抗干扰技术提供了理论基础。 展开更多
关键词 多普勒频移 多音干扰 TD-SCDMA 时变瑞利衰落信道
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时变信道中自适应VR-HARQ研究 被引量:2
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作者 黄忠虎 沈连丰 +1 位作者 李文峰 徐智勇 《电子学报》 EI CAS CSCD 北大核心 2006年第4期690-694,共5页
为了更好地解决时变信道中可靠性与吞吐率这一对矛盾,本文提出一种基于线性预测的自适应冗余可变混合ARQ(VR-HARQ)方案.在该方案中,由于时变信道的慢衰落特性,时变信道被等效为有限状态的M arkov过程,每个M arkov状态对应信道的不同信噪... 为了更好地解决时变信道中可靠性与吞吐率这一对矛盾,本文提出一种基于线性预测的自适应冗余可变混合ARQ(VR-HARQ)方案.在该方案中,由于时变信道的慢衰落特性,时变信道被等效为有限状态的M arkov过程,每个M arkov状态对应信道的不同信噪比,同时,文章详细地描述了信道吞吐率与误码率之间的数学关系,推导了每个M arkov状态的最佳编码方案,然后系统采用自适应线性预测算法,根据当前个时段的信道状态,估计下一个时段信道的信噪比以及其所对应的M arkov状态,最后根据吞吐率最大原则选择合适的纠错编码方案.仿真结果表明:自适应线性预测VR-HARQ方案的性能明显优于传统VR-HARQ方案. 展开更多
关键词 时变信道 VR-HARQ 自适应线性预测 吞吐率 差错控制
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一种用于频偏MC-CDMA系统的时偏估计新方法 被引量:3
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作者 栾英姿 李建东 杨家玮 《西安电子科技大学学报》 EI CAS CSCD 北大核心 2003年第1期11-15,25,共6页
提出了一种估计MC CDMA系统FFT起始时间偏差的新方法,采用连续训练序列来获得最初时间同步.分析了频率偏差对时间偏差估计器的影响.把这种新方法与常用的Schmidl和Cox方法(简称SC方法)做了仿真比较,比较参数为估计器均值和方差,考虑了A... 提出了一种估计MC CDMA系统FFT起始时间偏差的新方法,采用连续训练序列来获得最初时间同步.分析了频率偏差对时间偏差估计器的影响.把这种新方法与常用的Schmidl和Cox方法(简称SC方法)做了仿真比较,比较参数为估计器均值和方差,考虑了AWGN信道和随时间慢变化的频率选择性信道.结果显示新方法的估计均值偏差和方差均小于SC方法. 展开更多
关键词 MC-CDMA CDMA 时偏估计 积分范围 频偏估计 均值偏差 方差 码分多址
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高速铁路移动通信下基于IMT-A的时变信道建模 被引量:3
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作者 廖勇 樊卓宸 +3 位作者 沈轩帆 胡异 姚海梅 张楠 《计算机应用研究》 CSCD 北大核心 2019年第2期553-557,共5页
信道建模及其仿真方法是高速铁路移动通信系统设计的难点,同时已有的面向高速移动下IMT-A时变信道建模的研究仍存在不足。针对上述挑战,提出了一种高铁移动下具有时变参数的基于IMT-A信道的建模方法。首先,针对IMT-A的城市宏小区场景,... 信道建模及其仿真方法是高速铁路移动通信系统设计的难点,同时已有的面向高速移动下IMT-A时变信道建模的研究仍存在不足。针对上述挑战,提出了一种高铁移动下具有时变参数的基于IMT-A信道的建模方法。首先,针对IMT-A的城市宏小区场景,设计了一个马尔可夫过程来模拟时变簇的数量变化,接着推导出随时间变化的信道参数的表达式,其中包括簇的延迟、功率、离开角和到达角,并得到了信道冲激响应;其次,分析了信道的时变空时域互相关函数、时变自相关函数以及平稳间隔;最后,对所提信道模型的统计性质进行了仿真,验证了该模型具有时变性且高速铁路信道具有的非平稳性,并证明了所提信道模型可用来模拟高速铁路信道的可行性。 展开更多
关键词 高速移动 信道建模 时变参数 马尔可夫过程 非平稳性
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MIMO-OFDM系统中的子载波间干扰消除 被引量:3
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作者 张阳 李建东 +1 位作者 李维英 庞立华 《西安电子科技大学学报》 EI CAS CSCD 北大核心 2009年第5期761-766,共6页
推导了一种在快衰落频率选择性信道下适用于多输入多输出正交频分复用(MIMO-OFDM)技术的系统模型.应用这个模型,分析了信道在一个传输符号内的时变特性带来的影响,它破坏子载波间的正交性,从而引起严重的子载波间干扰(ICI).针对这一问题... 推导了一种在快衰落频率选择性信道下适用于多输入多输出正交频分复用(MIMO-OFDM)技术的系统模型.应用这个模型,分析了信道在一个传输符号内的时变特性带来的影响,它破坏子载波间的正交性,从而引起严重的子载波间干扰(ICI).针对这一问题,提出一种频域迭代子载波间干扰消除算法.通过将信道传输矩阵分离为数据部分和ICI部分,首先利用迫零算法获得发送信号的初始估计值,由信道的ICI矩阵生成干扰信号,从接收信号中减去干扰,之后利用数据矩阵和并行干扰抵消算法来消除不同发送天线上相同子载波的多流干扰.仅考虑邻近18个子载波带来的干扰,在其性能与原算法几乎相同的条件下,可以极大地降低计算复杂度.仿真结果表明该算法在不同的多普勒频移条件下能有效消除子载波间干扰,并且在低信噪比下逼近准静态信道下系统的性能. 展开更多
关键词 多输入多输出 正交频分复用 子载波间干扰 时变信道 多普勒
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基于因子图的MIMO-OFDM时变信道估计 被引量:2
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作者 陈恩庆 肖素珍 《郑州大学学报(工学版)》 CAS 北大核心 2016年第1期87-91,共5页
提出了一种基于因子图的多输入多输出正濒分复用(MIMO-OFDM)时变信道估计算法.该算法在占用少量导频的基础上,建立一阶AR信道模型,使用消息传递算法进行MIMO-OFDM信道估计,并将该方法与LS算法、MMSE算法、基于Kalman滤波的信道估计算法... 提出了一种基于因子图的多输入多输出正濒分复用(MIMO-OFDM)时变信道估计算法.该算法在占用少量导频的基础上,建立一阶AR信道模型,使用消息传递算法进行MIMO-OFDM信道估计,并将该方法与LS算法、MMSE算法、基于Kalman滤波的信道估计算法进行比较.通过MATLAB仿真表明,该算法可以很好地估计MIMO-OFDM信道,算法复杂度低于MMSE算法,且在低信噪比情况下,估计性能优于其他的算法. 展开更多
关键词 MIMO-OFDM 时变信道 信道估计 因子图 消息传递算法
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