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BLIND EQUALIZATION OF MIMO SYSTEMS BASED ON ORTHOGONAL CONSTANT MODULUS ALGORITHM 被引量:1
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作者 Shi Kun Zhang Xudong 《Journal of Electronics(China)》 2006年第2期181-183,共3页
This paper investigates adaptive blind source separation and equalization for Multiple Input Multiple Output (MIMO) systems. To effectively recover input signals, remove Inter-Symbol Interference (ISI) and suppress In... This paper investigates adaptive blind source separation and equalization for Multiple Input Multiple Output (MIMO) systems. To effectively recover input signals, remove Inter-Symbol Interference (ISI) and suppress Inter-User Interference (IUI), the array input is first transformed into the signal subspace, then with the derived orthogonality between weight vectors of different input signals, a new orthogonal Constant Modulus Algorithm (CMA) is proposed. Computer simulation results illustrate the promising performance of the proposed method. Without channel identification, the proposed method can recover all the system inputs simultaneously and can be adaptive to channel changes without prior knowledge about signals. 展开更多
关键词 Multiple Input Multiple Output (MIMO) system Blind equalization constant modulus algorithm (CMA) ORTHOGONALITY
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Widely linear UKF constant modulus algorithm for blind adaptive beamforming
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作者 Huaming Qian Ke Liu +2 位作者 Long Li Linchen Qian Junda Ma 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第3期413-423,共11页
Based on a uniform linear array, a new widely linear unscented Kalman filter-based constant modulus algorithm (WL-UKF-CMA) for blind adaptive beamforming is proposed. The new algorithm is designed according to the con... Based on a uniform linear array, a new widely linear unscented Kalman filter-based constant modulus algorithm (WL-UKF-CMA) for blind adaptive beamforming is proposed. The new algorithm is designed according to the constant modulus criterion and takes full advantage of the noncircular property of the signal of interest (SOI), significantly increasing the output signal-to interference-plus-noise ratio (SINR), enhancing the convergence speed and decreasing the steady-state misadjustment. Since it requires no known training data, the proposed algorithm saves a large amount of the available spectrum. Theoretical analysis and simulation results are presented to demonstrate its superiority over the conventional linear least mean square-based CMA (L-LMS-CMA), the conventional linear recursive least square-based CMA (L-RLS-CMA), WL-LMS-CMA, WL-RLS-CMA and L-UKF-CMA. 展开更多
关键词 widely linear filtering blind beamforming noncircular signals constant modulus algorithm unscented Kalman filtering
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ADAPTIVE STEP-SIZE CONSTANT MODULUS ALGORITHM FOR BLIND MULTIUSER DETECTION IN DS-CDMA SYSTEMS
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作者 SunLiping HuGuangrui 《Journal of Electronics(China)》 2004年第1期10-15,共6页
Blind Adaptive Step-size Constant Modulus Algorithm (AS-CMA) for multiuser detection in DS-CDMA systems is presented. It combines the CMA and the concept of variable step-size, uses a second LMS algorithm for the step... Blind Adaptive Step-size Constant Modulus Algorithm (AS-CMA) for multiuser detection in DS-CDMA systems is presented. It combines the CMA and the concept of variable step-size, uses a second LMS algorithm for the step size. It adjusts the step-size according to the minimum output-energy principle within a specified range, thus overcomes the problems of bad effect of fixed step-size LMS algorithm. Compared with Adaptive Step-size LMS (AS-LMS) algoritilrn, through simulations, this algorithm can adapt the changes of the environment, suppress multiple access interference in the dynamic environment and the stability of Signal to Interference Ratio (SIR) is superior to that of AS-LMS. 展开更多
关键词 CDMA constant modulus algorithm Blind interference suppression
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New multitarget constant modulus array for CDMA systems
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作者 Zhang Jidong Zheng Baoyu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第2期455-457,共3页
A new mulfitarget constant modulus array is proposed for CDMA systems based on least squares constant modulus algorithm. The new algorithm is called pre-despreading decision directed least squares constant modulus alg... A new mulfitarget constant modulus array is proposed for CDMA systems based on least squares constant modulus algorithm. The new algorithm is called pre-despreading decision directed least squares constant modulus algorithm (D-DDLSCMA). In the new algorithm, the pre-despreading is first applied for multitarget arrays to remove some multiple access signals, then the despreaded signal is processed by the algorithm which united the constant modulus algorithm and decision directed method. Simulation results illustrate the good performance for the proposed algorithm. 展开更多
关键词 constant modulus algorithm adaptive array multiuser detection code division multiple.
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Recursive Least Squares Semi-blind Beamforming for MIMO Using Decision Directed Adaptation and Constant Modulus Criterion
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作者 Xia Hong Sheng Chen 《International Journal of Automation and computing》 EI CSCD 2017年第4期442-449,共8页
A new semi-blind adaptive beamforming scheme is proposed for multi-input multi-output (MIMO) induced and spacedivision multiple-access based wireless systems that employ high order phase shift keying signaling. A mi... A new semi-blind adaptive beamforming scheme is proposed for multi-input multi-output (MIMO) induced and spacedivision multiple-access based wireless systems that employ high order phase shift keying signaling. A minimum number of training symbols, very close to the number of receiver antenna elements, are used to provide a rough initial least squares estimate of the beamformer's weight vector. A novel cost function combining the constant modulus criterion with decision-directed adaptation is adopted to adapt the beamformer weight vector. This cost function can be approximated as a quadratic form with a closed-form solution, based on which we then derive the recursive least squares (RLS) semi-blind adaptive beamforming algorithm. This semi-blind adaptive beamforming scheme is capable of converging fast to the minimum mean-square-error beamforming solution, as demonstrated in our simulation study. Our proposed semi-blind RLS beamforming algorithm therefore provides an efficient detection scheme for the future generation of MIMO aided mobile communication systems. 展开更多
关键词 Multi-input multi-output (MIMO) space-division multiple-access BEAMFORMING semi-blind adaptive algorithm constant modulus criterion decision-directed adaption.
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A novel constant modulus array for multiuser detection
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作者 张继东 郑宝玉 傅洪亮 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2005年第1期38-42,共5页
This paper proposes a new multitarget constant modulus array structure for code division multiple access (CDMA) systems. The new algorithm for the structure is called pre-despreading and wavelet denoising constant mod... This paper proposes a new multitarget constant modulus array structure for code division multiple access (CDMA) systems. The new algorithm for the structure is called pre-despreading and wavelet denoising constant modulus algorithm (D-WD-CMA). In the new algorithm, the pre-despreading is applied to multitarget arrays to remove some multiple access inter- ferences. After that the received signal is subjected to wavelet de-noising to reduce some noise, and used in CMA adaptive iteration for signal separation. Simulation results showed that the proposed algorithm performed better than the traditional CMA algorithm. 展开更多
关键词 constant modulus algorithm Adaptive array Wavelet de-noising Multiuser detection CDMA
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基于Dual-Mode MCMA+DD双模式盲均衡算法研究 被引量:5
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作者 郭元术 岳蕾 姚博彬 《光子学报》 EI CAS CSCD 北大核心 2009年第10期2702-2706,共5页
为了兼顾误差性能和收敛速度,研究了将双模修正常量模算法和判决引导算法有机结合的双模式盲均衡算法.该算法在收敛初期采用双模修正常量模算法调整均衡器,然后根据判决条件自动切换到判决引导算法,最终实现信道的盲均衡.仿真结果表明:... 为了兼顾误差性能和收敛速度,研究了将双模修正常量模算法和判决引导算法有机结合的双模式盲均衡算法.该算法在收敛初期采用双模修正常量模算法调整均衡器,然后根据判决条件自动切换到判决引导算法,最终实现信道的盲均衡.仿真结果表明:此算法收敛速度快、稳态误差小,并能在去除码间干扰的同时纠正信道固有的相位旋转,具有很好的实用性. 展开更多
关键词 盲均衡 常量模算法 双模式盲均衡算法 修正常量模算法
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基于Dual-Mode MMA+MDD双模式T/2分数间隔盲均衡算法的研究 被引量:1
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作者 柳雷 赖惠成 贾振红 《光子学报》 EI CAS CSCD 北大核心 2011年第6期898-901,共4页
均衡技术是用来解决通信系统中码间干扰的常用方法.针对传统恒模算法的收敛速度和稳态剩余码间干扰大的缺点,将双模式多模算法和改进型判决引导算法结合起来,并且应用于分数间隔盲均衡器中.该算法初期用双模式算法收敛均衡器,然后切换... 均衡技术是用来解决通信系统中码间干扰的常用方法.针对传统恒模算法的收敛速度和稳态剩余码间干扰大的缺点,将双模式多模算法和改进型判决引导算法结合起来,并且应用于分数间隔盲均衡器中.该算法初期用双模式算法收敛均衡器,然后切换到改进型判决引导算法中进一步收敛,由于分数间隔均衡器解决了波特间隔均衡器因抽样率不高带来的频谱混叠问题,从而进一步地提高了均衡效果.蒙特卡罗仿真表明,该算法不仅收敛速度快,而且得到较低的剩余码间干扰. 展开更多
关键词 恒模算法 盲均衡 分数间隔 双模式多模算法
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Property of the Constant Modulus Algorithm to Capture the Weak Signal 被引量:3
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作者 LINing GUOYan GUOLi 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2003年第1期9-14,共6页
The Constant Modulus Algorithm (CMA) enjoys widespread popularity as methodsfor blind beamform-ing and equalization of communication signals, CMA is straightforward toimplement, robust, and computationally of moderate... The Constant Modulus Algorithm (CMA) enjoys widespread popularity as methodsfor blind beamform-ing and equalization of communication signals, CMA is straightforward toimplement, robust, and computationally of moderate complexity. Furthermore, it is insensitive toarray imperfection. In an environment containing multiple constant modulus signals, the signalextracted by CMA depends on the relative power of the incident signals. According previous works,the CMA is prone to capture the strongest Constant Modulus (CM) signal at the output of the array.In this paper, we show that the weak CM signal could be recovered by CMA_(1-2) and CMA_(2-1) whensetting special step-size. Simulation examples confirm our remarks. 展开更多
关键词 constant modulus algorithm STEP-SIZE singular value decomposition
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Single-User Blind Channel Equalization Using Modified Constant Modulus Algorithm 被引量:1
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作者 孙守宇 郑君里 +1 位作者 吴里江 张琪 《Tsinghua Science and Technology》 SCIE EI CAS 2004年第1期38-44,共7页
A modified constant modulus algorithm (MCMA) for blind channel equalization is proposed by modifying the constant modulus error function. The MCMA is compared with the conventional constant modulus algorithm (CMA) for... A modified constant modulus algorithm (MCMA) for blind channel equalization is proposed by modifying the constant modulus error function. The MCMA is compared with the conventional constant modulus algorithm (CMA) for symbol-spaced equalization of 4PSK signals. The result shows that the performance of the MCMA is superior to that of the CMA in both convergence rate and intersymbol interference for frequency selective channels in noisy environments. Simulation results using 8PSK signals also demonstrate that a fractionally spaced equalizer can preserve performance over variations in symbol-timing phase, whereas a baud-rate equalizer cannot. 展开更多
关键词 blind channel equalization constant modulus algorithm (CMA) modified constant modulus algorithm (MCMA) symbol spaced equalization fractionally spaced equalization (FSE)
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Blind Equalization Algorithm Based on MCMA and DSE-CMA 被引量:2
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作者 GENG Nian XUE Ni RU Guobao 《Wuhan University Journal of Natural Sciences》 CAS 2008年第1期67-70,共4页
A new blind equalization algorithm based on the modified constant modulus algorithm (MCMA) and dithered signederror constant modulus algorithm (DSE-CMA) is proposed. This dithered signed-error MCMA (DSE-MCMA) ca... A new blind equalization algorithm based on the modified constant modulus algorithm (MCMA) and dithered signederror constant modulus algorithm (DSE-CMA) is proposed. This dithered signed-error MCMA (DSE-MCMA) can not only reduce the computational complexity, but also recover the phase rotation in the complex channel. Simulation results have verified the analysis and indicated the good property of DSE-MCMA. 展开更多
关键词 blind equalization modified constant modulus algorithm (MCMA) intersymbol interference
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NOVEL LSCM BEAM-FORMING ALGORITHM IN SMART ANTENNA MC-CDMA SYSTEM
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作者 Fu Hongliang Feng Guangzeng 《Journal of Electronics(China)》 2006年第4期501-505,共5页
A novel Least Squares Constant Modulus (LSCM) beam-forming algorithm in smart antenna Multi-Carrier Code Division Multiple Access (MC-CDMA) system is proposed in this paper. It adaptively beam-forms the multi-carrier ... A novel Least Squares Constant Modulus (LSCM) beam-forming algorithm in smart antenna Multi-Carrier Code Division Multiple Access (MC-CDMA) system is proposed in this paper. It adaptively beam-forms the multi-carrier antenna array signal using the LSCM Algorithm (LSCMA), and in the meantime, the beam-formed signals on every sub-carrier are combined by using Orthogonal Restore Combination (ORC), Equal Gain Combination (EGC) or Maximum Ratio Combination (MRC). Then the decision of the combined signals and the spread-code of the expected user are used to re-construct the signals on every sub-carrier. At last, the difference between the re-constructed signal and the output signal of the beam-former is used to con-trol the coefficients of the beam-former. The bit error probability of the proposed algorithm is analyzed. We simulated and compared it with the conventional LSCM beam-forming algorithm. Simulation results show that the proposed algorithm is superior to the latter in Bit Error Rate (BER). 展开更多
关键词 Smart antenna MULTI-CARRIER Least Squares constant modulus algorithm (LSCMA) BEAMFORMING
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ADAPTIVE BLIND ESTIMATION ALGORITHM FOR OFDM-MIMO RADIO SYSTEMS OVER MULTIPATH CHANNELS
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作者 DuJiang PengQicong 《Journal of Electronics(China)》 2004年第6期441-448,共8页
This paper investigates the blind algorithm for channel estimation of Orthogonal Frequency Division Multiplexing-Multiple Input Multiple Output (OFDM-MIMO) wireless communication system using the subspace decompositio... This paper investigates the blind algorithm for channel estimation of Orthogonal Frequency Division Multiplexing-Multiple Input Multiple Output (OFDM-MIMO) wireless communication system using the subspace decomposition of the channel received complex baseband signals and proposes a new two-stage blind algorithm. Exploited the second-order cyclostationarity inherent in OFDM with cyclic prefix and the characteristics of the phased antenna, the practical HIPERLAN/2 standard based OFDM-MIMO simulator is established with the sufficient consideration of statistical correlations between the multiple antenna channels under wireless wideband multipath fading environment, and a new two-stage blind algorithm is formulated using rank reduced subspace channel matrix approximation and adaptive Constant Modulus (CM)criterion. Simulation results confirm the theoretical analysis and illustrate that the proposed algorithm is capable of tracking matrix channel variations with fast convergence rate and improving acceptable overall system performance over various common wireless and mobile communication links. 展开更多
关键词 Orthogonal Frequency Division Multiplexing-Multiple Input Multiple Output(OFDM-MIMO) system HIPERLAN/2 Two-stage blind algorithm constant modulus algorithm (CMA) Matrix channel estimation CONVERGENCE
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Blind equalization of underwater acoustic channel using a combined constant modulus algorithm
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作者 WANG Feng ZHAO Junwei LI Hongsheng (Institute of Acoustic Engineering, Northwestern Polytechnical University Xi’an 710072) 《Chinese Journal of Acoustics》 2003年第3期268-273,共6页
A kind of Combined Constant Modulus Algorithm (CCMA) is presented to compensate the defects of the Constant Modulus Algorithm (CMA) and the Sign Error CMA (SECMA). And CCMA is applied to the equalization of the underw... A kind of Combined Constant Modulus Algorithm (CCMA) is presented to compensate the defects of the Constant Modulus Algorithm (CMA) and the Sign Error CMA (SECMA). And CCMA is applied to the equalization of the underwater acoustic channel (UWAC). Based on the decision of the equalizer’s output, its iteration process switches between 展开更多
关键词 CCMA in IT of Blind equalization of underwater acoustic channel using a combined constant modulus algorithm IS LENGTH SWC MSE
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NEW LSCM BLIND MULTIUSER DETECTION ALGORITHM FOR ANTENNA ARRAY CDMA SYSTEM
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作者 Fu Hongliang Feng Guangzeng 《Journal of Electronics(China)》 2006年第2期161-164,共4页
Two blind multiuser detection algorithms for antenna array in Code Division Multiple Access (CDMA) system which apply the linearly constrained condition to the Least Squares Constant Modulus Algorithln (LSCMA) are... Two blind multiuser detection algorithms for antenna array in Code Division Multiple Access (CDMA) system which apply the linearly constrained condition to the Least Squares Constant Modulus Algorithln (LSCMA) are proposed in this paper. One is the Linearly Constrained LSCMA (LC-LSCMA), the other is the Preprocessing LC-LSCMA (PLC-LSCMA). The two algorithms are compared with the conventional LSCMA. The results show that the two algorithms proposed in this paper are superior to the conventional LSCMA and the best one is PLC-LSCMA. 展开更多
关键词 Antenna array MultiUser Detection (MUD) Code Division Multiple Access (CDMA) Least Squares constant modulus algorithm (LSCMA) Linearly Constrained LSCMA (LC-LSCMA) Preprocessing LC-LSCMA (PLC-LSCMA)
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基于混沌映射和高斯扰动的多通道恒模盲均衡
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作者 胡爽 冯姣 +2 位作者 张治中 李鹏 周华 《电信科学》 北大核心 2025年第5期96-106,共11页
在多通道信道仿真系统中,通道之间幅相不一致会使系统性能恶化,因此通道均衡技术必不可少。与传统的均衡器设计不同,盲均衡算法无须训练序列,提高了系统效率,不干扰仿真流程。基于粒子群优化的改进恒模盲均衡算法是一种新的盲均衡算法,... 在多通道信道仿真系统中,通道之间幅相不一致会使系统性能恶化,因此通道均衡技术必不可少。与传统的均衡器设计不同,盲均衡算法无须训练序列,提高了系统效率,不干扰仿真流程。基于粒子群优化的改进恒模盲均衡算法是一种新的盲均衡算法,引入粒子群算法寻找均衡器的最优解,提高了算法的收敛速度。然而该算法对初始参数敏感,容易陷入局部最优,恒定权重和学习因子会使算法稳态均方误差变大,局部和全局搜索能力不均。针对上述问题,提出了一种基于混沌映射和高斯扰动的改进粒子群恒模盲均衡算法。经过仿真验证,所提算法性能有所提升。对算法初期设置的参数敏感性降低;稳定后的适应度降低0.011;在误码率达到10-3量级时,信噪比相较于传统算法降低更多;均方误差降低1.77 dB;码间干扰降低0.64 dB。此外,对比了不同的惯性权重方案,进一步验证了所提算法收敛速度更快,码间干扰更低。 展开更多
关键词 通道均衡 恒模盲均衡算法 粒子群优化 混沌映射 高斯扰动
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一种基于多模调制的并行半盲均衡算法
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作者 郝广凯 田毅辉 +2 位作者 陆卫强 陆格格 雷鸣 《长江信息通信》 2025年第9期71-74,共4页
盲均衡恒模算法对高阶多模调制信号(如16QAM等)的信道均衡效果较差,基于对其算法的研究,提出了一种适用多模调制的并行改进算法。该算法以恒模算法作为训练模式,待恒模算法达到初步收敛后,再采用多模并行算法对多模调制信号进行信道均衡... 盲均衡恒模算法对高阶多模调制信号(如16QAM等)的信道均衡效果较差,基于对其算法的研究,提出了一种适用多模调制的并行改进算法。该算法以恒模算法作为训练模式,待恒模算法达到初步收敛后,再采用多模并行算法对多模调制信号进行信道均衡,从而获得更小的剩余误差和更低的传输误码率。计算机仿真结果表明,文章提出的多模并行半盲均衡算法在减小稳态剩余误差和降低系统误码率方面,性能有着显著的提升。 展开更多
关键词 半盲均衡 恒模算法 多模并行算法
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一种基于核支持向量机的盲均衡算法
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作者 刘雅宁 李江林 《自动化与信息工程》 2025年第3期17-22,共6页
针对信道传输特性不理想导致的码间串扰问题,提出一种基于核支持向量机的盲均衡算法。该算法将恒模算法的误差函数引入支持向量机的代价函数中,改善了恒模算法在非线性信道下易产生相位偏移的问题;利用小波函数构造支持向量机的核函数,... 针对信道传输特性不理想导致的码间串扰问题,提出一种基于核支持向量机的盲均衡算法。该算法将恒模算法的误差函数引入支持向量机的代价函数中,改善了恒模算法在非线性信道下易产生相位偏移的问题;利用小波函数构造支持向量机的核函数,降低了求解非线性问题的运算复杂度,进一步提升了盲均衡算法的运算效率。仿真测试结果表明,与恒模算法、采用Sigmoid核函数的核支持向量机相比,采用小波函数作为核函数的核支持向量机收敛速度更快:且基于此种核支持向量机的盲均衡算法分类准确度更高。 展开更多
关键词 盲均衡 核支持向量机 恒模算法 小波函数 码间干扰
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基于正交小波变换的多模盲均衡器设计与算法仿真研究 被引量:21
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作者 韩迎鸽 郭业才 +1 位作者 吴造林 周巧喜 《仪器仪表学报》 EI CAS CSCD 北大核心 2008年第7期1441-1445,共5页
针对常数模算法(CMA)收敛速度慢与剩余误差大的缺点,在基于正交小波变换CMA算法(WT-CMA)基础上,提出了一种新的基于正交小波变换的多模算法(WT-MMA)。该算法将正交小波变换和多模算法(MMA)相结合,通过归一化正交小波变换来加快收敛速度... 针对常数模算法(CMA)收敛速度慢与剩余误差大的缺点,在基于正交小波变换CMA算法(WT-CMA)基础上,提出了一种新的基于正交小波变换的多模算法(WT-MMA)。该算法将正交小波变换和多模算法(MMA)相结合,通过归一化正交小波变换来加快收敛速度,同时采用多模算法以减小剩余误差。用水声信道对算法的性能进行了仿真,结果表明,与CMA及WT-CMA算法相比,WT-MMA算法具有快的收敛速度且小的剩余误差。同时,文中还给出了均衡器的正交小波表示以及正交变换矩阵的表示。 展开更多
关键词 盲均衡 小波变换 多模 水声信道
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基于坐标变换的常数模盲均衡新算法 被引量:15
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作者 饶伟 郭业才 +3 位作者 汪胜前 谭文群 夏非 刘剑冰 《电子学报》 EI CAS CSCD 北大核心 2011年第1期7-12,共6页
结合信号星座图特点,对常数模算法的代价函数进行修正,提出了基于坐标变换的常数模盲均衡新算法.该算法通过坐标变换将发射信号的模值转换成零,从而克服了常数模算法在对非常模信号进行均衡时,输出误差无法收敛至零的缺点;并且该算法可... 结合信号星座图特点,对常数模算法的代价函数进行修正,提出了基于坐标变换的常数模盲均衡新算法.该算法通过坐标变换将发射信号的模值转换成零,从而克服了常数模算法在对非常模信号进行均衡时,输出误差无法收敛至零的缺点;并且该算法可以在未知发射信号调制类型的情况下完成均衡.理论分析和仿真结果证明了新算法的优良性能. 展开更多
关键词 常数模算法 坐标变换 盲均衡
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