共查询到19条相似文献,搜索用时 718 毫秒
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基于最小平均峰度(Least MeanKurtosis,LMK)准则],该文提出了一种适用于同步直扩码分多址(DS/CDMA)系统多径慢衰落信道中的线性盲自适应多用户检测算法。这种算法基于高阶统计量(High Order Statistics,HOS)特性,算法复杂度相对较低。文中分析了算法在多径信道中无噪声情况下的收敛特性,指出在这种情况下,算法具有全局最小点,此时算法满足解相关条件。仿真结果表明,文中给出的检测器具有较强的多址干扰抑制性能。 相似文献
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基于NLMS的CDMA盲自适应多用户检测算法研究 总被引:1,自引:0,他引:1
多用户检测是抑制DS-CDMA系统多址干扰最有效的技术之一。由于所需的先验知识仪有期望用户的地址码,盲多用户检测技术的研究尤受重视。最小输出能量(MOE)准则被广泛用于盲线性多用户检测。目前已提出的该类检测器多采用LMS或RLS算法。本文则研究基于NLMS算法的盲自适应检测技术,并进一步提出盲自适应变步长NLMS检测器和参数可变的盲自适应变步长NLMS检测器。它们具备很好的收敛速度和跟踪能力,以及较高的输出信干比,同时计算复杂度仅为O(3N)或O(4N),非常适合硬件实现。 相似文献
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自适应滤波器在自适应控制、噪声消除、信道均衡、系统辨识以及生物医学等领域的应用中发挥着重要作用。由于其简单性、低计算量和易于实现等特点,其中最流行的自适应滤波算法是最小均方(Least Mean Square,LMS)算法。传统的LMS算法在处理高斯信号时具有良好的收敛性能,然而,针对非高斯信号的处理,自适应LMS算法的收敛性较差,甚至无法收敛。为了改进LMS算法在非高斯噪声干扰下的收敛性,本文通过将传统的LMS算法的代价函数嵌入到双曲正切(Hyperbolic Tangent)函数框架中设计了一种新的代价函数,从而提出了一种鲁棒的双曲正切最小均方(Hyperbolic Tangent Least Mean Square,HTLMS)算法。此外,针对HTLMS算法存在收敛速度与稳态误差相矛盾的问题,本文设计了一种可变λ参数的双曲正切最小均方(Variableλ-parameter Hyperbolic Tangent Least Mean Square,VHTLMS)算法。仿真结果表明,在系统辨识应用场景中,与LMS算法、最大相关熵准则(Generalized Maximum Corr... 相似文献
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Blind multiuser detector based on LMK criterion 总被引:4,自引:0,他引:4
Zuqiang Tang Zhixing Yan Yan Yao 《Electronics letters》1999,35(4):267-268
A new blind adaptive multiuser detector for synchronous DS/CDMA systems based on a low computational complexity high order statistics-based least mean kutosis (LMK) algorithm is proposed. The LMK algorithm is shown to perform better than the least mean-square algorithm 相似文献
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In this paper, we present a blind adaptive gradient (BAG) algorithm for code-aided suppression of multiple-access interference (MAI) and narrow-band interference (NBI) in direct-sequence/code-division multiple-access (DS/CDMA) systems. This BAG algorithm is based on the concept of accelerating the convergence of a stochastic gradient algorithm by averaging. This ingenious concept of averaging was invented by Polyak and Juditsky (1992)-this paper examines its application to blind multiuser detection and NBI suppression in DS/CDMA systems. We prove that BAG has identical convergence and tracking properties to recursive least squares (LMS) but has a computational cost similar to the least mean squares (LMS) algorithm-i.e., an order of magnitude lower computational cost than RLS. Simulations are used to compare our averaged gradient algorithm with the blind LMS and LMS schemes 相似文献
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DS/CDMA communication systems are widelyused because of their obvious advantages, such as softcapacity, soft handover, higher spectral efficiency andthe ability to mitigate the effects of multi-path fading.However, the multiple access interference (MAI) andnear-far problem in DS/CDMA limit the furtherapplications of this technique. The structure of the conventional single-userdetector (CD), which neglects the presence of MAI, issimple, but its performance is limited, and the receiversuf… 相似文献
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Modified linearly constrained CMA for blind adaptive multiuser detector in DS/CDMA systems 总被引:1,自引:0,他引:1
A modified linearly constrained constant modulus algorithm for blind adaptive multiuser detection in DS/CDMA systems is presented. By selecting a suitable linearly constrained cost function, the performance of the proposed algorithm is improved in terms of the capability of suppressing multiple access interference. Simulation results indicate that the proposed algorithm provides a faster convergence and steady-state performance. 相似文献
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A timing-free blind multiuser detection technique is proposed for differentially encoded direct-sequence/code division multiple access (DS/CDMA) networks. Unlike previously derived blind multiuser detectors, the proposed algorithm does not rely on any information beyond the spreading code of the desired user, namely neither the complex amplitude nor the symbol timing of the signal of interest is assumed to be known to the receiver. The proposed detector structure is immune to cochannel interferers with arbitrarily large powers, and, as computer simulation results show, compares favorably with competing alternatives. Moreover, the proposed detector achieves performance quite close to that of the ideal minimum mean square error (MMSE) multiuser receiver, which requires knowledge of the spreading codes, timing offsets, and received energies for the signals of all active users 相似文献
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A new blind adaptive multiuser detector for synchronous DS/CDMA systems based on a modified constant modulus algorithm is proposed. This detector is shown to outperform the minimum output energy detector in a downlink channel occupied by a large number of users. This blind detector is a good candidate for downlink receivers 相似文献
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A HYBRID INTERFERENCE CANCELLATION SCHEME FOR BLIND MULTIUSER DETECTION IN MULTIPATH FADING CHANNELS
This paper introduces and analyzes a detection scheme for adaptive suppression of Multiuser Access Interference(MAI) and Multipath Distortion(MPD) for mobile station of DS/CDMA system.The proposed detection scheme may amount to a RAKE receiver structure, wherein each branch is considered as a linear multiuser filter designed under a Linear Constrained Minimum Variance(LCMV) optimization strategy to suppress MAI, followed by a proper combin-ing rule to suppress MPD.The adaptive blind multiuser detecting and optimum combining of the proposed receiver are realized, based on the Least-Mean-Square(LMS) algorithm and an adap-tive vector tracking algorithm respectively.Finally,the feasibility of the above two algorithms is proved by the numerical results provided by computer simulation. 相似文献