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首页> 外文期刊>International Journal of Adaptive Control and Signal Processing >Low-complexity Robust Adaptive Generalized Sidelobe Canceller Detector For Ds/cdma Systems
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Low-complexity Robust Adaptive Generalized Sidelobe Canceller Detector For Ds/cdma Systems

机译:用于Ds / cdma系统的低复杂度鲁棒自适应广义旁瓣抵消器检测器

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摘要

A novel low computational complexity robust adaptive blind multiuser detector, based on the minimum output energy (MOE) detector with multiple constraints and a quadratic inequality (QI) constraint is developed in this paper. Quadratic constraint has been a widespread approach to improve robustness against mismatch errors, uncertainties in estimating the data covariance matrix, and random perturbations in detector parameters. A diagonal loading technique is compulsory to achieve the quadratic constraint where the diagonal loading level is adjusted to satisfy the constrained value. Integrating the quadratic constraint into recursive algorithms seems to be a moot point since there is no closed-form solution for the diagonal loading term. In this paper, the MOE detector of DS/CDMA system is implemented using a fast recursive steepest descent adaptive algorithm anchored in the generalized sidelobe canceller (GSC) structure with multiple constraints and a QI constraint on the adaptive portion of the GSC structure. The Lagrange multiplier method is exploited to solve the QI constraint. An optimal variable loading technique, which is capable of providing robustness against uncertainties and mismatch errors with low computational complexity is adopted. Simulations for several mismatch and random perturbations scenarios are conducted in a rich multipath environment with near-far effect to explore the robustness of the proposed detector.
机译:本文基于具有多个约束和二次不等式(QI)约束的最小输出能量(MOE)检测器,开发了一种新颖的低计算复杂度鲁棒自适应盲多用户检测器。二次约束是提高抗失配误差,估计数据协方差矩阵的不确定性以及检测器参数随机扰动的鲁棒性的广泛方法。必须采用对角线加载技术来实现二次约束,在这种情况下,可以调整对角线加载级别以满足约束值。将二次约束集成到递归算法中似乎是一个有争议的问题,因为对角载荷项没有封闭形式的解决方案。在本文中,DS / CDMA系统的MOE检测器是通过在具有多个约束和QI约束的广义旁瓣抵消器(GSC)结构中锚定的快速递归最速下降自适应算法来实现的。拉格朗日乘数法被用来解决QI约束。采用了一种最优的变量加载技术,该算法能够以较低的计算复杂度提供对不确定性和失配误差的鲁棒性。在具有远近效应的丰富多径环境中对几种失配和随机扰动情况进行了仿真,以探索所提出的探测器的鲁棒性。

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