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首页> 外文期刊>IEEE Transactions on Signal Processing >A Multistage Hybrid Constant Modulus Array With Constrained Adaptation for Correlated Sources
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A Multistage Hybrid Constant Modulus Array With Constrained Adaptation for Correlated Sources

机译:相关源约束约束的多级混合恒模阵列

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The multistage constant modulus (CM) array was previously proposed for capturing multiple received signals in a cochannel signal environment. It consists of a cascade of individual CM array stages combined with adaptive signal cancelers that remove the various signals captured across the stages. However, when the received signals are mutually correlated, the signals captured by the CM array stages are not completely canceled, and previous parallel extensions of the system do not guarantee that different signals will be captured across the stages. In this paper, we present a hybrid implementation of the multistage CM array for separating correlated signals where the canceler weights in the cascade structure provide estimates of the direction vectors of the captured signals. These estimates are then used in a parallel implementation of the linearly constrained CM (LCCM) array leading to the hybrid structure. Since the direction vectors are obtained directly from the canceler weights, the hybrid implementation does not require prior knowledge of the array response matrix and is independent of the type of antennas used in the receiver. The effect of a bias in the direction vector estimates for closely-spaced signals is analyzed, and the steady-state performance of the hybrid structure is compared to that of a conventional constrained implementation for correlated sources. Computer simulations for example cochannel scenarios are provided to illustrate various properties of the system. Mean-square-error (MSE) learning curves indicate that the proposed hybrid LCCM algorithm converges faster and has lower MSE than previous implementations
机译:先前提出了多级恒定模量(CM)阵列,用于在同信道信号环境中捕获多个接收信号。它由单个CM阵列级的级联与自适应信号消除器组成,这些信号消除器可消除跨级捕获的各种信号。但是,当接收到的信号相互关联时,CM阵列级捕获的信号不会完全消除,并且系统以前的并行扩展不能保证跨级捕获不同的信号。在本文中,我们提出了一种用于分离相关信号的多级CM阵列的混合实现方式,其中级联结构中的抵消器权重提供了捕获信号方向矢量的估计。然后,将这些估计值用于线性混合CM(LCCM)阵列的并行实现中,从而形成混合结构。由于方向矢量是直接从抵消器权重获得的,因此混合实现不需要阵列响应矩阵的先验知识,并且与接收机中使用的天线类型无关。分析了在近距离信号中方向矢量估计中的偏差影响,并将混合结构的稳态性能与相关源的传统约束实现方案的稳态性能进行了比较。提供了例如同频道场景的计算机仿真来说明系统的各种属性。均方误差(MSE)学习曲线表明,与以前的实现方式相比,所提出的混合LCCM算法收敛速度更快,MSE更低

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