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A Soft-Switching Blind Equalization Scheme via Convex Combination of Adaptive Filters

机译:自适应滤波器凸组合的软开关盲均衡方案

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摘要

Blind equalizers avoid the transmission of pilot sequences, allowing a more efficient use of the channel bandwidth. Normally, after a first rough equalization is achieved, it is necessary to switch these equalizers to a decision-directed (DD) mode to reduce the steady-state mean-square error (MSE) to acceptable levels. The selection of an appropriate MSE threshold for switching between the blind and the DD modes is critical to obtain a good overall performance; however, this is not an easy task, since it depends on several factors such as the signal constellation, the communication channel, or the signal-to-noise ratio. In this paper, we propose an equalization scheme that adaptively combines a blind and a DD equalizers running in parallel. The combination is itself adapted in a blind manner, and as a result the overall scheme can automatically switch between the component filters, avoiding the need to set the transition MSE level a priori. The performance of our proposal is illustrated both analytically and through an extensive set of simulations, where we show its advantages with respect to existing hard- and soft-switching equalization schemes.
机译:盲均衡器避免了导频序列的传输,从而可以更有效地利用信道带宽。通常,在完成第一个粗略均衡之后,有必要将这些均衡器切换到决策导向(DD)模式,以将稳态均方误差(MSE)降低到可接受的水平。选择合适的MSE阈值以在百叶窗和DD模式之间切换对于获得良好的整体性能至关重要。然而,这并不是一件容易的事,因为它取决于多种因素,例如信号星座图,通信信道或信噪比。在本文中,我们提出了一种均衡方案,该方案自适应地组合了并行运行的盲和DD均衡器。该组合本身以盲目方式进行调整,因此,整个方案可以在组件过滤器之间自动切换,从而无需事先设置转换MSE级别。我们的建议的性能通过分析和广泛的仿真进行了说明,我们在其中展示了其相对于现有的硬开关和软开关均衡方案的优势。

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