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首页> 外文期刊>IEEE Journal on Selected Areas in Communications >A new approach to rapid PN code acquisition using iterative message passing techniques
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A new approach to rapid PN code acquisition using iterative message passing techniques

机译:一种使用迭代消息传递技术快速获取PN码的新方法

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摘要

Iterative message passing algorithms on graphs, which are generalized from the well-known turbo decoding algorithm, have been studied intensively in recent years because they can provide near-optimal performance and significant complexity reduction. In this paper, we demonstrate that this technique can be applied to pseudorandom code acquisition problems as well. To do this, we represent good pseudonoise (PN) patterns using sparse graphical models, then apply the standard iterative message passing algorithms over these graphs to approximate maximum-likelihood synchronization. Simulation results show that the proposed algorithm achieves better performance than both serial and hybrid search strategies in that it works at low signal-to-noise ratios and is much faster. Compared with full parallel search, this approach typically provides significant complexity reduction.
机译:从众所周知的turbo解码算法推广而来的图上迭代消息传递算法,由于可以提供近乎最佳的性能并显着降低了复杂性,因此近年来进行了深入研究。在本文中,我们证明了该技术也可以应用于伪随机代码获取问题。为此,我们使用稀疏图形模型表示良好的伪噪声(PN)模式,然后在这些图形上应用标准的迭代消息传递算法以近似最大似然同步。仿真结果表明,所提出的算法在低信噪比下工作更快,并且比串行和混合搜索策略都具有更好的性能。与完全并行搜索相比,此方法通常可以显着降低复杂度。

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