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A new realization of 2-D adaptive separable-denominator state-space filters based on DLMS algorithm suitable for parallel processing

机译:基于适合并行处理的DLMS算法的二维自适应可分母状态空间滤波器的新实现

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摘要

In the application of 2-D adaptive filters, a large amount of data must be processed and real-time processing is often required. In this paper, a new parallel-form realization of 2-D adaptive separable-denominator state-space filters suitable for high-speed processing is proposed. First, the 2-D local state-space model suitable for parallel processing is introduced. Next, the adaptive algorithm for this model is developed. This algorithm is based on the delayed least mean square (DLMS) method. In addition, the computation time required for the update of the coefficients is investigated. Finally, the proposed technique is applied to the design of 2-D digital filters in the spatial domain.
机译:在二维自适应滤波器的应用中,必须处理大量数据,并且经常需要实时处理。本文提出了一种适用于高速处理的二维自适应可分母状态空间滤波器的并行形式实现。首先,介绍了适用于并行处理的二维局部状态空间模型。接下来,开发该模型的自适应算法。该算法基于延迟最小均方(DLMS)方法。另外,研究了更新系数所需的计算时间。最后,将所提出的技术应用于空间域中的二维数字滤波器的设计。

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