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Efficient computation of time-varying and adaptive filters

机译:时变和自适应滤波器的高效计算

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摘要

Two techniques for efficient computation of filters that support time-varying coefficients are developed. These methods are forms of distributed arithmetic that encode the data, rather than the filter coefficients. The first approach efficiently computes scalar-vector products, with which a digital filter is easily implemented in a transpose-form structure. This method, based on digital coding, supports time-varying coefficients with no additional overhead. Alternatively, distributed-arithmetic schemes that encode the data stream in sliding blocks support efficient direct-form filter computation with time-varying coefficients. A combination of both of these techniques greatly reduces the computation required to implement LMS adaptive filters.
机译:开发了两种用于有效计算支持时变系数的滤波器的技术。这些方法是对数据而非编码系数进行编码的分布式算术形式。第一种方法有效地计算了标量矢量乘积,利用它可以以转置形式轻松实现数字滤波器。这种基于数字编码的方法支持随时间变化的系数,而没有额外的开销。可替代地,在滑动块中对数据流进行编码的分布式算术方案支持具有时变系数的高效直接形式滤波器计算。这两种技术的结合大大减少了实现LMS自适应滤波器所需的计算量。

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