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Sequential Algorithms for Sample Myriad and Weighted Myriad Filter

机译:样本无数和加权无数滤波器的顺序算法

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摘要

The sample myriad and the weighted myriad filter are normally computed using the batch processing fixed-point algorithm. Since a block of input samples has to be gathered first before the algorithm can perform estimation, significant delay may arise if the block size is large. In this correspondence, we derive the sequential sample myriad and sequential weighted myriad that compute the estimate in real-time by updating the current estimate whenever a new input sample becomes available. Simulation results show that the proposed sequential techniques which have a lower computational complexity, achieve almost the same convergence speed and accuracy as the fixed-point algorithm.
机译:通常使用批处理定点算法来计算样本无数和加权无数滤波器。由于必须先收集输入样本的块,然后算法才能执行估计,因此,如果块大小很大,可能会出现明显的延迟。在这种对应关系中,我们推导出顺序样本无数和顺序加权无数,只要有新的输入样本可用,就可以通过更新当前估计值来实时计算估计值。仿真结果表明,所提出的顺序技术具有较低的计算复杂度,实现了与定点算法几乎相同的收敛速度和准确性。

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