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Combining Pseudo-median Filter and Median Filter to Improve Performance

机译:组合伪中值滤波器和中值滤波器以提高性能

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Despite many of the same properties between standard median filter (SM) and Pseudo-median filter (PM), SM can remove impulses completely but PM not However, PM can be more efficiently calculated whicb is very important for processing data online in WSN. In order to synthesize the advantages of performance of PM and SM, an improved method combined the advances of PM and SM is proposed in this paper. A soft-switching scheme based on noise detection is developed to select the appropriate filter for each processing. In the noise detection each sample is classified to contained impulse or normal by increment contrasts of latest two outputs and between the current sample and the latest. Then SM and PM are alternatively used to process the impulsive samples and the normal. The simulation results and calculation complexity analysis show the combined algorithm attenuates impulses more efficiently than PM and can be more easily calculated than SM. So it can be seen as an alternative of high efficiency for applications in wireless sensor network.
机译:尽管标准中值滤波器(SM)和伪中值滤波器(PM)之间具有许多相同的属性,但SM可以完全消除脉冲,但PM不能消除。但是,可以更有效地计算PM,这对于在WSN中在线处理数据非常重要。为了综合考虑PM和SM的性能优势,提出了一种结合PM和SM先进技术的改进方法。开发了一种基于噪声检测的软开关方案,以为每个处理选择合适的滤波器。在噪声检测中,每个样本通过最新两个输出以及当前样本与最新样本之间的增量对比度被分类为包含脉冲或法线。然后,将SM和PM交替用于处理脉冲样本和法线。仿真结果和计算复杂度分析表明,组合算法比PM更有效地衰减脉冲,比SM更容易计算。因此,可以将其视为无线传感器网络中高效率的替代方案。

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